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<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Clim.</journal-id>
<journal-title>Frontiers in Climate</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Clim.</abbrev-journal-title>
<issn pub-type="epub">2624-9553</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
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<article-meta>
<article-id pub-id-type="doi">10.3389/fclim.2025.1619799</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Climate</subject>
<subj-group>
<subject>Review</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Building Africa&#x2019;s climate resilience: understanding the impacts and future strategies in the face of climate change</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Ayompe</surname>
<given-names>Lacour M.</given-names>
</name>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2431600/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
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<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
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<contrib contrib-type="author">
<name>
<surname>Epie</surname>
<given-names>Wesner N.</given-names>
</name>
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<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
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<aff><institution>Department of Earth System Science, University of California, Irvine</institution>, <addr-line>Irvine, CA</addr-line>, <country>United States</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0001">
<p>Edited by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2763901/overview">Xixi Wang</ext-link>, Old Dominion University, United States</p>
</fn>
<fn fn-type="edited-by" id="fn0002">
<p>Reviewed by: <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2658860/overview">Benedict Arkhurst</ext-link>, Kwame Nkrumah University of Science and Technology, Ghana</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3055689/overview">Fredrick Kayusi</ext-link>, Maasai Mara University, Kenya</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Lacour M. Ayompe, <email>mlacour@uci.edu</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>14</day>
<month>10</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>7</volume>
<elocation-id>1619799</elocation-id>
<history>
<date date-type="received">
<day>28</day>
<month>04</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>29</day>
<month>09</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Ayompe and Epie.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Ayompe and Epie</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>Climate change is reshaping Africa&#x2019;s environmental, economic, and social landscapes, intensifying vulnerabilities across agriculture, water resources, public health, and socioeconomic stability. This paper examines the multifaceted impacts of a changing climate on key sectors in Africa and highlights the urgent need for integrated adaptation strategies. Through the synthesis of traditional wisdom and modern innovations, the study showcases how indigenous knowledge, community-led initiatives, and climate-smart agricultural practices contribute to enhanced resilience. Case studies from diverse regions demonstrate the effectiveness of combining traditional practices with advanced technologies, while policy and governance frameworks emphasize the importance of inclusive, data-driven decision-making. The research further addresses critical investment gaps and advocates for robust financial and technical support to empower local communities in managing climate risks. By leveraging established frameworks such as the African Climate Resilience Acceleration roadmap and fostering cross-sectoral collaboration, the paper outlines forward-looking strategies that could mitigate immediate climate threats and lay the groundwork for sustainable development. Ultimately, through coordinated efforts and strategic investments, African nations can transform the challenges of climate change into opportunities for resilience and growth.</p>
</abstract>
<kwd-group>
<kwd>climate change adaptation</kwd>
<kwd>Africa&#x2019;s resilience</kwd>
<kwd>indigenous knowledge</kwd>
<kwd>climate-smart agriculture</kwd>
<kwd>sustainable development</kwd>
<kwd>community-based adaptation</kwd>
</kwd-group>
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<fig-count count="3"/>
<table-count count="6"/>
<equation-count count="0"/>
<ref-count count="181"/>
<page-count count="17"/>
<word-count count="14391"/>
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<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Climate Adaptation</meta-value>
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</front>
<body>
<sec sec-type="intro" id="sec2">
<label>1</label>
<title>Introduction</title>
<p>Africa faces a critical challenge: climate change, which profoundly disrupts its social, economic, and environmental systems. With over 60% of its population relying on climate-sensitive sectors like agriculture, increasing variability along with frequent extreme weather events now jeopardizes food security and livelihoods (<xref ref-type="bibr" rid="ref164">Teklu et al., 2023</xref>). As human-induced factors and natural variability continue to alter climate patterns, community vulnerability, especially among marginalized groups, grows (<xref ref-type="bibr" rid="ref24">Badolo, 2024</xref>). In light of these changes, the Intergovernmental Panel on Climate Change (IPCC) projects that Africa will experience rising temperatures, altered precipitation regimes, and more frequent extremes, such as droughts and floods (<xref ref-type="bibr" rid="ref177">Wright et al., 2024</xref>).</p>
<p>The impacts of climate change extend well beyond agriculture. Intensified climate variability, including hotter extremes, erratic rainfall, and a surge in severe weather events, threatens fisheries, water resources, public health, and overall socio-economic stability (<xref ref-type="bibr" rid="ref171">Vijai et al., 2023</xref>; <xref ref-type="bibr" rid="ref152">Selvaraju et al., 2011</xref>). In agriculture, these uncertainties have been linked to reduced crop yields, disrupted supply chains, and heightened food insecurity that imperils millions of rural households (<xref ref-type="bibr" rid="ref131">Pimpa, 2024</xref>). Likewise, shifts in temperature and rainfall patterns are undermining fisheries and water management systems, leading to diminished fish stocks and compromised freshwater availability (<xref ref-type="bibr" rid="ref87">Ibrahim, 2025</xref>; <xref ref-type="bibr" rid="ref93">Khakimov et al., 2020</xref>). Collectively, these multidisciplinary challenges underscore the urgency of designing robust adaptation strategies and integrated risk management approaches to secure both agricultural and broader food systems against the adverse effects of a changing climate (<xref ref-type="bibr" rid="ref72">Giannini et al., 2021</xref>; <xref ref-type="bibr" rid="ref13">Amare and Simane, 2017</xref>).</p>
<p>Building climate resilience is essential for the continent&#x2019;s sustainable development. Climate resilience is defined as the capacity of individuals, communities, and systems to anticipate, prepare for, and rebound from climate-related disruptions (<xref ref-type="bibr" rid="ref176">Weldegebriel and Amphune, 2017</xref>). Many African communities have historically relied on traditional ecological knowledge, developing adaptive strategies over generations (<xref ref-type="bibr" rid="ref20">Asmamaw et al., 2019</xref>). However, the rapidly evolving nature of climate change calls for multifaceted approaches that integrate these traditional methods with modern agricultural techniques and climate-smart practices, thereby enhancing the adaptive capacity of vulnerable populations (<xref ref-type="bibr" rid="ref77">Graham, 2020</xref>).</p>
<p>A range of practical measures is essential to build resilience among smallholder farmers and rural communities in Africa. Early warning systems and decision-support tools, for instance, enable timely adjustments to changing climatic conditions (<xref ref-type="bibr" rid="ref113">Mthembu and Zwane, 2017</xref>), while the innovative Water-Energy-Food Nexus framework transforms rural livelihoods by addressing critical interdependencies to reduce vulnerability (<xref ref-type="bibr" rid="ref102">Mabhaudhi et al., 2019</xref>). Empowering local communities to adopt new technologies enhances an inclusive approach to resilience building (<xref ref-type="bibr" rid="ref76">Gould and Rudolph, 2015</xref>), and integrating public health considerations is critical as rural health service managers anticipate mounting climate-related challenges (<xref ref-type="bibr" rid="ref133">Purcell and McGirr, 2017</xref>). Ultimately, a collaborative strategy that merges scientific research, indigenous knowledge, and health perspectives, and accounts for gender dynamics, local governance, and economic policies, is indispensable for creating resilient systems across Africa (<xref ref-type="bibr" rid="ref132">Popoola et al., 2020</xref>; <xref ref-type="bibr" rid="ref139">Rankoana, 2023</xref>; <xref ref-type="bibr" rid="ref7">Adzawla et al., 2019</xref>; <xref ref-type="bibr" rid="ref94">Khoza et al., 2021</xref>).</p>
<p>In practice, integrating early warning systems with decision-support mechanisms plays a vital role in alerting farmers to imminent hazards and facilitating timely adaptation. Advanced notifications of droughts, floods, and other extreme events allow for efficient resource mobilization, reallocation of inputs, and adjustments to cropping calendars (<xref ref-type="bibr" rid="ref17">Antwi-Agyei and Nyantakyi-Frimpong, 2021</xref>; <xref ref-type="bibr" rid="ref148">Sarr and Sultan, 2022</xref>), while coupling these tools with information and communication technologies enhances forecast precision and risk assessment (<xref ref-type="bibr" rid="ref42">Chen et al., 2023</xref>; <xref ref-type="bibr" rid="ref107">Meechang et al., 2020</xref>). Moreover, effective implementation of such systems fosters community engagement and builds trust in climate services, spurring proactive responses and long-term strategic planning, like altering planting schedules and diversifying crop varieties, to reduce exposure to climate hazards and support sustainable agricultural practices (<xref ref-type="bibr" rid="ref8">Agbehadji et al., 2023</xref>).</p>
<p>This study provides an innovative analysis of climate change impacts across Africa by addressing critical gaps in our understanding of adaptation processes. Moving beyond earlier research that has examined isolated aspects of climate change, our work synthesizes indigenous knowledge with modern scientific insights to develop comprehensive adaptation strategies, responding to calls for merging traditional wisdom with contemporary methods (<xref ref-type="bibr" rid="ref121">Nyadzi et al., 2021</xref>; <xref ref-type="bibr" rid="ref10">Ajani et al., 2013</xref>). Central to our approach is the creation of innovative governance and policy frameworks tailored to local contexts, reflecting evidence that context-specific measures and locally driven initiatives are vital for enhancing resilience in under-resourced communities (<xref ref-type="bibr" rid="ref9002">Sesugh Aule, 2025</xref>; <xref ref-type="bibr" rid="ref4">Adebola, 2024</xref>). By addressing a continent-wide challenge, our study transcends narrow sectoral responses and presents integrative methods to bolster climate resilience. Recent work illustrates that indigenous strategies can significantly contribute to disaster risk reduction (<xref ref-type="bibr" rid="ref112">Motsumi and Nemakonde, 2024</xref>) and that community-led adaptations effectively buffer climatic variability (<xref ref-type="bibr" rid="ref10">Ajani et al., 2013</xref>). Furthermore, studies by <xref ref-type="bibr" rid="ref108">Mercer et al. (2010)</xref> and <xref ref-type="bibr" rid="ref51">Datta and Kairy (2024)</xref> underscore the importance of centering traditional knowledge in policy-making, while <xref ref-type="bibr" rid="ref153">Shammin et al. (2021)</xref> reported that community-based models demonstrate the benefits of blending indigenous practices with modern governance structures. Together, these insights support our novel, holistic framework for addressing the multifaceted challenges posed by climate change across Africa.</p>
<p>The primary aim of this study is to explore the multifaceted impacts of climate change across Africa and to identify effective strategies for strengthening the continent&#x2019;s resilience. To achieve this aim, the study pursues three specific objectives: (1) evaluate the vulnerability of critical sectors such as agriculture, health, and water resources, by examining how climate change exacerbates existing challenges; (2) identify, categorize, and critically evaluate effective adaptation strategies currently employed in various African communities; and (3) examine the prevailing governance and policy frameworks that guide climate resilience initiatives. By fostering a multidimensional approach that combines traditional knowledge with modern adaptations, this paper advances the dialogue on sustainable development in Africa and paves the way for more effective strategies to create a resilient future.</p>
</sec>
<sec id="sec3">
<label>2</label>
<title>Climate change vulnerability in Africa</title>
<p>Africa remains one of the most climate-vulnerable regions globally, facing unique susceptibilities compared to more economically diversified areas. Its diverse landscapes and economies are frequently exposed to extreme weather events, and, unlike many other regions, Africa&#x2019;s heavy reliance on climate-sensitive sectors, particularly agriculture, renders it especially susceptible to adverse impacts. This vulnerability is further compounded by pervasive socio-economic challenges, limited infrastructural development, and constrained financial resources, all hindering effective adaptation. A comprehensive understanding of these distinctive climate risks is essential for developing targeted strategies that boost resilience and promote sustainable development amid escalating climate challenges.</p>
<sec id="sec4">
<label>2.1</label>
<title>Regional exposure and adaptive capacity</title>
<p>Across Africa, climate vulnerability is intensified by widespread dependence on rain-fed agriculture, which underpins the livelihoods of millions (<xref ref-type="bibr" rid="ref23">Ayodotun et al., 2019</xref>). In West Africa, projections indicate that rising temperatures, erratic rainfall, and recurrent droughts will increasingly subject communities to compound events, such as simultaneous heatwaves and heavy precipitation, that imperil food security and public health (<xref ref-type="bibr" rid="ref134">Quenum et al., 2021</xref>; <xref ref-type="bibr" rid="ref175">Weber et al., 2020</xref>). Similarly, countries across sub-Saharan Africa including Sudan, Niger, and Ethiopia are already experiencing dramatic shifts in precipitation and rising temperature anomalies that undermine agricultural productivity and strain water resources (<xref ref-type="bibr" rid="ref7">Adzawla et al., 2019</xref>; <xref ref-type="bibr" rid="ref157">Smith et al., 2023</xref>). These physical challenges are further exacerbated by socio-economic constraints such as persistent poverty, limited access to education, healthcare, technology, and an overreliance on subsistence farming (<xref ref-type="bibr" rid="ref19">Aryana et al., 2024</xref>; <xref ref-type="bibr" rid="ref32">Blennow and Persson, 2021</xref>). Institutional shortcomings, inadequate infrastructure, and insufficient investment in adaptive technologies, coupled with social issues like gender inequality and the marginalization of vulnerable groups, further hinder effective climate resilience, making urgent and systematic interventions essential (<xref ref-type="bibr" rid="ref73">Giarola et al., 2022</xref>; <xref ref-type="bibr" rid="ref31">Binuyo et al., 2022</xref>).</p>
<p>Annual fluctuations in precipitation and evolving temperature trends offer additional insight into Africa&#x2019;s escalating climate risks. Despite a broadly consistent precipitation cycle across the continent, significant interannual variability emerges, particularly in southern Africa, where declining mean annual rainfall and increased variability have led to drier conditions and elevated risk of extreme events (<xref ref-type="bibr" rid="ref143">Samuel et al., 2024</xref>; <xref ref-type="bibr" rid="ref68">Gaughan et al., 2015</xref>). Concurrently, a steady rise in annual mean temperatures over recent decades further stresses agriculture and water resources already challenged by erratic rainfall (<xref ref-type="bibr" rid="ref116">Neate-Clegg et al., 2021</xref>). Model simulations based on the CMIP6 framework project indicate that increasing temperature anomalies will worsen moisture deficits and heighten the frequency of extreme hydrometeorological events (<xref ref-type="bibr" rid="ref11">Almazroui et al., 2020</xref>). However, persistent uncertainties in observational reanalysis datasets, particularly regarding precipitation, underscore the need for ongoing refinement in both data collection and modeling techniques (<xref ref-type="bibr" rid="ref74">Gleixner et al., 2020</xref>). Collectively, these shifting climatic patterns necessitate adaptive strategies and integrated policy responses tailored to the unique vulnerabilities of Africa (<xref ref-type="bibr" rid="ref143">Samuel et al., 2024</xref>).</p>
</sec>
<sec id="sec5">
<label>2.2</label>
<title>Multi-hazard mapping of climate extremes</title>
<p>We built a 10&#x202F;km resolution vulnerability atlas of Africa for 2000&#x2013;2024 using Google Earth Engine. Daily MOPlDIS surface-temperature layers were transformed into heatwave-frequency rasters, and CHIRPS rainfall records were converted into drought- and flood-frequency images following thresholds defined by <xref ref-type="bibr" rid="ref60">Eze and Siegmund (2024)</xref>. Gaps in these time series were filled with ERA5 reanalysis to ensure temporal continuity, as outlined by <xref ref-type="bibr" rid="ref82">Heydari et al. (2024)</xref>. Each hazard layer was then normalized via min-max scaling to align disparate units and suppress extreme outliers before computing an equal-weighted composite index. The resulting country scores and high-resolution maps appear in <xref ref-type="fig" rid="fig1">Figure 1a</xref> and <xref rid="SM1" ref-type="supplementary-material">Supplementary Table S1</xref>, while subnational patterns are detailed in <xref ref-type="fig" rid="fig1">Figure 1b</xref>.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Vulnerability map across Africa based on climate extremes, <bold>(a)</bold> country-level, <bold>(b)</bold> sub-national level.</p>
</caption>
<graphic xlink:href="fclim-07-1619799-g001.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Two maps of Africa illustrating climate-related data. Map (a) shows aridity levels with a color gradient from yellow (low) to red (high). Map (b) depicts vegetation cover, from green (very low density) to red (very high density). Labels show country boundaries and names.</alt-text>
</graphic>
</fig>
<p>Country-level vulnerability indices range from 0.0 in Morocco, Algeria, Tunisia, Libya, and Egypt to a maximum of 1.92 in Sierra Leone, Liberia, C&#x00F4;te d&#x2019;Ivoire, Ghana, and Nigeria (<xref ref-type="fig" rid="fig1">Figure 1a</xref>). Central African Republic and select provinces of the Democratic Republic of the Congo also exceed 1.0, and Southern African nations like Angola, Zambia, Malawi, Zimbabwe, and Botswana populate the upper half of the vulnerability spectrum. <xref rid="SM1" ref-type="supplementary-material">Supplementary Table S1</xref> provides the full list of national scores, highlighting how West African and parts of Central and Southern Africa bear the heaviest cumulative risk, whereas North Africa remains comparatively sheltered.</p>
<p>Despite these national averages, <xref ref-type="fig" rid="fig1">Figure 1b</xref> exposes striking subnational disparities. In Sudan and Chad, several northern provinces record vulnerability values upward of 1.5, far outstripping their national means. Kenya&#x2019;s northern and coastal counties likewise surpass the country&#x2019;s aggregate index, and eastern districts in South Africa reveal vulnerability pockets hidden beneath its moderate national score. <xref ref-type="bibr" rid="ref101">Liverman (2024)</xref> attributes much of this spatial heterogeneity to geographic diversity, ranging from Sahelian heat extremes to equatorial flood regimes, while <xref ref-type="bibr" rid="ref48">Cutter et al. (2003)</xref> demonstrate how local topography and land cover can amplify or mitigate hazard exposure.</p>
<p>Underlying these physical drivers, socioeconomic and methodological factors further explain regional variation. Communities with limited infrastructure and governance capacity absorb shocks less effectively, as <xref ref-type="bibr" rid="ref35">Brooks et al. (2005)</xref> have shown, and <xref ref-type="bibr" rid="ref23">Ayodotun et al. (2019)</xref> document how poverty intensifies flood and drought impacts in West Africa. Assigning equal weights to all five hazards can obscure synergistic effects such as drought-driven wildfire amplification, a caveat raised by <xref ref-type="bibr" rid="ref90">Jurgilevich et al. (2017)</xref>. Moreover, uncertainties in climate-model projections and evolving socioeconomic trajectories necessitate flexible response frameworks (<xref ref-type="bibr" rid="ref154">Sherbinin et al., 2019</xref>). Incorporating local coping practices illustrated by river-basin resilience studies in Tanzania can refine vulnerability estimates and support tailored adaptation strategies (<xref ref-type="bibr" rid="ref103">Macharia et al., 2020</xref>).</p>
</sec>
<sec id="sec6">
<label>2.3</label>
<title>Hotspots and critical impact zones</title>
<p>Identifying the most affected climate change hotspots is key to designing focused interventions. The Sahel, which stretches as a semi-arid belt from Senegal to Chad, endures severe disruptions from prolonged dry spells and erratic rainfall, jeopardizing agriculture, water resources, and food security. This region is increasingly troubled by these climatic stresses (<xref ref-type="bibr" rid="ref54">Diffenbaugh and Giorgi, 2012</xref>), with tropical West Africa encompassing nations like Ghana, Nigeria, and C&#x00F4;te d&#x2019;Ivoire experiencing pronounced risks to both agriculture and biodiversity (<xref ref-type="bibr" rid="ref114">M&#x00FC;ller et al., 2014</xref>). The convergence of these physical hazards with socio-economic challenges such as widespread poverty and limited adaptive capacity underscores an urgent need for region-specific responses (<xref ref-type="bibr" rid="ref166">Turco et al., 2015</xref>; <xref ref-type="bibr" rid="ref62">Fan et al., 2021</xref>). Climate models further predict that rising temperatures and altered precipitation patterns may reduce yields of staple crops such as maize and sorghum by up to 20% by mid-century (<xref ref-type="bibr" rid="ref88">Jantz et al., 2015</xref>). Increased variability is also expected to drive more frequent extreme events, such as droughts and floods, which disrupt agricultural cycles and further compromise food security for communities already grappling with production uncertainties (<xref ref-type="bibr" rid="ref124">Omer et al., 2024</xref>; <xref ref-type="bibr" rid="ref150">Schroth et al., 2016</xref>). Such trends have broader implications, undermining rural economies, public health, and community resilience, thereby necessitating robust, integrated climate adaptation measures in these vulnerable zones (<xref ref-type="bibr" rid="ref30">Bezeng et al., 2017</xref>; <xref ref-type="bibr" rid="ref142">Salamanca et al., 2023</xref>).</p>
</sec>
</sec>
<sec id="sec7">
<label>3</label>
<title>Impacts of climate change on key sectors</title>
<p>Climate change is fundamentally altering Africa&#x2019;s critical sectors, with sweeping impacts on agriculture, water resources, public health, and overall socioeconomic stability. Rising temperatures, erratic precipitation, and an increase in extreme weather events are eroding food security, disrupting water management systems, and worsening health and economic vulnerabilities. By bringing together evidence from these diverse yet interconnected areas, this section highlights the urgent need for comprehensive adaptation strategies that address the complex challenges facing African communities. Such integrated approaches are essential for charting a path toward resilient and sustainable development.</p>
<sec id="sec8">
<label>3.1</label>
<title>Agriculture and food security</title>
<p>Climate variability is negatively affecting agricultural production across Africa, especially in sub-Saharan regions, West, East, Central, and Southern Africa, where subsistence farming predominates. Rising temperatures and shifting precipitation patterns have already reduced yields of staple crops such as millet and sorghum, with projections suggesting potential crop losses of around 8% under future scenarios (<xref ref-type="bibr" rid="ref161">Sultan et al., 2019</xref>). In West Africa, prolonged droughts and an increased frequency of extreme weather events disrupt planting and harvesting cycles, while excessive rainfall and long dry spells further trigger widespread crop failures and shrink the area suitable for farming (<xref ref-type="bibr" rid="ref2">Aboua, 2020</xref>; <xref ref-type="bibr" rid="ref160">Sultan et al., 2023</xref>).</p>
<p>In response to these escalating challenges, smallholder farmers are increasingly embracing a variety of adaptive strategies. Many are diversifying their crop portfolios by introducing drought-resistant and climate-resilient varieties capable of withstanding temperature extremes and unpredictable rainfall (<xref ref-type="bibr" rid="ref172">Waha et al., 2018</xref>; <xref ref-type="bibr" rid="ref26">Baya et al., 2019</xref>). Practices such as conservation agriculture and agroforestry are gaining momentum as effective approaches to sustain soil health and bolster resilience against climate variability (<xref ref-type="bibr" rid="ref162">Tarchiani et al., 2018</xref>). Enhanced access to agrometeorological services also enables farmers to better synchronize their planting and harvesting schedules with reliable weather forecasts, while educational initiatives continue to empower them to implement these adaptive practices more effectively (<xref ref-type="bibr" rid="ref106">Mechiche-Alami and Abdi, 2020</xref>; <xref ref-type="bibr" rid="ref170">Umetsu and Miura, 2023</xref>).</p>
<p>The repercussions of these climate-induced disruptions extend beyond reduced crop yields to directly threaten food security across sub-Saharan Africa. As yields become increasingly volatile, agriculture-dependent households face higher risks of food shortages, and declining outputs drive food prices upward, exacerbating the hardships of impoverished families (<xref ref-type="bibr" rid="ref53">Deryng et al., 2011</xref>; <xref ref-type="bibr" rid="ref128">Parkes et al., 2015</xref>). Moreover, the interplay between climate change and demographic pressures may further intensify migration as communities seek improved living conditions (<xref ref-type="bibr" rid="ref52">Defrance et al., 2020</xref>). Thus, addressing the impacts of climate change on agriculture is vital not only for sustaining production levels but also for ensuring stable and accessible food systems. Facilitating the adoption of effective adaptation measures among smallholder farmers is key to safeguarding food security and enhancing overall resilience in a changing climate (<xref ref-type="bibr" rid="ref123">Olabanji et al., 2020</xref>).</p>
</sec>
<sec id="sec9">
<label>3.2</label>
<title>Water resources</title>
<p>Many African communities have long drawn on indigenous knowledge to manage water scarcity and optimize water use. Traditional practices, such as rainwater harvesting for seasonal capture, constructing small reservoirs, designing pervious surfaces to promote groundwater recharge, and building contour bunds to reduce runoff, demonstrate a profound understanding of local hydrology deeply connected to ecological rhythms and cultural calendars (<xref ref-type="bibr" rid="ref109">Mganga et al., 2021</xref>; <xref ref-type="bibr" rid="ref105">McNally et al., 2019</xref>). These time-honored methods have enabled communities to effectively adapt to shifting climate conditions and maintain sustainable water supplies in the absence of formal management systems.</p>
<p>However, despite the clear benefits of these indigenous approaches, modern policy frameworks often prioritize technical solutions over local expertise (<xref ref-type="bibr" rid="ref174">Wallace and Gregory, 2002</xref>). Integrating indigenous wisdom with contemporary scientific methods can enhance adaptive capacity and lead to more efficient water use, as evidenced by studies showing higher resilience to climate variability when traditional practices are employed (<xref ref-type="bibr" rid="ref49">Das et al., 2015</xref>; <xref ref-type="bibr" rid="ref63">Ferrand and Cecunjanin, 2014</xref>). Numerous examples illustrate the effectiveness of these strategies: the Akwamu community in Ghana employs religious norms and ancestral conservation techniques to preserve water bodies (<xref ref-type="bibr" rid="ref127">Osei, 2023</xref>), while in South Africa, practices like rainwater harvesting, terracing, and wetland management mitigate water scarcity amid erratic rainfall patterns (<xref ref-type="bibr" rid="ref141">Sahani et al., 2025</xref>). Similarly, Zimbabwe&#x2019;s Ndau community blends cultural rituals with environmental wisdom (<xref ref-type="bibr" rid="ref165">Tenson and Richard, 2014</xref>), and local governance in Northern Namibia draws on historical practices to facilitate resource distribution and build resilience (<xref ref-type="bibr" rid="ref83">Hossain and Helao, 2008</xref>).</p>
<p>In response to escalating climate challenges, governments and non-governmental organizations across Africa are adopting a range of adaptation strategies within the water sector. Efforts include modernizing infrastructure, implementing water-saving technologies such as drip irrigation (<xref ref-type="bibr" rid="ref6">Adonadaga et al., 2022</xref>), and establishing transboundary management frameworks to encourage regional collaboration (<xref ref-type="bibr" rid="ref138">Rankoana, 2020</xref>). Concurrently, rising populations and rapid urbanization, projected to increase urbanization from about 40% to over 60% by 2050 and urban water demand by 50&#x2013;80% over the next three decades, are further stressing freshwater supplies (<xref ref-type="bibr" rid="ref146">Santos et al., 2017</xref>; <xref ref-type="bibr" rid="ref81">He et al., 2021</xref>; <xref ref-type="bibr" rid="ref33">Bojer, 2025</xref>). Additionally, climate variability decreases per capita water availability as resources are increasingly diverted to meet domestic, agricultural, and industrial needs, while intensified anthropogenic activities degrade water quality and burden treatment and supply systems (<xref ref-type="bibr" rid="ref70">Gebrehiwot and Gebrewahid, 2016</xref>; <xref ref-type="bibr" rid="ref80">Hasan et al., 2019</xref>). In this context, innovative adaptation strategies that blend traditional knowledge with modern technologies are essential for achieving sustainable water management and bolstering climate resilience (<xref ref-type="bibr" rid="ref118">Nhamo et al., 2018</xref>). <xref ref-type="table" rid="tab1">Table 1</xref> offers an overview of how climate extremes affect various regions of Africa, providing detailed regional insight that enables stakeholders to develop targeted adaptation strategies to address each area&#x2019;s unique vulnerabilities and build greater resilience.</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Climate extremes&#x2019; impact on African regions.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Region</th>
<th align="left" valign="top">Climate extreme</th>
<th align="left" valign="top">Impact</th>
<th align="left" valign="top">Reference citations</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Sahel</td>
<td align="left" valign="top">Droughts</td>
<td align="left" valign="top">Severe water scarcity, reduced agricultural productivity, food insecurity, and increased resource conflicts.</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref177">Wright et al. (2024)</xref>, <xref ref-type="bibr" rid="ref24">Badolo (2024)</xref></td>
</tr>
<tr>
<td align="left" valign="top">West Africa</td>
<td align="left" valign="top">Floods</td>
<td align="left" valign="top">Displacement of communities, destruction of infrastructure, and increased incidence of waterborne diseases.</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref177">Wright et al. (2024)</xref>, <xref ref-type="bibr" rid="ref119">Nigatu et al. (2014)</xref></td>
</tr>
<tr>
<td align="left" valign="top">East Africa</td>
<td align="left" valign="top">Droughts and Floods</td>
<td align="left" valign="top">Crop failures, livestock mortality, food and water shortages, displacement of communities.</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref113">Mthembu and Zwane (2017)</xref>, <xref ref-type="bibr" rid="ref86">Hummel et al. (2018)</xref></td>
</tr>
<tr>
<td align="left" valign="top">Southern Africa</td>
<td align="left" valign="top">Heatwaves</td>
<td align="left" valign="top">Heat-related illnesses, reduced crop yields, increased energy demand for cooling, and wildfires.</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref45">Clarke and Berry (2012)</xref>, <xref ref-type="bibr" rid="ref86">Hummel et al. (2018)</xref></td>
</tr>
<tr>
<td align="left" valign="top">Central Africa</td>
<td align="left" valign="top">Heavy Rainfall</td>
<td align="left" valign="top">Landslides, soil erosion, disruption of transportation networks, and flooding of urban areas.</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref130">Perez et al. (2022)</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">North Africa</td>
<td align="left" valign="top">Droughts</td>
<td align="left" valign="top">Water scarcity, desertification, reduced agricultural productivity, and migration.</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref16">Antwi-Agyei et al. (2017)</xref>, <xref ref-type="bibr" rid="ref55">Ebi and Barrio (2017)</xref></td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec10">
<label>3.3</label>
<title>Health and socioeconomic impacts</title>
<p>Climate change is significantly compromising both public health and socioeconomic stability in Africa. Increased temperatures, altered precipitation patterns, and more frequent extreme weather events are intensifying health risks and disrupting livelihoods. This section examines the interdependent nature of these challenges, revealing how deteriorating health outcomes and economic instability mutually reinforce each other. It underscores the urgent need for integrated adaptation strategies to foster resilient communities across the continent.</p>
<sec id="sec11">
<label>3.3.1</label>
<title>Assessment of health vulnerabilities</title>
<p>Environmental shifts driven by climate change elevate public health risks by intensifying exposures in climate-stressed regions. Increasing temperatures, irregular precipitation, and recurrent extreme events contribute to a range of ailments, from heat-related illnesses and respiratory conditions to the accelerated spread of infectious diseases (<xref ref-type="bibr" rid="ref28">Berry et al., 2018</xref>). Moreover, shifts in climatic zones are expanding the prevalence of vector-borne illnesses such as malaria and dengue fever, exposing populations that were previously at lower risk (<xref ref-type="bibr" rid="ref122">Obradovich et al., 2017</xref>). Extreme weather events also precipitate mental health challenges, with affected individuals experiencing greater levels of anxiety and depression. Incorporating these diverse risk factors into public health assessments is crucial for directing effective adaptation strategies (<xref ref-type="bibr" rid="ref36">Buse, 2018</xref>).</p>
<p>In Africa, the impact of climatic stressors on health is particularly pronounced. Vulnerable communities, especially internally displaced persons and refugees, face heightened mental health challenges, as evidenced by studies in regions like Somalia and Tanzania that report increased trauma and anxiety linked to forced migration (<xref ref-type="bibr" rid="ref159">Stilita and Charlson, 2024</xref>; <xref ref-type="bibr" rid="ref144">Sanni et al., 2022</xref>). Additionally, extreme events such as flooding not only lead to immediate physical injuries but also accelerate the spread of waterborne diseases, intensifying overall health risks. The World Health Organization has identified climate change as a major threat, with children, the elderly, and those with pre-existing conditions being especially susceptible (<xref ref-type="bibr" rid="ref119">Nigatu et al., 2014</xref>).</p>
<p>Beyond direct health impacts, climate-induced stress on healthcare systems compromises access to quality care and contributes to higher morbidity and mortality rates related to climate-sensitive conditions (<xref ref-type="bibr" rid="ref39">Cardwell and Elliott, 2013</xref>). It is essential to integrate localized health vulnerability insights into public health planning and response initiatives to build resilient systems (<xref ref-type="bibr" rid="ref43">Cheng and Berry, 2013</xref>). Enhancing awareness and implementing targeted training for health professionals can help synchronize healthcare responses with adaptive strategies, bridging critical knowledge gaps (<xref ref-type="bibr" rid="ref28">Berry et al., 2018</xref>; <xref ref-type="bibr" rid="ref15">Andersen et al., 2021</xref>). <xref ref-type="table" rid="tab2">Table 2</xref> summarizes both the direct and indirect impacts of these climatic changes on African populations, providing a basis for developing informed and robust public health strategies.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>Health impacts due to climate change in Africa.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Health impact</th>
<th align="left" valign="top">Contributing climate factors</th>
<th align="left" valign="top">Examples and observations</th>
<th align="left" valign="top">Reference citations</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Heat-related illnesses</td>
<td align="left" valign="top">Rising temperatures, heatwaves</td>
<td align="left" valign="top">Increased incidence of heat stress, heat exhaustion, and heat stroke among vulnerable populations.</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref28">Berry et al. (2018)</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">Respiratory conditions</td>
<td align="left" valign="top">Altered precipitation patterns, increased air pollution</td>
<td align="left" valign="top">Worsening of asthma and other respiratory diseases due to higher pollution levels and pollen distribution changes.</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref45">Clarke and Berry (2012)</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">Vector-borne diseases</td>
<td align="left" valign="top">Shifting climatic zones, increased humidity</td>
<td align="left" valign="top">Expanded range and transmission of diseases like malaria and dengue fever to previously unaffected areas.</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref122">Obradovich et al. (2017)</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">Mental health issues</td>
<td align="left" valign="top">Extreme weather events, displacement</td>
<td align="left" valign="top">Higher rates of anxiety, depression, and trauma among individuals exposed to climate-related disasters.</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref159">Stilita and Charlson (2024)</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">Waterborne diseases</td>
<td align="left" valign="top">Flooding, contaminated water sources</td>
<td align="left" valign="top">Increased incidence of cholera, typhoid, and other waterborne diseases following flooding and water contamination.</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref119">Nigatu et al. (2014)</xref>, <xref ref-type="bibr" rid="ref130">Perez et al. (2022)</xref></td>
</tr>
<tr>
<td align="left" valign="top">Nutritional deficiencies</td>
<td align="left" valign="top">Declining agricultural productivity, food insecurity</td>
<td align="left" valign="top">Malnutrition and stunting are due to reduced crop yields and food shortages.</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref55">Ebi and Barrio (2017)</xref>, <xref ref-type="bibr" rid="ref86">Hummel et al. (2018)</xref></td>
</tr>
<tr>
<td align="left" valign="top">Non-communicable diseases</td>
<td align="left" valign="top">Rising temperatures, altered lifestyle factors</td>
<td align="left" valign="top">Higher prevalence of conditions such as cardiovascular diseases is linked to heat stress and changes in physical activity.</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref39">Cardwell and Elliott (2013)</xref>
</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec12">
<label>3.3.2</label>
<title>Broader socioeconomic consequences</title>
<p>Climate change triggers wide-ranging socioeconomic impacts that affect nearly every facet of life. Unstable climatic conditions diminish agricultural productivity, thereby compromising food security and contributing to malnutrition and health disparities among vulnerable populations (<xref ref-type="bibr" rid="ref55">Ebi and Barrio, 2017</xref>). In addition, the economic fallout, including increased healthcare costs, reduced productivity, and disrupted livelihoods, intensifies existing inequalities and deepens poverty. These conditions often spur climate-induced migration, as people abandon increasingly uninhabitable areas and place additional pressure on host communities (<xref ref-type="bibr" rid="ref56">Eckelman and Sherman, 2016</xref>; <xref ref-type="bibr" rid="ref99">Krasna et al., 2020</xref>).</p>
<p>In Africa, these repercussions are particularly severe. Low-income communities that depend on climate-sensitive sectors suffer notable declines in crop production, as rising temperatures and altered precipitation patterns reduce yields; for example, drought stress is expected to diminish common bean yields in southern Africa, impacting both the available growing area and the nutritional quality of produce (<xref ref-type="bibr" rid="ref86">Hummel et al., 2018</xref>). Reduced agricultural output drives food prices higher, which increases the risk of malnutrition among populations already burdened by economic hardship (<xref ref-type="bibr" rid="ref96">Kirchhoff and Watson, 2019</xref>). Meanwhile, disruptions in water resources hinder agricultural irrigation and domestic supply, elevating the spread of waterborne diseases and further straining public health systems (<xref ref-type="bibr" rid="ref44">Chersich and Wright, 2019</xref>; <xref ref-type="bibr" rid="ref130">Perez et al., 2022</xref>).</p>
<p>Socioeconomic disparities further compound these challenges. Marginalized groups, particularly women and individuals with lower incomes, often lack the means to adapt effectively, while governance structures tasked with implementing adaptation measures are hampered by inadequate infrastructure, limited funding, and low political commitment (<xref ref-type="bibr" rid="ref59">England et al., 2018</xref>; <xref ref-type="bibr" rid="ref135">Quintana et al., 2024</xref>). Rapid urban expansion also challenges access to safe drinking water, intensifying the adverse effects of climate change in many regions (<xref ref-type="bibr" rid="ref179">Zvobgo et al., 2022</xref>). Addressing these complex issues requires a cross-sectoral approach that weaves climate adaptation strategies into disaster risk reduction, food security, and public health policies, along with robust community engagement to ensure context-specific responses (<xref ref-type="bibr" rid="ref66">Ford et al., 2014</xref>; <xref ref-type="bibr" rid="ref58">Ekstrom et al., 2017</xref>). <xref ref-type="table" rid="tab3">Table 3</xref> summarizes the broader socioeconomic consequences of climate change across various African regions, providing essential insights for developing targeted strategies to mitigate adverse impacts on vulnerable communities.</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>Broader socioeconomic consequences of climate change on African regions.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Region</th>
<th align="left" valign="top">Socioeconomic consequence</th>
<th align="left" valign="top">Description</th>
<th align="left" valign="top">Reference citations</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Sahel</td>
<td align="left" valign="top">Declining agricultural productivity</td>
<td align="left" valign="top">Reduced crop yields and livestock productivity due to prolonged droughts, leading to food insecurity.</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref86">Hummel et al. (2018)</xref>, <xref ref-type="bibr" rid="ref55">Ebi and Barrio (2017)</xref></td>
</tr>
<tr>
<td align="left" valign="top">West Africa</td>
<td align="left" valign="top">Migration and displacement</td>
<td align="left" valign="top">Increased migration and displacement of populations due to flooding and loss of arable land.</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref99">Krasna et al. (2020)</xref>, <xref ref-type="bibr" rid="ref177">Wright et al. (2024)</xref></td>
</tr>
<tr>
<td align="left" valign="top">East Africa</td>
<td align="left" valign="top">Economic losses</td>
<td align="left" valign="top">Economic losses from damaged infrastructure and reduced tourism due to extreme weather events.</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref24">Badolo (2024)</xref>, <xref ref-type="bibr" rid="ref130">Perez et al. (2022)</xref></td>
</tr>
<tr>
<td align="left" valign="top">Southern Africa</td>
<td align="left" valign="top">Health impacts</td>
<td align="left" valign="top">Higher incidence of waterborne diseases and malnutrition due to disrupted water resources and food supply.</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref119">Nigatu et al. (2014)</xref>, <xref ref-type="bibr" rid="ref130">Perez et al. (2022)</xref></td>
</tr>
<tr>
<td align="left" valign="top">Central Africa</td>
<td align="left" valign="top">Social strain and conflicts</td>
<td align="left" valign="top">Increased social strain and conflicts over diminishing natural resources such as water and arable land.</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref55">Ebi and Barrio (2017)</xref>, <xref ref-type="bibr" rid="ref44">Chersich and Wright (2019)</xref></td>
</tr>
<tr>
<td align="left" valign="top">North Africa</td>
<td align="left" valign="top">Water scarcity</td>
<td align="left" valign="top">Severe water scarcity is affecting agriculture, domestic use, and industrial activities.</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref16">Antwi-Agyei et al. (2017)</xref>, <xref ref-type="bibr" rid="ref179">Zvobgo et al. (2022)</xref></td>
</tr>
<tr>
<td align="left" valign="top">Sub-Saharan Africa</td>
<td align="left" valign="top">Poverty and inequality</td>
<td align="left" valign="top">Exacerbation of poverty and inequality due to economic disruptions and loss of livelihoods.</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref56">Eckelman and Sherman (2016)</xref>, <xref ref-type="bibr" rid="ref86">Hummel et al. (2018)</xref></td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
</sec>
<sec id="sec13">
<label>4</label>
<title>Strategies for enhancing climate resilience</title>
<p>Addressing the multifaceted challenges of climate change demands holistic strategies that reinforce resilience across diverse sectors. This section examines an array of innovative adaptation approaches that blend indigenous wisdom, modern agricultural methods, and forward-thinking policy frameworks. By combining time-honored traditional practices with state-of-the-art technology and fostering active community participation, these strategies aim to build robust systems capable of withstanding climate-related adversities while promoting sustainable development throughout Africa.</p>
<sec id="sec14">
<label>4.1</label>
<title>Leveraging indigenous knowledge and community approaches</title>
<p><xref ref-type="fig" rid="fig2">Figure 2</xref> exemplifies the power of merging indigenous insights with climate-smart agricultural strategies to enhance community resilience while preserving cultural heritage. By integrating time-tested local methods with modern innovations, communities are empowered to more effectively mitigate and adapt to the impacts of climate change. This visual representation highlights key examples of both traditional and advanced practices, demonstrating how their complementary roles contribute to the development of sustainable, adaptive agricultural systems.</p>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Indigenous knowledge and climate-smart practices.</p>
</caption>
<graphic xlink:href="fclim-07-1619799-g002.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Venn diagram illustrating the integration of indigenous knowledge and climate-smart practices. Indigenous knowledge includes traditional practices like rainwater harvesting and community governance systems. Climate-smart practices involve modern agricultural techniques and innovative solutions like agroforestry. The overlap highlights combining strategies such as using resilient seed varieties and integrating crop diversification.</alt-text>
</graphic>
</fig>
<sec id="sec15">
<label>4.1.1</label>
<title>Role of indigenous knowledge in climate adaptation</title>
<p>Indigenous knowledge is a vital component of climate adaptation strategies, particularly in Africa, where local communities have developed profound interactions with their natural environments. For example, <xref ref-type="bibr" rid="ref57">Egah et al. (2023)</xref> emphasize that indigenous knowledge systems enable communities to predict climate events effectively, thereby enhancing food security in agro-pastoral households. Traditional methods, such as rainwater harvesting, crop diversification, and the cultivation of drought-resistant indigenous species, have long been employed to manage water scarcity and support food security (<xref ref-type="bibr" rid="ref40">Chanza and Musakwa, 2022</xref>). Furthermore, practices like agroecological techniques and the selective breeding of locally adapted crops highlight how context-specific adaptive strategies are developed to endure shifting climatic conditions (<xref ref-type="bibr" rid="ref57">Egah et al., 2023</xref>). Such insights are crucial for anticipating and mitigating the adverse impacts of climate extremes, which increasingly threaten agricultural productivity in many regions.</p>
<p>Blending these time-tested practices with innovative scientific approaches not only reinforces the resilience of agricultural systems but also promotes local ownership of adaptation initiatives (<xref ref-type="bibr" rid="ref117">Nesterova, 2020</xref>). Valuing indigenous knowledge, shaped by centuries of interaction with the local environment, ensures that adaptation measures are culturally relevant and effectively counter contemporary climate stresses (<xref ref-type="bibr" rid="ref3">Acharibasam, 2022</xref>). Indigenous communities continually refine their agricultural techniques by closely monitoring environmental changes, thus actively managing climate risks (<xref ref-type="bibr" rid="ref50">Datta, 2024</xref>). When combined with scientific research, these local insights lead to holistic strategies that empower communities to respond proactively to climate change, preserve cultural heritage, and strengthen social cohesion. Such integrative approaches ultimately enhance environmental stewardship, foster healthier ecosystems, and build more resilient food systems, contributing to broader climate resilience (<xref ref-type="bibr" rid="ref136">Rahman and Alam, 2016</xref>; <xref ref-type="bibr" rid="ref156">Smith, 2018</xref>; <xref ref-type="bibr" rid="ref65">Fillmore and Singletary, 2021</xref>).</p>
</sec>
<sec id="sec16">
<label>4.1.2</label>
<title>Case studies of community-based adaptation initiatives</title>
<p>Across Africa, numerous initiatives illustrate how blending indigenous knowledge with community-based adaptation measures can significantly boost resilience. In Kenya, for example, farmers have reintroduced traditional crop varieties that are naturally attuned to local climatic conditions, thereby enhancing food security and fostering sustainable agricultural practices (<xref ref-type="bibr" rid="ref98">Korovulavula et al., 2019</xref>). Similarly, communities in southern Ethiopia have revived time-honored water management systems to effectively cope with drought, ensuring a reliable water supply for both agricultural and domestic needs (<xref ref-type="bibr" rid="ref9">Agholor et al., 2023</xref>). These locally driven adaptations not only reinforce resilience but also strengthen community cohesion through empowered, decentralized decision-making.</p>
<p>Educational programs and participatory workshops further amplify these efforts by enabling communities to share experiences and collectively refine adaptive strategies. In rural Ghana, interactive workshops have provided a platform for farmers to exchange insights and develop adaptation measures that align traditional practices with evolving climate realities (<xref ref-type="bibr" rid="ref138">Rankoana, 2020</xref>). Such initiatives underscore the importance of incorporating cultural values and indigenous knowledge into official adaptation plans, resulting in solutions that are both contextually relevant and sustainable (<xref ref-type="bibr" rid="ref140">Rivero-Romero et al., 2016</xref>). An inclusive approach that values traditional practices has proven instrumental in fortifying community resilience against climate change (<xref ref-type="bibr" rid="ref151">Scotti et al., 2023</xref>; <xref ref-type="bibr" rid="ref91">Kamakaula, 2024</xref>).</p>
<p>Additional research further highlights the pivotal role of indigenous knowledge in climate adaptation. In North Benin, studies have shown that traditional forecasting methods are crucial for predicting climate events and safeguarding food security for agro-pastoral households (<xref ref-type="bibr" rid="ref57">Egah et al., 2023</xref>). Likewise, Afar pastoralists in northeastern Ethiopia rely on ancestral weather forecasting techniques to inform critical decisions on livestock management and resource allocation amid climate variability (<xref ref-type="bibr" rid="ref25">Balehegn et al., 2019</xref>). <xref ref-type="table" rid="tab4">Table 4</xref> presents a comprehensive overview of these case studies from diverse African regions, offering valuable insights into how indigenous knowledge and modern scientific methods can be integrated to craft scalable, resilient adaptation strategies.</p>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption>
<p>Community-based adaptation initiatives in Africa.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Region</th>
<th align="left" valign="top">Adaptation initiative</th>
<th align="left" valign="top">Key strategies</th>
<th align="left" valign="top">Observed outcomes</th>
<th align="left" valign="top">Reference citations</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Kenya</td>
<td align="left" valign="top">Use of indigenous crop varieties</td>
<td align="left" valign="top">Reverting to traditional seeds resilient to local climate conditions.</td>
<td align="left" valign="top">Improved food security and sustainability.</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref98">Korovulavula et al. (2019)</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">Southern Ethiopia</td>
<td align="left" valign="top">Traditional water resource management</td>
<td align="left" valign="top">Establishing systems for managing water resources during droughts.</td>
<td align="left" valign="top">Ensured water availability for agricultural and domestic use.</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref9">Agholor et al. (2023)</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">Rural Ghana</td>
<td align="left" valign="top">Participatory workshops for climate adaptation</td>
<td align="left" valign="top">Empowering farmers through knowledge sharing and collective adaptive strategies.</td>
<td align="left" valign="top">Improved agricultural practices align with the changing climate.</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref138">Rankoana (2020)</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">North Benin</td>
<td align="left" valign="top">Indigenous knowledge for climate prediction</td>
<td align="left" valign="top">Using traditional knowledge to predict climate events and safeguard food security.</td>
<td align="left" valign="top">Enhanced decision-making and resource management.</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref57">Egah et al. (2023)</xref>
</td>
</tr>
<tr>
<td align="left" valign="top">Northeastern Ethiopia</td>
<td align="left" valign="top">Indigenous weather forecasting by Afar Pastoralists</td>
<td align="left" valign="top">Utilizing traditional weather forecasting for informed decisions on livestock management.</td>
<td align="left" valign="top">Better preparedness and resilience to climate variability.</td>
<td align="left" valign="top">
<xref ref-type="bibr" rid="ref25">Balehegn et al. (2019)</xref>
</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="sec17">
<label>4.2</label>
<title>Adoption of climate-smart agriculture</title>
<p>In the face of escalating climate challenges, the agricultural sector is increasingly turning to climate-smart agriculture (CSA) as a crucial strategy for promoting both sustainable productivity and resilience. CSA represents an integrated framework that fuses advanced technological innovations with longstanding indigenous practices and community-led initiatives, enhancing resource management, boosting crop yields, and mitigating greenhouse gas emissions. By combining cutting-edge techniques with local wisdom, CSA offers a comprehensive solution that equips smallholder farmers to effectively adapt to climate variability while securing long-term food security. In this section, we examine the core practices, technological developments, and integrative methodologies that are driving the successful adoption of climate-smart agriculture across Africa.</p>
<sec id="sec18">
<label>4.2.1</label>
<title>Overview of climate-smart practices and technologies</title>
<p>Climate-smart agriculture (CSA) is a holistic framework intended to boost productivity, enhance climate resilience, and reduce greenhouse gas emissions (<xref ref-type="bibr" rid="ref149">Scherer and Verburg, 2017</xref>). It merges a range of practices and technologies specifically tailored to local environmental, agricultural, and socio-economic conditions. For example, CSA often incorporates drought-resistant crop varieties, agroforestry, crop rotation, conservation tillage, and advanced irrigation systems such as drip and sprinkler technologies (<xref ref-type="bibr" rid="ref18">Anuga et al., 2022</xref>; <xref ref-type="bibr" rid="ref115">Nandini et al., 2023</xref>). These methods optimize resource use, improve soil quality, and facilitate carbon sequestration, thereby supporting sustainable land management.</p>
<p>In Africa, CSA has become essential for smallholder farmers, who form the backbone of the agricultural sector, as it helps manage climate impacts while increasing productivity and ensuring food security (<xref ref-type="bibr" rid="ref94">Khoza et al., 2021</xref>; <xref ref-type="bibr" rid="ref78">Gugissa et al., 2022</xref>). By emphasizing improved soil management, diversified crop production, and resilient seed varieties, farmers are better equipped to endure climate stress. Nonetheless, the widespread adoption of CSA faces challenges, with limited access to resources, technological expertise, and financial support remaining significant obstacles that require coordinated responses from governments, NGOs, and local communities (<xref ref-type="bibr" rid="ref46">Clay and Zimmerer, 2020</xref>).</p>
<p>Moreover, noteworthy CSA innovations include organic farming practices that reduce the reliance on synthetic fertilizers and pesticides, thus mitigating the environmental footprint of agriculture (<xref ref-type="bibr" rid="ref145">Sanogo et al., 2017</xref>). Techniques such as rainwater harvesting and precision agriculture utilize data to minimize waste and maximize yields under variable climatic conditions. The integration of these advanced strategies with traditional practices supports sustained agricultural output, lowers farming systems&#x2019; vulnerability to climate variability, and ultimately enhances food security and the livelihoods of smallholder farmers (<xref ref-type="bibr" rid="ref64">Fiawoo et al., 2024</xref>).</p>
</sec>
<sec id="sec19">
<label>4.2.2</label>
<title>Integrative approaches to improve productivity and sustainability</title>
<p>Enhancing agricultural productivity and sustainability requires a cohesive strategy that combines technological innovations, traditional knowledge, and active community engagement (<xref ref-type="bibr" rid="ref163">Teklewold et al., 2018</xref>). By fostering participatory research methods and implementing educational initiatives, farmers are enabled to tailor CSA practices to their specific local conditions, thereby boosting acceptance and effective implementation (<xref ref-type="bibr" rid="ref110">Mirzabaev, 2017</xref>). Critical to this process is the role of local leadership and the willingness of farmers to adopt practices that align with their cultural values and longstanding agricultural traditions (<xref ref-type="bibr" rid="ref145">Sanogo et al., 2017</xref>).</p>
<p>Creating synergies among agricultural policies, climate resilience strategies, and economic incentives is equally vital. Programs that offer improved access to credit, sophisticated training, and practical resources for climate-smart technologies can drive broader adoption of these systems (<xref ref-type="bibr" rid="ref12">Amare and Gacheno, 2021</xref>). Additionally, collaboration among government entities, NGOs, and local communities fosters a holistic approach to resilient agricultural development by integrating diverse perspectives and expertise to address climate change challenges (<xref ref-type="bibr" rid="ref120">Nkonya et al., 2017</xref>). For example, agroecological practices, integrating modern techniques with traditional methods, have been shown to enhance biodiversity, improve water retention, and boost soil fertility, all of which are essential to sustaining robust food systems (<xref ref-type="bibr" rid="ref95">Kifle et al., 2020</xref>). As the impacts of climate change become more severe, embedding these integrative approaches within CSA is key to building agricultural systems that are resilient and capable of withstanding future climatic challenges.</p>
</sec>
</sec>
<sec id="sec20">
<label>4.3</label>
<title>Policy and governance frameworks</title>
<p>Building climate resilience in Africa calls for strong adaptation policies supported by effective local governance and participatory mechanisms. By basing policies on local conditions and engaging stakeholders throughout the adaptation process, governments can foster environments that support sustainable development and robust risk management.</p>
<sec id="sec21">
<label>4.3.1</label>
<title>Need for robust climate change adaptation policies</title>
<p>Addressing Africa&#x2019;s escalating climate challenges requires strong adaptation policies that provide a clear framework for governments at every level, national, regional, and local, to design and implement strategies that respond to their communities&#x2019; unique needs (<xref ref-type="bibr" rid="ref44">Chersich and Wright, 2019</xref>). Grounded in scientific research and adapted to local realities, these policies ensure that measures are both practical and context-specific. For instance, South Africa&#x2019;s National Climate Change Response Policy, which effectively integrates climate health considerations into local government plans, serves as an inspiring model for other nations (<xref ref-type="bibr" rid="ref135">Quintana et al., 2024</xref>). Furthermore, aligning adaptation policies with existing sectoral strategies in areas such as agriculture, water, and health, as well as ensuring that local governments possess the necessary capacity to execute these plans, is critical to their overall success (<xref ref-type="bibr" rid="ref16">Antwi-Agyei et al., 2017</xref>).</p>
<p>To be truly effective, adaptation policies must also prioritize inclusiveness by actively engaging marginalized and vulnerable communities in the decision-making process (<xref ref-type="bibr" rid="ref137">Ranabhat et al., 2018</xref>). Climate governance frameworks that emphasize transparency, accountability, and collaboration among diverse stakeholders are essential for fostering sustainable practices and building robust community resilience (<xref ref-type="bibr" rid="ref44">Chersich and Wright, 2019</xref>). Ultimately, well-crafted and comprehensive climate adaptation policies empower governments to proactively mitigate climate impacts, enabling communities to not only survive but thrive in the face of environmental challenges.</p>
</sec>
<sec id="sec22">
<label>4.3.2</label>
<title>Mechanisms for effective local governance and stakeholder participation</title>
<p>Effective climate adaptation relies on strong local governance paired with active stakeholder participation. Local governments, which possess an intimate understanding of community vulnerabilities, are crucial for transforming climate policies into actionable measures (<xref ref-type="bibr" rid="ref129">Pasquini et al., 2014</xref>). Establishing multi-stakeholder platforms that bring together government representatives, community leaders, NGOs, and citizens fosters ongoing dialogue and ensures that adaptation initiatives are finely tuned to local conditions and diverse perspectives (<xref ref-type="bibr" rid="ref168">Twinomuhangi et al., 2019</xref>).</p>
<p>Enhancing the capacity of local authorities through proper resource allocation and targeted capacity building is equally important for the success of adaptation measures. Equipping decision-makers with data-driven insights, supported by accurate climate information and forecasting, greatly improves their ability to respond proactively (<xref ref-type="bibr" rid="ref84">Huh et al., 2017</xref>). Additionally, integrating indigenous knowledge into formal governance structures enhances local responsiveness and adaptability (<xref ref-type="bibr" rid="ref47">Crane et al., 2011</xref>). Maintaining robust communication channels between governments and communities is vital for shared understanding of climate risks and the appropriate adaptation measures. Public awareness campaigns that underline climate impacts and adaptive strategies help foster community engagement and cultivate a sense of ownership over adaptation efforts (<xref ref-type="bibr" rid="ref79">Harris and Howe, 2023</xref>). When stakeholders are well-informed, trained, and actively involved in both planning and implementation, communities build the agency necessary to enhance their resilience against climate change challenges (<xref ref-type="bibr" rid="ref135">Quintana et al., 2024</xref>).</p>
</sec>
</sec>
</sec>
<sec id="sec23">
<label>5</label>
<title>Future directions in building Africa&#x2019;s climate resilience</title>
<p>As Africa grapples with mounting climate impacts, it is imperative to devise forward-thinking strategies that not only address today&#x2019;s challenges but also establish the foundation for long-term resilience and sustainability. This section outlines future directions designed to strengthen climate adaptive capacity throughout the continent. By enhancing existing adaptation frameworks, filling crucial knowledge gaps, and prioritizing strategic investments, African nations can better anticipate and manage the complex spectrum of climate challenges ahead. Moving forward, collaborative efforts, innovative approaches, and robust policy development will be key to building a resilient and sustainable future for all communities across Africa.</p>
<sec id="sec24">
<label>5.1</label>
<title>Building on existing frameworks for climate resilience</title>
<p>As climate change impacts in Africa intensify, it is imperative to strengthen and refine existing resilience frameworks to support effective adaptation strategies. A key initiative in this effort is the African Climate Resilience Acceleration (ACRA) roadmap, which serves as an essential decision-support tool for policymakers and local governments (<xref ref-type="bibr" rid="ref24">Badolo, 2024</xref>). This roadmap employs a comprehensive framework that incorporates methodologies to assess climate vulnerabilities, identify context-specific solutions, and prioritize actions that build adaptive capacity. By leveraging the ACRA roadmap, governments can develop strategies that are coherent with local priorities and foster sustainable development amid increasing climate variability.</p>
<p>Beyond its tailored solutions, the ACRA roadmap actively promotes collaboration among diverse stakeholders, including local communities, NGOs, and the private sector, thereby creating a united front against climate impacts (<xref ref-type="bibr" rid="ref71">Gemenne and Blocher, 2017</xref>). Drawing on the perspectives of these varied actors enables the development of innovative interventions across critical sectors such as agriculture, health, and water management (<xref ref-type="bibr" rid="ref92">Keane et al., 2018</xref>). The framework also emphasizes the need for robust monitoring and evaluation systems to track progress and guide ongoing adaptations, fostering a culture of continuous learning and improvement (<xref ref-type="bibr" rid="ref161">Sultan et al., 2019</xref>).</p>
<p>Enhancing climate resilience further requires integrated, multi-sectoral approaches where climate-smart agriculture, sustainable water management, and effective public health policies converge to create synergistic pathways for adaptation (<xref ref-type="bibr" rid="ref9003">Wang et al., 2024</xref>; <xref ref-type="bibr" rid="ref9001">Roy et al., 2022</xref>). Joint initiatives that facilitate resource sharing and expertise exchange align local adaptation efforts with broader development objectives like the Sustainable Development Goals (<xref ref-type="bibr" rid="ref104">Mayer et al., 2023</xref>). Empowering local governance enables authorities to tailor measures to specific community landscapes, while participatory governance models engage citizens and reinforce socio-ecological resilience (<xref ref-type="bibr" rid="ref24">Badolo, 2024</xref>). <xref ref-type="fig" rid="fig3">Figure 3</xref> illustrates these integrative approaches, highlighting how uniting sectors such as agriculture, water management, and public health is essential for building long-term climate resilience across Africa.</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>Integrative approaches to climate resilience.</p>
</caption>
<graphic xlink:href="fclim-07-1619799-g003.tif" mimetype="image" mime-subtype="tiff">
<alt-text content-type="machine-generated">Flowchart illustrating climate resilience with five elements: Climate-Smart Agriculture, Sustainable Water Management, Public Health Policies, Community Engagement, and Governance &#x0026; Policy Integration. Each element lists strategies like conservation tillage and rainwater harvesting, connecting to the central Climate Resilience box.</alt-text>
</graphic>
</fig>
</sec>
<sec id="sec25">
<label>5.2</label>
<title>Addressing knowledge gaps</title>
<p>Addressing knowledge gaps is critical for fostering climate resilience across Africa, as socio-economic conditions, cultural practices, and environmental factors jointly shape how communities perceive and respond to climate risks. Historically, analyses have prioritized ecological processes over socio-economic dimensions, leaving a divide between natural-science insights and human-centered adaptation needs (<xref ref-type="bibr" rid="ref85">Hulme, 2018</xref>). Bridging these divides requires integrated frameworks that unite ecological, social, and cultural expertise to inform holistic strategies, especially in contexts where resources for interdisciplinary research are limited (<xref ref-type="bibr" rid="ref126">Orr et al., 2022</xref>; <xref ref-type="bibr" rid="ref41">Chausson et al., 2020</xref>).</p>
<p>One of the most pressing gaps exists among smallholder farmers, many of whom acknowledge climate change but lack detailed understanding of its causes, specific local threats, and viable adaptation options (<xref ref-type="bibr" rid="ref169">Ubisi et al., 2017</xref>). A lack of accurate weather forecasts and reliable meteorological infrastructure further undermines their decision-making on crop management, risk mitigation, and resource allocation (<xref ref-type="bibr" rid="ref22">Ayanlade et al., 2017</xref>; <xref ref-type="bibr" rid="ref69">Gebre et al., 2023</xref>). To address these shortfalls, educational initiatives must blend scientific research with indigenous knowledge systems, using locally adapted technologies such as traditional water-harvesting techniques paired with modern sensors to empower farmers and deepen community-wide comprehension of climate-smart practices (<xref ref-type="bibr" rid="ref97">Kom et al., 2020</xref>; <xref ref-type="bibr" rid="ref155">Sibiya et al., 2022</xref>).</p>
<p>Socio-political dynamics also influence the uptake of adaptation measures, as communities that perceive climate change as human-driven tend to engage more readily with resilience initiatives (<xref ref-type="bibr" rid="ref75">Gonz&#x00E1;lez and S&#x00E1;nchez, 2022</xref>). In contrast, skepticism or indifference can stall local projects unless communication strategies are tailored to resonate with lived experiences and values (<xref ref-type="bibr" rid="ref178">Ziervogel et al., 2014</xref>). At the policy level, insufficient climate literacy among government officials limits the development of comprehensive adaptation frameworks, and narrowly economic policies risk exacerbating vulnerabilities by sidelining environmental sustainability (<xref ref-type="bibr" rid="ref125">Onyeneke et al., 2021</xref>; <xref ref-type="bibr" rid="ref173">Wako et al., 2017</xref>). Establishing knowledge-sharing platforms that convene researchers, policymakers, and community representatives is essential to ensure that diverse perspectives guide robust, context-sensitive policy design (<xref ref-type="bibr" rid="ref89">Joseph et al., 2021</xref>).</p>
<p>The availability and quality of climate data remain foundational to informed adaptation planning. Investments in regional meteorological networks and data-management systems can enhance forecast accuracy and enable proactive responses to extreme events (<xref ref-type="bibr" rid="ref61">Faiyetole and Adesina, 2017</xref>). Integrating technological innovations such as drought-tolerant seed varieties, precision irrigation systems, and sustainable land-management practices with capacity-building programs ensures that new tools are effectively adopted and maintained (<xref ref-type="bibr" rid="ref38">Cairns et al., 2013</xref>; <xref ref-type="bibr" rid="ref14">Ampadu et al., 2018</xref>). By advancing data infrastructure, educational outreach, and interdisciplinary collaboration, Africa can close critical knowledge gaps and build a resilient foundation for sustainable livelihoods in the face of climate change. <xref ref-type="table" rid="tab5">Table 5</xref> details a concise summary of Section 5.2, outlining the main knowledge gaps, their implications, proposed actions, and key citations.</p>
<table-wrap position="float" id="tab5">
<label>Table 5</label>
<caption>
<p>Knowledge gaps, implications, and proposed actions for building Africa&#x2019;s climate resilience.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Theme</th>
<th align="left" valign="top">Challenges/Details</th>
<th align="left" valign="top">Proposed actions</th>
<th align="left" valign="top">References</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Integrating natural and social sciences</td>
<td align="left" valign="top">Historical emphasis on ecological processes over socio-economic impacts, limiting holistic adaptation frameworks</td>
<td align="left" valign="top">Establish interdisciplinary teams and co-created research agendas bridging environmental and human dimensions</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref41">Chausson et al. (2020)</xref>, <xref ref-type="bibr" rid="ref85">Hulme (2018)</xref>, <xref ref-type="bibr" rid="ref126">Orr et al. (2022)</xref>, <xref ref-type="bibr" rid="ref167">Turner et al. (2022)</xref></td>
</tr>
<tr>
<td align="left" valign="top">Farmer understanding of climate</td>
<td align="left" valign="top">Limited awareness of specific local climate threats, causes, and adaptation options; inadequate meteorological data</td>
<td align="left" valign="top">Blend scientific research with indigenous knowledge; deploy locally adapted technologies; strengthen data systems</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref22">Ayanlade et al. (2017)</xref>, <xref ref-type="bibr" rid="ref69">Gebre et al. (2023)</xref>, <xref ref-type="bibr" rid="ref97">Kom et al. (2020)</xref>, <xref ref-type="bibr" rid="ref155">Sibiya et al. (2022)</xref>, <xref ref-type="bibr" rid="ref169">Ubisi et al. (2017)</xref></td>
</tr>
<tr>
<td align="left" valign="top">Socio-political dynamics and policy literacy</td>
<td align="left" valign="top">Skepticism or indifference hinders uptake of adaptive practices; policymakers often lack climate literacy</td>
<td align="left" valign="top">Tailor communication strategies to community beliefs; create knowledge-sharing platforms for policymakers and stakeholders</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref75">Gonz&#x00E1;lez and S&#x00E1;nchez (2022)</xref>, <xref ref-type="bibr" rid="ref89">Joseph et al. (2021)</xref>, <xref ref-type="bibr" rid="ref125">Onyeneke et al. (2021)</xref>, <xref ref-type="bibr" rid="ref173">Wako et al. (2017)</xref>, <xref ref-type="bibr" rid="ref178">Ziervogel et al. (2014)</xref></td>
</tr>
<tr>
<td align="left" valign="top">Data availability and technological integration</td>
<td align="left" valign="top">Inadequate meteorological infrastructure yields unreliable forecasts; risk of low adoption of innovations</td>
<td align="left" valign="top">Invest in regional climate networks and data management; integrate drought-tolerant seeds, precision irrigation, and land-management training</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref14">Ampadu et al. (2018)</xref>, <xref ref-type="bibr" rid="ref38">Cairns et al. (2013)</xref>, <xref ref-type="bibr" rid="ref61">Faiyetole and Adesina (2017)</xref></td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="sec26">
<label>5.3</label>
<title>Innovative financing for climate projects</title>
<p>Securing adequate financial support for climate change adaptation is vital for African nations to address the multifaceted impacts of a shifting climate. Research by <xref ref-type="bibr" rid="ref29">Betzold and Weiler (2017)</xref> reveals a significant gap between current financial resources and the investments required for effective adaptation, with particularly severe shortfalls in the continent&#x2019;s most vulnerable regions. As climate risks escalate, governments must prioritize funding that not only mitigates hazards but also enhances community resilience and promotes climate-smart practices. Climate-smart agriculture represents a critical approach to addressing agricultural development amid climate adversity, facilitating adaptations such as sustainable land and water management, which directly contribute to food security while minimizing greenhouse gas emissions (<xref ref-type="bibr" rid="ref1">Abegunde et al., 2019</xref>; <xref ref-type="bibr" rid="ref100">Kurgat et al., 2020</xref>). This backing can be sourced from bilateral and multilateral aid, domestic budgets, and innovative mechanisms such as the Green Climate Fund (<xref ref-type="bibr" rid="ref27">Berrang-Ford et al., 2014</xref>), ensuring that under-resourced communities whose capacities to cope with climate impacts are already stretched receive the support they need (<xref ref-type="bibr" rid="ref111">Moser et al., 2019</xref>).</p>
<p>Innovative financial instruments such as green bonds, climate risk insurance, and blended finance offer pathways to mobilize public and private capital for adaptation and mitigation. <xref ref-type="bibr" rid="ref48">Cutter et al. (2003)</xref> emphasize that these tools enable risk-sharing arrangements that lower investment barriers, while <xref ref-type="bibr" rid="ref23">Ayodotun et al. (2019)</xref> document how green bonds have successfully financed renewable energy projects across Africa, bolstering local economies and advancing climate goals. Public-private partnerships further deepen private-sector engagement. <xref ref-type="bibr" rid="ref35">Brooks et al. (2005)</xref> demonstrate the effectiveness of PPPs in delivering resilient infrastructure such as flood-resistant water-management systems. Meanwhile, public and quasi-public finance institutions structure co-funding arrangements that de-risk investments and leverage indigenous knowledge, as <xref ref-type="bibr" rid="ref67">Fry et al. (2024)</xref> illustrate through partnerships with established local organizations.</p>
<p>Despite this promise, persistent governance bottlenecks, capacity constraints, and inequitable fund distribution hamper co-funding mechanisms at the local level. <xref ref-type="bibr" rid="ref37">Cabannes (2021)</xref> shows that weak institutional frameworks can stall participatory budgeting initiatives, skewing resources away from the most vulnerable. Studies underscore that the countries facing the highest climate risks often receive insufficient support (<xref ref-type="bibr" rid="ref29">Betzold and Weiler, 2017</xref>; <xref ref-type="bibr" rid="ref111">Moser et al., 2019</xref>), underscoring the urgent need to recalibrate funding mechanisms. Aligning investment flows with detailed vulnerability assessments enables targeted financial assistance, supporting local government initiatives, empirical research, and capacity-building programs that empower communities to manage climate impacts effectively (<xref ref-type="bibr" rid="ref5">Adisa et al., 2024</xref>; <xref ref-type="bibr" rid="ref147">Sarfo-Adu and Kokofu, 2023</xref>; <xref ref-type="bibr" rid="ref158">Stender et al., 2019</xref>).</p>
<p>Embedding these innovative financing tools within collaborative governance models amplifies their impact. <xref ref-type="bibr" rid="ref34">Bosma and Hein (2023)</xref> emphasize that effective adaptation and conservation investment strategies can only materialize through the integration of various stakeholders in the governance processes. Advanced technologies such as remote sensing, high-resolution climate analytics, and early-warning systems further lower costs and risks, providing actionable insights for resource allocation (<xref ref-type="bibr" rid="ref154">Sherbinin et al., 2019</xref>). Participatory action research, as documented by <xref ref-type="bibr" rid="ref57">Egah et al. (2023)</xref>, ensures that these financial mechanisms reflect community-identified needs and leverage indigenous knowledge, creating a resilient, climate-smart future for Africa. <xref ref-type="table" rid="tab6">Table 6</xref> presents a concise summary of Section 5.3, highlighting the main themes, key details, and supporting references for innovative financing.</p>
<table-wrap position="float" id="tab6">
<label>Table 6</label>
<caption>
<p>Overview of key themes, detailed approaches, and supporting references for innovative financing mechanisms.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Theme</th>
<th align="left" valign="top">Details</th>
<th align="left" valign="top">References</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top">Funding gap and priorities</td>
<td align="left" valign="top">Africa needs US $293 bn - US $2.5 tn by 2030; diverse funding sources required to support resilience and smart practices</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref29">Betzold and Weiler (2017)</xref>, <xref ref-type="bibr" rid="ref1">Abegunde et al. (2019)</xref>, <xref ref-type="bibr" rid="ref27">Berrang-Ford et al. (2014)</xref>, <xref ref-type="bibr" rid="ref100">Kurgat et al. (2020)</xref>, <xref ref-type="bibr" rid="ref111">Moser et al. (2019)</xref></td>
</tr>
<tr>
<td align="left" valign="top">Innovative financial instruments</td>
<td align="left" valign="top">Green bonds; climate insurance; blended finance offer risk sharing and mobilize private and public capital</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref48">Cutter et al. (2003)</xref>, <xref ref-type="bibr" rid="ref23">Ayodotun et al. (2019)</xref>, <xref ref-type="bibr" rid="ref35">Brooks et al. (2005)</xref>, <xref ref-type="bibr" rid="ref67">Fry et al. (2024)</xref></td>
</tr>
<tr>
<td align="left" valign="top">Local governance challenges</td>
<td align="left" valign="top">Governance bottlenecks, capacity constraints, and inequitable distribution impede co-funding mechanisms</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref5">Adisa et al. (2024)</xref>, <xref ref-type="bibr" rid="ref37">Cabannes (2021)</xref>, <xref ref-type="bibr" rid="ref147">Sarfo-Adu and Kokofu (2023)</xref>, <xref ref-type="bibr" rid="ref158">Stender et al. (2019)</xref>, <xref ref-type="bibr" rid="ref111">Moser et al. (2019)</xref></td>
</tr>
<tr>
<td align="left" valign="top">Collaborative governance and technology</td>
<td align="left" valign="top">Multistakeholder frameworks, remote sensing, climate analytics, and participatory research drive adaptive finance</td>
<td align="left" valign="top"><xref ref-type="bibr" rid="ref34">Bosma and Hein (2023)</xref>, <xref ref-type="bibr" rid="ref154">Sherbinin et al. (2019)</xref>, <xref ref-type="bibr" rid="ref57">Egah et al. (2023)</xref></td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec sec-type="conclusions" id="sec27">
<label>6</label>
<title>Conclusion</title>
<p>Africa stands at a pivotal juncture: climate projections now signal a continent-wide temperature increase of at least 1.5&#x202F;&#x00B0;C, ranging from 1.15 to 1.50&#x202F;&#x00B0;C in the south and 1.05 to 1.50&#x202F;&#x00B0;C in the east, accompanied by more intense heatwaves, cyclones, floods, and droughts. These oscillating extremes devastate rain-fed agriculture, erode livelihoods, and inflict massive losses in property, food production, and livestock. Semi-arid lowlands are especially vulnerable, undermining irrigation initiatives and exacerbating chronic water scarcity, while persistent warming intensifies pest and disease outbreaks that threaten to overwhelm coping capacities. Health systems buckle under new burdens of vector-borne and heat-related illnesses, coastal settlements face rising seas, and energy infrastructures strain under hotter, drier conditions. With up to 70 percent of the population reliant on rain-fed farming and adaptation finance falling short by nearly $486 billion, no nation can manage these compounded risks alone.</p>
<p>To build resilience, Africa must establish a robust, continent-wide climate-risk management architecture that continuously monitors hazards, forecasts emerging threats, and directs resources where they are needed most. This includes creating a pan-African Climate Resilience Observatory integrating satellite data, ground sensors, and community reporting; scaling climate-smart agriculture through drought-resistant seeds, efficient irrigation, and watershed restoration; and mobilizing innovative financing such as green bonds, climate funds, and debt-for-nature swaps, to close the adaptation financing gap. Strengthening governance and institutional capacity at national and subnational levels will ensure that policies remain adaptive as socio-economic and environmental conditions evolve.</p>
<p>Equally critical is forging an equitable global response that couples deep, early emissions reductions with technology transfer and safeguards against long-term risks. Aligning national commitments with the Paris Agreement&#x2019;s equity frameworks will protect Article 2&#x2019;s goal of limiting warming to well below 2&#x202F;&#x00B0;C. Africa&#x2019;s resilience agenda must be underpinned by collaborative research, Indigenous knowledge integration, and regional cooperation among policymakers, scientists, local communities, and the private sector. Only through this holistic, multi-stakeholder approach can Africa transform the threats of climate change into opportunities for sustainable development and lasting innovation.</p>
</sec>
</body>
<back>
<sec sec-type="author-contributions" id="sec28">
<title>Author contributions</title>
<p>LA: Writing &#x2013; review &#x0026; editing, Methodology, Writing &#x2013; original draft, Conceptualization, Formal analysis. WE: Methodology, Writing &#x2013; original draft, Visualization, Conceptualization, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec sec-type="funding-information" id="sec29">
<title>Funding</title>
<p>The author(s) declare that no financial support was received for the research and/or publication of this article.</p>
</sec>
<ack>
<p>We acknowledge B.N. Egoh for her mentorship and funding from Schwab Charitables (<ext-link xlink:href="http://www.schwab.com" ext-link-type="uri">www.schwab.com</ext-link>).</p>
</ack>
<sec sec-type="COI-statement" id="sec30">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
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<title>Generative AI statement</title>
<p>The authors declare that no Gen AI was used in the creation of this manuscript.</p>
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<title>Supplementary material</title>
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<supplementary-material xlink:href="Table_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document" xmlns:xlink="http://www.w3.org/1999/xlink"/>
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<ref-list>
<title>References</title>
<ref id="ref1"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Abegunde</surname><given-names>V. O.</given-names></name> <name><surname>Sibanda</surname><given-names>M.</given-names></name> <name><surname>Obi</surname><given-names>A.</given-names></name></person-group> (<year>2019</year>). <article-title>The dynamics of climate change adaptation in sub-Saharan Africa: a review of climate-smart agriculture among small-scale farmers</article-title>. <source>Climate</source> <volume>7</volume>:<fpage>132</fpage>. doi: <pub-id pub-id-type="doi">10.3390/cli7110132</pub-id></citation></ref>
<ref id="ref2"><citation citation-type="other"><person-group person-group-type="author"><name><surname>Aboua</surname><given-names>A. C. D. K.</given-names></name></person-group> (<year>2020</year>). Impact of climate variability on crop diversification in west African countries. Policy brief no. 725, African economic research consortium. Available online at: <ext-link xlink:href="https://aercafrica.org" ext-link-type="uri">https://aercafrica.org</ext-link> (Accessed September 16, 2025).</citation></ref>
<ref id="ref3"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Acharibasam</surname><given-names>J.</given-names></name></person-group> (<year>2022</year>). <article-title>Decolonizing climate change education: evidence from an empirical study in Ghana</article-title>. <source>J. Educ. Pract.</source> <volume>13</volume>:<fpage>32</fpage>. doi: <pub-id pub-id-type="doi">10.7176/jep/13-32-06</pub-id></citation></ref>
<ref id="ref4"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Adebola</surname><given-names>T.</given-names></name></person-group> (<year>2024</year>). <article-title>Governing climate adaptation innovation in Africa: A case study of Nigeria</article-title>. <source>South African Intellectual Property Law J.</source> <volume>12</volume>, <fpage>105</fpage>&#x2013;<lpage>133</lpage>. doi: <pub-id pub-id-type="doi">10.47348/saipl/v12/a5</pub-id>, PMID: <pub-id pub-id-type="pmid">16446701</pub-id></citation></ref>
<ref id="ref5"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Adisa</surname><given-names>O.</given-names></name> <name><surname>Ilugbusi</surname><given-names>B. S.</given-names></name> <name><surname>Chimezie</surname><given-names>O.</given-names></name> <name><surname>Awonuga</surname><given-names>K. F.</given-names></name> <name><surname>Adelekan</surname><given-names>O. A.</given-names></name> <name><surname>Asuzu</surname><given-names>O. F.</given-names></name> <etal/></person-group>. (<year>2024</year>). <article-title>International climate finance mechanisms: a review with focus on Africa</article-title>. <source>Int. J. Sci. Res. Arch.</source> <volume>11</volume>, <fpage>2356</fpage>&#x2013;<lpage>2375</lpage>. doi: <pub-id pub-id-type="doi">10.30574/ijsra.2024.11.1.0146</pub-id></citation></ref>
<ref id="ref6"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Adonadaga</surname><given-names>M.</given-names></name> <name><surname>Ampadu</surname><given-names>B.</given-names></name> <name><surname>Ampofo</surname><given-names>S.</given-names></name> <name><surname>Adiali</surname><given-names>F.</given-names></name></person-group> (<year>2022</year>). <article-title>Climate change adaptation strategies towards reducing vulnerability to drought in northern Ghana</article-title>. <source>Europ. J. Environ. Earth Sci.</source> <volume>3</volume>, <fpage>1</fpage>&#x2013;<lpage>6</lpage>. doi: <pub-id pub-id-type="doi">10.24018/ejgeo.2022.3.4.294</pub-id></citation></ref>
<ref id="ref7"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Adzawla</surname><given-names>W.</given-names></name> <name><surname>Azumah</surname><given-names>S.</given-names></name> <name><surname>Anani</surname><given-names>P.</given-names></name> <name><surname>Donkoh</surname><given-names>S.</given-names></name></person-group> (<year>2019</year>). <article-title>Gender perspectives of climate change adaptation in two selected districts of Ghana</article-title>. <source>Heliyon</source> <volume>5</volume>:<fpage>e02854</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.heliyon.2019.e02854</pub-id>, PMID: <pub-id pub-id-type="pmid">31763488</pub-id></citation></ref>
<ref id="ref8"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Agbehadji</surname><given-names>I.</given-names></name> <name><surname>Sch&#x00FC;tte</surname><given-names>S.</given-names></name> <name><surname>Masinde</surname><given-names>M.</given-names></name> <name><surname>Botai</surname><given-names>J.</given-names></name> <name><surname>Mabhaudhi</surname><given-names>T.</given-names></name></person-group> (<year>2023</year>). <article-title>Climate risks resilience development: a bibliometric analysis of climate-related early warning systems in southern Africa</article-title>. <source>Climate</source> <volume>12</volume>:<fpage>3</fpage>. doi: <pub-id pub-id-type="doi">10.3390/cli12010003</pub-id></citation></ref>
<ref id="ref9"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Agholor</surname><given-names>I.</given-names></name> <name><surname>Olorunfemi</surname><given-names>O.</given-names></name> <name><surname>Kanayo</surname><given-names>O.</given-names></name></person-group> (<year>2023</year>). <article-title>Socio-demographic context of resilience for adaptation to climate change and implication for agricultural extension in Buffelspruit, South Africa</article-title>. <source>South Afr. J. Agric. Extens.</source> <volume>51</volume>, <fpage>210</fpage>&#x2013;<lpage>233</lpage>. doi: <pub-id pub-id-type="doi">10.17159/2413-3221/2023/v51n4a13774</pub-id></citation></ref>
<ref id="ref10"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ajani</surname><given-names>E.</given-names></name> <name><surname>Mgbenka</surname><given-names>R.</given-names></name> <name><surname>Okeke</surname><given-names>M.</given-names></name></person-group> (<year>2013</year>). <article-title>Use of indigenous knowledge as a strategy for climate change adaptation among farmers in sub-Saharan Africa: implications for policy</article-title>. <source>Asian J. Agric. Ext. Econ. Sociol.</source> <volume>2</volume>, <fpage>23</fpage>&#x2013;<lpage>40</lpage>. doi: <pub-id pub-id-type="doi">10.9734/ajaees/2013/1856</pub-id></citation></ref>
<ref id="ref11"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Almazroui</surname><given-names>M.</given-names></name> <name><surname>Saeed</surname><given-names>F.</given-names></name> <name><surname>Saeed</surname><given-names>S.</given-names></name> <name><surname>Islam</surname><given-names>M.</given-names></name> <name><surname>Ismail</surname><given-names>M.</given-names></name> <name><surname>Klutse</surname><given-names>N.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Projected change in temperature and precipitation over Africa from CMIP6</article-title>. <source>Earth Syst. Environ.</source> <volume>4</volume>, <fpage>455</fpage>&#x2013;<lpage>475</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s41748-020-00161-x</pub-id></citation></ref>
<ref id="ref12"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Amare</surname><given-names>G.</given-names></name> <name><surname>Gacheno</surname><given-names>D.</given-names></name></person-group> (<year>2021</year>). <article-title>Indigenous knowledge for climate smart agriculture&#x2014;a review</article-title>. <source>Int. J. Food Sci. Agric.</source> <volume>5</volume>, <fpage>332</fpage>&#x2013;<lpage>338</lpage>. doi: <pub-id pub-id-type="doi">10.26855/ijfsa.2021.06.019</pub-id></citation></ref>
<ref id="ref13"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Amare</surname><given-names>A.</given-names></name> <name><surname>Simane</surname><given-names>B.</given-names></name></person-group> (<year>2017</year>). <article-title>Climate change induced vulnerability of smallholder farmers: agroecology-based analysis in the Muger sub-basin of the upper blue-Nile basin of Ethiopia</article-title>. <source>Am. J. Clim. Change</source> <volume>6</volume>, <fpage>668</fpage>&#x2013;<lpage>693</lpage>. doi: <pub-id pub-id-type="doi">10.4236/ajcc.2017.64034</pub-id></citation></ref>
<ref id="ref14"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ampadu</surname><given-names>B.</given-names></name> <name><surname>Boateng</surname><given-names>E.</given-names></name> <name><surname>Abassa</surname><given-names>M.</given-names></name></person-group> (<year>2018</year>). <article-title>Assessing adaptation strategies to the impacts of climate change: a case study of Pungu - upper east region, Ghana</article-title>. <source>Environ. Ecol. Res.</source> <volume>6</volume>, <fpage>33</fpage>&#x2013;<lpage>44</lpage>. doi: <pub-id pub-id-type="doi">10.13189/eer.2018.060103</pub-id></citation></ref>
<ref id="ref15"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Andersen</surname><given-names>J.</given-names></name> <name><surname>Karekezi</surname><given-names>C.</given-names></name> <name><surname>Ali</surname><given-names>Z.</given-names></name> <name><surname>Yonga</surname><given-names>G.</given-names></name> <name><surname>Kallestrup</surname><given-names>P.</given-names></name> <name><surname>Kraef</surname><given-names>C.</given-names></name></person-group> (<year>2021</year>). <article-title>Perspectives of local community leaders, health care workers, volunteers, policy makers and academia on climate change related health risks in Mukuru informal settlement in Nairobi, Kenya&#x2014;a qualitative study</article-title>. <source>Int. J. Environ. Res. Public Health</source> <volume>18</volume>:<fpage>12241</fpage>. doi: <pub-id pub-id-type="doi">10.3390/ijerph182212241</pub-id></citation></ref>
<ref id="ref16"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Antwi-Agyei</surname><given-names>P.</given-names></name> <name><surname>Dougill</surname><given-names>A.</given-names></name> <name><surname>Stringer</surname><given-names>L.</given-names></name></person-group> (<year>2017</year>). <article-title>Assessing coherence between sector policies and climate compatible development: opportunities for triple wins</article-title>. <source>Sustainability</source> <volume>9</volume>:<fpage>2130</fpage>. doi: <pub-id pub-id-type="doi">10.3390/su9112130</pub-id></citation></ref>
<ref id="ref17"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Antwi-Agyei</surname><given-names>P.</given-names></name> <name><surname>Nyantakyi-Frimpong</surname><given-names>H.</given-names></name></person-group> (<year>2021</year>). <article-title>Evidence of climate change coping and adaptation practices by smallholder farmers in northern Ghana</article-title>. <source>Sustainability</source> <volume>13</volume>:<fpage>1308</fpage>. doi: <pub-id pub-id-type="doi">10.3390/su13031308</pub-id></citation></ref>
<ref id="ref18"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Anuga</surname><given-names>S.</given-names></name> <name><surname>Fosu-Mensah</surname><given-names>B.</given-names></name> <name><surname>Nukpezah</surname><given-names>D.</given-names></name> <name><surname>Ahenkan</surname><given-names>A.</given-names></name> <name><surname>Gordon</surname><given-names>C.</given-names></name> <name><surname>Baye</surname><given-names>R.</given-names></name></person-group> (<year>2022</year>). <article-title>Climate-smart agriculture: greenhouse gas mitigation in climate-smart villages of Ghana</article-title>. <source>Environ. Sustain.</source> <volume>5</volume>, <fpage>457</fpage>&#x2013;<lpage>469</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s42398-022-00243-8</pub-id></citation></ref>
<ref id="ref19"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Aryana</surname><given-names>K. I.</given-names></name> <name><surname>Hapsari</surname><given-names>H. H.</given-names></name> <name><surname>Mergita</surname><given-names>F. Z.</given-names></name></person-group> (<year>2024</year>). <article-title>Three-dimensional city modeling for microclimate simulation of urban areas</article-title>. <source>IOP Conf. Series</source> <volume>1418</volume>:<fpage>012051</fpage>. doi: <pub-id pub-id-type="doi">10.1088/1755-1315/1418/1/012051</pub-id></citation></ref>
<ref id="ref20"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Asmamaw</surname><given-names>M.</given-names></name> <name><surname>Mereta</surname><given-names>S.</given-names></name> <name><surname>Ambelu</surname><given-names>A.</given-names></name></person-group> (<year>2019</year>). <article-title>Exploring households&#x2019; resilience to climate change-induced shocks using climate resilience index in Dinki watershed, central highlands of Ethiopia</article-title>. <source>PLoS One</source> <volume>14</volume>:<fpage>e0219393</fpage>. doi: <pub-id pub-id-type="doi">10.1371/journal.pone.0219393</pub-id>, PMID: <pub-id pub-id-type="pmid">31287852</pub-id></citation></ref>
<ref id="ref22"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ayanlade</surname><given-names>A.</given-names></name> <name><surname>Radeny</surname><given-names>M.</given-names></name> <name><surname>Akin-Onigbinde</surname><given-names>A.</given-names></name></person-group> (<year>2017</year>). <article-title>Climate variability/change and attitude to adaptation technologies: A pilot study among selected rural farmers&#x2019; communities in Nigeria</article-title>. <source>GeoJournal</source> <volume>83</volume>, <fpage>319</fpage>&#x2013;<lpage>331</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s10708-017-9771-1</pub-id></citation></ref>
<ref id="ref23"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ayodotun</surname><given-names>B.</given-names></name> <name><surname>Sylla</surname><given-names>M.</given-names></name> <name><surname>Adio</surname><given-names>A.</given-names></name></person-group> (<year>2019</year>). <article-title>Vulnerability assessment of west African countries to climate change and variability</article-title>. <source>J. Geoscience Environ. Prot.</source> <volume>7</volume>, <fpage>13</fpage>&#x2013;<lpage>15</lpage>. doi: <pub-id pub-id-type="doi">10.4236/gep.2019.76002</pub-id></citation></ref>
<ref id="ref24"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Badolo</surname><given-names>M.</given-names></name></person-group> (<year>2024</year>). <article-title>Agriculture climate change resilience in sub-Saharan Africa: the Badolo scientific framework AgricultureResilience</article-title>. <source>agriRxiv</source> doi: <pub-id pub-id-type="doi">10.31220/agriRxiv.2024.00242</pub-id></citation></ref>
<ref id="ref25"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Balehegn</surname><given-names>M.</given-names></name> <name><surname>Balehey</surname><given-names>S.</given-names></name> <name><surname>Fu</surname><given-names>C.</given-names></name> <name><surname>Wu</surname><given-names>L.</given-names></name></person-group> (<year>2019</year>). <article-title>Indigenous weather and climate forecasting knowledge among Afar pastoralists of north eastern Ethiopia: role in adaptation to weather and climate variability</article-title>. <source>Pastoralism</source> <volume>9</volume>:<fpage>8</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s13570-019-0143-y</pub-id></citation></ref>
<ref id="ref26"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Baya</surname><given-names>B.</given-names></name> <name><surname>Nzeadibe</surname><given-names>T.</given-names></name> <name><surname>Nwosu</surname><given-names>E.</given-names></name> <name><surname>Uzomah</surname><given-names>N.</given-names></name></person-group> (<year>2019</year>). <article-title>Climate change, food insecurity and household adaptation mechanisms in Amaro Ward, southern region of Ethiopia</article-title>. <source>J. Agric. Exten. Rural Dev.</source> <volume>11</volume>, <fpage>106</fpage>&#x2013;<lpage>113</lpage>. doi: <pub-id pub-id-type="doi">10.5897/jaerd2019.1042</pub-id></citation></ref>
<ref id="ref27"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Berrang-Ford</surname><given-names>L.</given-names></name> <name><surname>Ford</surname><given-names>J. D.</given-names></name> <name><surname>Lesnikowski</surname><given-names>A.</given-names></name> <name><surname>Poutiainen</surname><given-names>C.</given-names></name> <name><surname>Barrera</surname><given-names>M. C. M.</given-names></name> <name><surname>Heymann</surname><given-names>J.</given-names></name></person-group> (<year>2014</year>). <article-title>What drives national adaptation? A global assessment</article-title>. <source>Clim. Chang.</source> <volume>124</volume>, <fpage>441</fpage>&#x2013;<lpage>450</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s10584-014-1078-3</pub-id></citation></ref>
<ref id="ref28"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Berry</surname><given-names>P.</given-names></name> <name><surname>Enright</surname><given-names>P.</given-names></name> <name><surname>Shumake-Guillemot</surname><given-names>J.</given-names></name> <name><surname>Prats</surname><given-names>E.</given-names></name> <name><surname>Campbell-Lendrum</surname><given-names>D.</given-names></name></person-group> (<year>2018</year>). <article-title>Assessing health vulnerabilities and adaptation to climate change: a review of international progress</article-title>. <source>Int. J. Environ. Res. Public Health</source> <volume>15</volume>:<fpage>2626</fpage>. doi: <pub-id pub-id-type="doi">10.3390/ijerph15122626</pub-id></citation></ref>
<ref id="ref29"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Betzold</surname><given-names>C.</given-names></name> <name><surname>Weiler</surname><given-names>F.</given-names></name></person-group> (<year>2017</year>). <article-title>Allocation of aid for adaptation to climate change: do vulnerable countries receive more support?</article-title> <source>Int. Environ. Agreem.</source> <volume>17</volume>, <fpage>17</fpage>&#x2013;<lpage>36</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s10784-016-9343-8</pub-id></citation></ref>
<ref id="ref30"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bezeng</surname><given-names>B.</given-names></name> <name><surname>Morales-Castilla</surname><given-names>I.</given-names></name><collab id="coll1">Bank, M</collab><name><surname>Yessoufou</surname><given-names>K.</given-names></name> <name><surname>Daru</surname><given-names>B.</given-names></name> <name><surname>Davies</surname><given-names>T.</given-names></name></person-group> (<year>2017</year>). <article-title>Climate change may reduce the spread of non-native species</article-title>. <source>Ecosphere</source> <volume>8</volume>:<fpage>e01694</fpage>. doi: <pub-id pub-id-type="doi">10.1002/ecs2.1694</pub-id></citation></ref>
<ref id="ref31"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Binuyo</surname><given-names>O.</given-names></name> <name><surname>Bamgboye</surname><given-names>O.</given-names></name> <name><surname>Adeola</surname><given-names>G.</given-names></name></person-group> (<year>2022</year>). <article-title>Media advocacy in climate action: showcasing best practices in West Africa</article-title>. <source>J. Sustain. Environ. Manage.</source> <volume>1</volume>, <fpage>419</fpage>&#x2013;<lpage>424</lpage>. doi: <pub-id pub-id-type="doi">10.3126/josem.v1i4.50007</pub-id></citation></ref>
<ref id="ref32"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Blennow</surname><given-names>K.</given-names></name> <name><surname>Persson</surname><given-names>J.</given-names></name></person-group> (<year>2021</year>). <article-title>To mitigate or adapt? Explaining why citizens responding to climate change favour the former</article-title>. <source>Land</source> <volume>10</volume>:<fpage>240</fpage>. doi: <pub-id pub-id-type="doi">10.3390/land10030240</pub-id></citation></ref>
<ref id="ref33"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bojer</surname><given-names>A.</given-names></name></person-group> (<year>2025</year>). <article-title>Evaluating the effect of climate change and fast population growth on water supply and demand in Jimma town, Ethiopia, using the WEAP modeling tool</article-title>. <source>J. Water Clim. Change</source> <volume>16</volume>, <fpage>1586</fpage>&#x2013;<lpage>1617</lpage>. doi: <pub-id pub-id-type="doi">10.2166/wcc.2025.751</pub-id></citation></ref>
<ref id="ref34"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bosma</surname><given-names>C.</given-names></name> <name><surname>Hein</surname><given-names>L.</given-names></name></person-group> (<year>2023</year>). <article-title>The climate and land use change nexus: implications for designing adaptation and conservation investment strategies in sub-Saharan Africa</article-title>. <source>Sustain. Dev.</source> <volume>31</volume>, <fpage>3811</fpage>&#x2013;<lpage>3830</lpage>. doi: <pub-id pub-id-type="doi">10.1002/sd.2627</pub-id></citation></ref>
<ref id="ref35"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Brooks</surname><given-names>N.</given-names></name> <name><surname>Adger</surname><given-names>W.</given-names></name> <name><surname>Kelly</surname><given-names>P.</given-names></name></person-group> (<year>2005</year>). <article-title>The determinants of vulnerability and adaptive capacity at the national level and the implications for adaptation</article-title>. <source>Glob. Environ. Change</source> <volume>15</volume>, <fpage>151</fpage>&#x2013;<lpage>163</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.gloenvcha.2004.12.006</pub-id></citation></ref>
<ref id="ref36"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Buse</surname><given-names>C.</given-names></name></person-group> (<year>2018</year>). <article-title>Why should public health agencies across Canada conduct climate change and health vulnerability assessments?</article-title> <source>Can. J. Public Health</source> <volume>109</volume>, <fpage>782</fpage>&#x2013;<lpage>785</lpage>. doi: <pub-id pub-id-type="doi">10.17269/s41997-018-0118-6</pub-id>, PMID: <pub-id pub-id-type="pmid">30140980</pub-id></citation></ref>
<ref id="ref37"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cabannes</surname><given-names>Y.</given-names></name></person-group> (<year>2021</year>). <article-title>Contributions of participatory budgeting to climate change adaptation and mitigation: current local practices across the world and lessons from the field</article-title>. <source>Environ. Urban.</source> <volume>33</volume>, <fpage>356</fpage>&#x2013;<lpage>375</lpage>. doi: <pub-id pub-id-type="doi">10.1177/09562478211021710</pub-id></citation></ref>
<ref id="ref38"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cairns</surname><given-names>J.</given-names></name> <name><surname>Hellin</surname><given-names>J.</given-names></name> <name><surname>Sonder</surname><given-names>K.</given-names></name> <name><surname>Araus</surname><given-names>J.</given-names></name> <name><surname>MacRobert</surname><given-names>J.</given-names></name> <name><surname>Thierfelder</surname><given-names>C.</given-names></name> <etal/></person-group>. (<year>2013</year>). <article-title>Adapting maize production to climate change in sub-Saharan Africa</article-title>. <source>Food Secur.</source> <volume>5</volume>, <fpage>345</fpage>&#x2013;<lpage>360</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s12571-013-0256-x</pub-id></citation></ref>
<ref id="ref39"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cardwell</surname><given-names>F.</given-names></name> <name><surname>Elliott</surname><given-names>S.</given-names></name></person-group> (<year>2013</year>). <article-title>Making the links: do we connect climate change with health? A qualitative case study from Canada</article-title>. <source>BMC Public Health</source> <volume>13</volume>:<fpage>208</fpage>. doi: <pub-id pub-id-type="doi">10.1186/1471-2458-13-208</pub-id>, PMID: <pub-id pub-id-type="pmid">23496814</pub-id></citation></ref>
<ref id="ref40"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chanza</surname><given-names>N.</given-names></name> <name><surname>Musakwa</surname><given-names>W.</given-names></name></person-group> (<year>2022</year>). <article-title>Revitalizing indigenous ways of maintaining food security in a changing climate: review of the evidence base from Africa</article-title>. <source>Int. J. Clim. Change Strateg. Manag.</source> <volume>14</volume>, <fpage>252</fpage>&#x2013;<lpage>271</lpage>. doi: <pub-id pub-id-type="doi">10.1108/ijccsm-06-2021-0065</pub-id></citation></ref>
<ref id="ref41"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chausson</surname><given-names>A.</given-names></name> <name><surname>Turner</surname><given-names>B.</given-names></name> <name><surname>Seddon</surname><given-names>D.</given-names></name> <name><surname>Chabaneix</surname><given-names>N.</given-names></name> <name><surname>Girardin</surname><given-names>C.</given-names></name> <name><surname>Kapos</surname><given-names>V.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Mapping the effectiveness of nature-based solutions for climate change adaptation</article-title>. <source>Glob. Change Biol.</source> <volume>26</volume>, <fpage>6134</fpage>&#x2013;<lpage>6155</lpage>. doi: <pub-id pub-id-type="doi">10.1111/gcb.15310</pub-id>, PMID: <pub-id pub-id-type="pmid">32906226</pub-id></citation></ref>
<ref id="ref42"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chen</surname><given-names>L.</given-names></name> <name><surname>Han</surname><given-names>B.</given-names></name> <name><surname>Wang</surname><given-names>X.</given-names></name> <name><surname>Zhao</surname><given-names>J.</given-names></name> <name><surname>Yang</surname><given-names>W.</given-names></name> <name><surname>Yang</surname><given-names>Z.</given-names></name></person-group> (<year>2023</year>). <article-title>Machine learning methods in weather and climate applications: a survey</article-title>. <source>Appl. Sci.</source> <volume>13</volume>:<fpage>12019</fpage>. doi: <pub-id pub-id-type="doi">10.3390/app132112019</pub-id></citation></ref>
<ref id="ref43"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cheng</surname><given-names>J.</given-names></name> <name><surname>Berry</surname><given-names>P.</given-names></name></person-group> (<year>2013</year>). <article-title>Development of key indicators to quantify the health impacts of climate change on Canadians</article-title>. <source>Int. J. Public Health</source> <volume>58</volume>, <fpage>765</fpage>&#x2013;<lpage>775</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s00038-013-0499-5</pub-id>, PMID: <pub-id pub-id-type="pmid">23897562</pub-id></citation></ref>
<ref id="ref44"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Chersich</surname><given-names>M.</given-names></name> <name><surname>Wright</surname><given-names>C. Y.</given-names></name></person-group> (<year>2019</year>). <article-title>Climate change adaptation in South Africa: a case study on the role of the health sector</article-title>. <source>Glob. Health</source> <volume>15</volume>:<fpage>22</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s12992-019-0466-x</pub-id>, PMID: <pub-id pub-id-type="pmid">30890178</pub-id></citation></ref>
<ref id="ref45"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Clarke</surname><given-names>K.</given-names></name> <name><surname>Berry</surname><given-names>P.</given-names></name></person-group> (<year>2012</year>). <article-title>From theory to practice: a Canadian case study of the utility of climate change adaptation frameworks to address health impacts</article-title>. <source>Int. J. Public Health</source> <volume>57</volume>, <fpage>167</fpage>&#x2013;<lpage>174</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s00038-011-0292-2</pub-id>, PMID: <pub-id pub-id-type="pmid">21931977</pub-id></citation></ref>
<ref id="ref46"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Clay</surname><given-names>N.</given-names></name> <name><surname>Zimmerer</surname><given-names>K.</given-names></name></person-group> (<year>2020</year>). <article-title>Who is resilient in Africa&#x2019;s green revolution? Sustainable intensification and climate smart agriculture in Rwanda</article-title>. <source>Land Use Policy</source> <volume>97</volume>:<fpage>104558</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.landusepol.2020.104558</pub-id>, PMID: <pub-id pub-id-type="pmid">32884163</pub-id></citation></ref>
<ref id="ref47"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Crane</surname><given-names>T.</given-names></name> <name><surname>Roncoli</surname><given-names>C.</given-names></name> <name><surname>Hoogenboom</surname><given-names>G.</given-names></name></person-group> (<year>2011</year>). <article-title>Adaptation to climate change and climate variability: the importance of understanding agriculture as performance. NJAS: Wageningen journal of</article-title>. <source>Life Sci.</source> <volume>57</volume>, <fpage>179</fpage>&#x2013;<lpage>185</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.njas.2010.11.002</pub-id></citation></ref>
<ref id="ref48"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cutter</surname><given-names>S.</given-names></name> <name><surname>Boruff</surname><given-names>B.</given-names></name> <name><surname>Shirley</surname><given-names>W.</given-names></name></person-group> (<year>2003</year>). <article-title>Social vulnerability to environmental hazards</article-title>. <source>Soc. Sci. Q.</source> <volume>84</volume>, <fpage>242</fpage>&#x2013;<lpage>261</lpage>. doi: <pub-id pub-id-type="doi">10.1111/1540-6237.8402002</pub-id></citation></ref>
<ref id="ref49"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Das</surname><given-names>P.</given-names></name> <name><surname>Baker</surname><given-names>K.</given-names></name> <name><surname>Dutta</surname><given-names>A.</given-names></name> <name><surname>Swain</surname><given-names>T.</given-names></name> <name><surname>Sahoo</surname><given-names>S.</given-names></name> <name><surname>Das</surname><given-names>B.</given-names></name> <etal/></person-group>. (<year>2015</year>). <article-title>Menstrual hygiene practices, wash access and the risk of urogenital infection in women from Odisha, India</article-title>. <source>PLoS One</source> <volume>10</volume>:<fpage>e0130777</fpage>. doi: <pub-id pub-id-type="doi">10.1371/journal.pone.0130777</pub-id>, PMID: <pub-id pub-id-type="pmid">26125184</pub-id></citation></ref>
<ref id="ref50"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Datta</surname><given-names>R.</given-names></name></person-group> (<year>2024</year>). <article-title>Relationality in indigenous climate change education research: a learning journey from indigenous communities in Bangladesh</article-title>. <source>Aust. J. Environ. Educ.</source> <volume>40</volume>, <fpage>128</fpage>&#x2013;<lpage>142</lpage>. doi: <pub-id pub-id-type="doi">10.1017/aee.2024.13</pub-id></citation></ref>
<ref id="ref51"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Datta</surname><given-names>R.</given-names></name> <name><surname>Kairy</surname><given-names>B.</given-names></name></person-group> (<year>2024</year>). <article-title>Decolonizing climate change adaptations from indigenous perspectives: learning reflections from Munda indigenous communities, coastal areas in Bangladesh</article-title>. <source>Sustainability</source> <volume>16</volume>:<fpage>769</fpage>. doi: <pub-id pub-id-type="doi">10.3390/su16020769</pub-id></citation></ref>
<ref id="ref52"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Defrance</surname><given-names>D.</given-names></name> <name><surname>Sultan</surname><given-names>B.</given-names></name> <name><surname>Castets</surname><given-names>M.</given-names></name> <name><surname>Famien</surname><given-names>A.</given-names></name> <name><surname>Baron</surname><given-names>C.</given-names></name></person-group> (<year>2020</year>). <article-title>Impact of climate change in West Africa on cereal production per capita in 2050</article-title>. <source>Sustainability</source> <volume>12</volume>:<fpage>7585</fpage>. doi: <pub-id pub-id-type="doi">10.3390/su12187585</pub-id></citation></ref>
<ref id="ref53"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Deryng</surname><given-names>D.</given-names></name> <name><surname>Sacks</surname><given-names>W.</given-names></name> <name><surname>Barford</surname><given-names>C.</given-names></name> <name><surname>Ramankutty</surname><given-names>N.</given-names></name></person-group> (<year>2011</year>). <article-title>Simulating the effects of climate and agricultural management practices on global crop yield</article-title>. <source>Glob. Biogeochem. Cycles</source> <volume>25</volume>:<fpage>765</fpage>. doi: <pub-id pub-id-type="doi">10.1029/2009gb003765</pub-id></citation></ref>
<ref id="ref54"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Diffenbaugh</surname><given-names>N.</given-names></name> <name><surname>Giorgi</surname><given-names>F.</given-names></name></person-group> (<year>2012</year>). <article-title>Climate change hotspots in the CMIP5 global climate model ensemble</article-title>. <source>Clim. Chang.</source> <volume>114</volume>, <fpage>813</fpage>&#x2013;<lpage>822</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s10584-012-0570-x</pub-id>, PMID: <pub-id pub-id-type="pmid">24014154</pub-id></citation></ref>
<ref id="ref55"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ebi</surname><given-names>K.</given-names></name> <name><surname>Barrio</surname><given-names>M.</given-names></name></person-group> (<year>2017</year>). <article-title>Lessons learned on health adaptation to climate variability and change: experiences across low- and middle-income countries</article-title>. <source>Environ. Health Perspect.</source> <volume>125</volume>:<fpage>065001</fpage>. doi: <pub-id pub-id-type="doi">10.1289/ehp405</pub-id></citation></ref>
<ref id="ref56"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Eckelman</surname><given-names>M.</given-names></name> <name><surname>Sherman</surname><given-names>J.</given-names></name></person-group> (<year>2016</year>). <article-title>Environmental impacts of the U.S. health care system and effects on public health</article-title>. <source>PLoS One</source> <volume>11</volume>:<fpage>e0157014</fpage>. doi: <pub-id pub-id-type="doi">10.1371/journal.pone.0157014</pub-id>, PMID: <pub-id pub-id-type="pmid">27280706</pub-id></citation></ref>
<ref id="ref57"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Egah</surname><given-names>J.</given-names></name> <name><surname>Yegbemey</surname><given-names>R.</given-names></name> <name><surname>Idrissou</surname><given-names>F.</given-names></name> <name><surname>Baco</surname><given-names>M.</given-names></name></person-group> (<year>2023</year>). <article-title>Eliciting indigenous knowledge to predict climate events for the food security of agro-pastoral households in North Benin</article-title>. <source>Front. Environ. Econ.</source> <volume>2</volume>:<fpage>1134864</fpage>. doi: <pub-id pub-id-type="doi">10.3389/frevc.2023.1134864</pub-id></citation></ref>
<ref id="ref58"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ekstrom</surname><given-names>J.</given-names></name> <name><surname>Bedsworth</surname><given-names>L.</given-names></name> <name><surname>Fencl</surname><given-names>A.</given-names></name></person-group> (<year>2017</year>). <article-title>Gauging climate preparedness to inform adaptation needs: local level adaptation in drinking water quality in CA, USA</article-title>. <source>Clim. Chang.</source> <volume>140</volume>, <fpage>467</fpage>&#x2013;<lpage>481</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s10584-016-1870-3</pub-id>, PMID: <pub-id pub-id-type="pmid">28190906</pub-id></citation></ref>
<ref id="ref59"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>England</surname><given-names>M.</given-names></name> <name><surname>Dougill</surname><given-names>A.</given-names></name> <name><surname>Stringer</surname><given-names>L.</given-names></name> <name><surname>Vincent</surname><given-names>K.</given-names></name> <name><surname>Pardoe</surname><given-names>J.</given-names></name> <name><surname>Kalaba</surname><given-names>F.</given-names></name> <etal/></person-group>. (<year>2018</year>). <article-title>Climate change adaptation and cross-sectoral policy coherence in southern Africa</article-title>. <source>Reg. Environ. Chang.</source> <volume>18</volume>, <fpage>2059</fpage>&#x2013;<lpage>2071</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s10113-018-1283-0</pub-id></citation></ref>
<ref id="ref60"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Eze</surname><given-names>E.</given-names></name> <name><surname>Siegmund</surname><given-names>A.</given-names></name></person-group> (<year>2024</year>). <article-title>Identifying disaster risk factors and hotspots in Africa from spatiotemporal decadal analyses using INFORM data for risk reduction and sustainable development</article-title>. <source>Sustain. Dev.</source> <volume>32</volume>, <fpage>4020</fpage>&#x2013;<lpage>4041</lpage>. doi: <pub-id pub-id-type="doi">10.1002/sd.2886</pub-id></citation></ref>
<ref id="ref61"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Faiyetole</surname><given-names>A.</given-names></name> <name><surname>Adesina</surname><given-names>F.</given-names></name></person-group> (<year>2017</year>). <article-title>Regional response to climate change and management: an analysis of Africa&#x2019;s capacity</article-title>. <source>Int. J. Clim. Change Strateg. Manag.</source> <volume>9</volume>, <fpage>730</fpage>&#x2013;<lpage>748</lpage>. doi: <pub-id pub-id-type="doi">10.1108/ijccsm-02-2017-0033</pub-id></citation></ref>
<ref id="ref62"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fan</surname><given-names>X.</given-names></name> <name><surname>Miao</surname><given-names>C.</given-names></name> <name><surname>Duan</surname><given-names>Q.</given-names></name> <name><surname>Shen</surname><given-names>C.</given-names></name> <name><surname>Wu</surname><given-names>Y.</given-names></name></person-group> (<year>2021</year>). <article-title>Future climate change hotspots under different 21st century warming scenarios. Earth S</article-title>. <source>Future</source> <volume>9</volume>:<fpage>e2021EF002027</fpage>. doi: <pub-id pub-id-type="doi">10.1029/2021ef002027</pub-id></citation></ref>
<ref id="ref63"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ferrand</surname><given-names>E.</given-names></name> <name><surname>Cecunjanin</surname><given-names>F.</given-names></name></person-group> (<year>2014</year>). <article-title>Potential of rainwater harvesting in a thirsty world: a survey of ancient and traditional rainwater harvesting applications</article-title>. <source>Geogr. Compass</source> <volume>8</volume>, <fpage>395</fpage>&#x2013;<lpage>413</lpage>. doi: <pub-id pub-id-type="doi">10.1111/gec3.12135</pub-id></citation></ref>
<ref id="ref64"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fiawoo</surname><given-names>H.</given-names></name> <name><surname>Tham-Agyekum</surname><given-names>E.</given-names></name> <name><surname>Ankuyi</surname><given-names>F.</given-names></name> <name><surname>Osei</surname><given-names>C.</given-names></name> <name><surname>Bakang</surname><given-names>J.</given-names></name></person-group> (<year>2024</year>). <article-title>Rice farmers&#x2019; adoption of climate-smart agricultural technologies and its effects on yield and income: empirical insights from Ghana</article-title>. <source>SVU-International Journal of Agricultural Sciences</source> <volume>6</volume>, <fpage>120</fpage>&#x2013;<lpage>137</lpage>. doi: <pub-id pub-id-type="doi">10.21608/svuijas.2024.268924.1342</pub-id></citation></ref>
<ref id="ref65"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fillmore</surname><given-names>H.</given-names></name> <name><surname>Singletary</surname><given-names>L.</given-names></name></person-group> (<year>2021</year>). <article-title>Climate data and information needs of indigenous communities on reservation lands: insights from stakeholders in the southwestern United States</article-title>. <source>Clim. Chang.</source> <volume>169</volume>:<fpage>37</fpage>. doi: <pub-id pub-id-type="doi">10.1007/s10584-021-03285-9</pub-id></citation></ref>
<ref id="ref66"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ford</surname><given-names>J.</given-names></name> <name><surname>Berrang-Ford</surname><given-names>L.</given-names></name> <name><surname>Bunce</surname><given-names>A.</given-names></name> <name><surname>McKay</surname><given-names>C.</given-names></name> <name><surname>Irwin</surname><given-names>M.</given-names></name> <name><surname>Pearce</surname><given-names>T.</given-names></name></person-group> (<year>2014</year>). <article-title>The status of climate change adaptation in Africa and Asia</article-title>. <source>Reg. Environ. Chang.</source> <volume>15</volume>, <fpage>801</fpage>&#x2013;<lpage>814</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s10113-014-0648-2</pub-id></citation></ref>
<ref id="ref67"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fry</surname><given-names>A.</given-names></name> <name><surname>Clifford-Holmes</surname><given-names>J.</given-names></name> <name><surname>Palmer</surname><given-names>C.</given-names></name></person-group> (<year>2024</year>). <article-title>A systemic analysis of participatory land and water governance in the Tsitsa River catchment, South Africa</article-title>. <source>Syst. Res. Behav. Sci.</source> <volume>41</volume>, <fpage>771</fpage>&#x2013;<lpage>787</lpage>. doi: <pub-id pub-id-type="doi">10.1002/sres.3051</pub-id></citation></ref>
<ref id="ref68"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gaughan</surname><given-names>A.</given-names></name> <name><surname>Staub</surname><given-names>C.</given-names></name> <name><surname>Hoell</surname><given-names>A.</given-names></name> <name><surname>Weaver</surname><given-names>A.</given-names></name> <name><surname>Waylen</surname><given-names>P.</given-names></name></person-group> (<year>2015</year>). <article-title>Inter- and intra-annual precipitation variability and associated relationships to ENSO and the IOD in southern Africa</article-title>. <source>Int. J. Climatol.</source> <volume>36</volume>, <fpage>1643</fpage>&#x2013;<lpage>1656</lpage>. doi: <pub-id pub-id-type="doi">10.1002/joc.4448</pub-id></citation></ref>
<ref id="ref69"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gebre</surname><given-names>G.</given-names></name> <name><surname>Amekawa</surname><given-names>Y.</given-names></name> <name><surname>Fikadu</surname><given-names>A.</given-names></name> <name><surname>Rahut</surname><given-names>D.</given-names></name></person-group> (<year>2023</year>). <article-title>Farmers&#x2019; use of climate change adaptation strategies and their impacts on food security in Kenya</article-title>. <source>Clim. Risk Manag.</source> <volume>40</volume>:<fpage>100495</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.crm.2023.100495</pub-id>, PMID: <pub-id pub-id-type="pmid">37283879</pub-id></citation></ref>
<ref id="ref70"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gebrehiwot</surname><given-names>K.</given-names></name> <name><surname>Gebrewahid</surname><given-names>M.</given-names></name></person-group> (<year>2016</year>). <article-title>The need for agricultural water management in sub-Saharan Africa</article-title>. <source>J. Water Resour. Protect.</source> <volume>8</volume>, <fpage>835</fpage>&#x2013;<lpage>843</lpage>. doi: <pub-id pub-id-type="doi">10.4236/jwarp.2016.89068</pub-id></citation></ref>
<ref id="ref71"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gemenne</surname><given-names>F.</given-names></name> <name><surname>Blocher</surname><given-names>J.</given-names></name></person-group> (<year>2017</year>). <article-title>How can migration serve adaptation to climate change? Challenges to fleshing out a policy ideal</article-title>. <source>Geogr. J.</source> <volume>183</volume>, <fpage>336</fpage>&#x2013;<lpage>347</lpage>. doi: <pub-id pub-id-type="doi">10.1111/geoj.12205</pub-id></citation></ref>
<ref id="ref72"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Giannini</surname><given-names>A.</given-names></name> <name><surname>N&#x00E9;bi&#x00E9;</surname><given-names>E.</given-names></name> <name><surname>Ba</surname><given-names>D.</given-names></name> <name><surname>Ndiaye</surname><given-names>O.</given-names></name></person-group> (<year>2021</year>). <article-title>Livelihood strategies shape vulnerability of households' food security to climate in Senegal</article-title>. <source>Front. Clim.</source> <volume>3</volume>:<fpage>731036</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fclim.2021.731036</pub-id></citation></ref>
<ref id="ref73"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Giarola</surname><given-names>S.</given-names></name> <name><surname>Sachs</surname><given-names>J.</given-names></name> <name><surname>d&#x2019;Avezac</surname><given-names>M.</given-names></name> <name><surname>Kell</surname><given-names>A.</given-names></name> <name><surname>Hawkes</surname><given-names>A.</given-names></name></person-group> (<year>2022</year>). <article-title>MUSE: an open-source agent-based integrated assessment modelling framework</article-title>. <source>Energ. Strat. Rev.</source> <volume>44</volume>:<fpage>100964</fpage>. doi: <pub-id pub-id-type="doi">10.1016/j.esr.2022.100964</pub-id></citation></ref>
<ref id="ref74"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gleixner</surname><given-names>S.</given-names></name> <name><surname>Demissie</surname><given-names>T.</given-names></name> <name><surname>Diro</surname><given-names>G.</given-names></name></person-group> (<year>2020</year>). <article-title>Did ERA5 improve temperature and precipitation reanalysis over East Africa?</article-title> <source>Atmos.</source> <volume>11</volume>:<fpage>996</fpage>. doi: <pub-id pub-id-type="doi">10.3390/atmos11090996</pub-id></citation></ref>
<ref id="ref75"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gonz&#x00E1;lez</surname><given-names>J.</given-names></name> <name><surname>S&#x00E1;nchez</surname><given-names>A.</given-names></name></person-group> (<year>2022</year>). <article-title>Multilevel predictors of climate change beliefs in Africa</article-title>. <source>PLoS One</source> <volume>17</volume>:<fpage>e0266387</fpage>. doi: <pub-id pub-id-type="doi">10.1371/journal.pone.0266387</pub-id>, PMID: <pub-id pub-id-type="pmid">35381021</pub-id></citation></ref>
<ref id="ref76"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gould</surname><given-names>S.</given-names></name> <name><surname>Rudolph</surname><given-names>L.</given-names></name></person-group> (<year>2015</year>). <article-title>Challenges and opportunities for advancing work on climate change and public health</article-title>. <source>Int. J. Environ. Res. Public Health</source> <volume>12</volume>, <fpage>15649</fpage>&#x2013;<lpage>15672</lpage>. doi: <pub-id pub-id-type="doi">10.3390/ijerph121215010</pub-id>, PMID: <pub-id pub-id-type="pmid">26690194</pub-id></citation></ref>
<ref id="ref77"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Graham</surname><given-names>C.</given-names></name></person-group> (<year>2020</year>). <article-title>Managing climate change: the role of multi-stakeholder partnerships in building climate resilience in sub-Saharan Africa</article-title>. <source>Interdiscip. J. Partnersh. Stud.</source> <volume>7</volume>:<fpage>4</fpage>. doi: <pub-id pub-id-type="doi">10.24926/ijps.v7i2.3386</pub-id></citation></ref>
<ref id="ref78"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gugissa</surname><given-names>D.</given-names></name> <name><surname>Abro</surname><given-names>Z.</given-names></name> <name><surname>Tefera</surname><given-names>T.</given-names></name></person-group> (<year>2022</year>). <article-title>Achieving a climate-change resilient farming system through push-pull technology: evidence from maize farming systems in Ethiopia</article-title>. <source>Sustainability</source> <volume>14</volume>:<fpage>2648</fpage>. doi: <pub-id pub-id-type="doi">10.3390/su14052648</pub-id></citation></ref>
<ref id="ref79"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Harris</surname><given-names>B.</given-names></name> <name><surname>Howe</surname><given-names>P.</given-names></name></person-group> (<year>2023</year>). <article-title>What factors are associated with public support for climate change adaptation policy in the U.S.? Environmental research</article-title>. <source>Communications</source> <volume>5</volume>:<fpage>091003</fpage>. doi: <pub-id pub-id-type="doi">10.1088/2515-7620/acf4e1</pub-id></citation></ref>
<ref id="ref80"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hasan</surname><given-names>E.</given-names></name> <name><surname>Tarhule</surname><given-names>A.</given-names></name> <name><surname>Hong</surname><given-names>Y.</given-names></name> <name><surname>Moore</surname><given-names>B.</given-names></name></person-group> (<year>2019</year>). <article-title>Assessment of physical water scarcity in Africa using GRACE and TRMM satellite data</article-title>. <source>Remote Sens</source> <volume>11</volume>:<fpage>904</fpage>. doi: <pub-id pub-id-type="doi">10.3390/rs11080904</pub-id></citation></ref>
<ref id="ref81"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>He</surname><given-names>C.</given-names></name> <name><surname>Liu</surname><given-names>Z.</given-names></name> <name><surname>Wu</surname><given-names>J.</given-names></name> <name><surname>Pan</surname><given-names>X.</given-names></name> <name><surname>Fang</surname><given-names>Z.</given-names></name> <name><surname>Li</surname><given-names>J.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Future global urban water scarcity and potential solutions</article-title>. <source>Nat. Commun.</source> <volume>12</volume>:<fpage>26</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s41467-021-25026-3</pub-id>, PMID: <pub-id pub-id-type="pmid">34344898</pub-id></citation></ref>
<ref id="ref82"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Heydari</surname><given-names>S.</given-names></name> <name><surname>Vogeler</surname><given-names>J.</given-names></name> <name><surname>Cardenas-Ritzert</surname><given-names>O.</given-names></name> <name><surname>Filippelli</surname><given-names>S.</given-names></name> <name><surname>McHale</surname><given-names>M.</given-names></name> <name><surname>Laituri</surname><given-names>M.</given-names></name></person-group> (<year>2024</year>). <article-title>Multi-tier land use and land cover mapping framework and its application in urbanization analysis in three African countries</article-title>. <source>Remote Sens</source> <volume>16</volume>:<fpage>2677</fpage>. doi: <pub-id pub-id-type="doi">10.3390/rs16142677</pub-id></citation></ref>
<ref id="ref83"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hossain</surname><given-names>F.</given-names></name> <name><surname>Helao</surname><given-names>T.</given-names></name></person-group> (<year>2008</year>). <article-title>Local governance and water resource management: experiences from northern Namibia</article-title>. <source>Public Adm. Dev.</source> <volume>28</volume>, <fpage>200</fpage>&#x2013;<lpage>211</lpage>. doi: <pub-id pub-id-type="doi">10.1002/pad.499</pub-id></citation></ref>
<ref id="ref84"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Huh</surname><given-names>T.</given-names></name> <name><surname>Park</surname><given-names>Y.</given-names></name> <name><surname>Yang</surname><given-names>J.</given-names></name></person-group> (<year>2017</year>). <article-title>Multilateral governance for climate change adaptation in S. Korea: the mechanisms of formulating adaptation policies</article-title>. <source>Sustainability</source> <volume>9</volume>:<fpage>1364</fpage>. doi: <pub-id pub-id-type="doi">10.3390/su9081364</pub-id></citation></ref>
<ref id="ref85"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hulme</surname><given-names>M.</given-names></name></person-group> (<year>2018</year>). <article-title>&#x201C;Gaps&#x201D; in climate change knowledge</article-title>. <source>Environ. Hum.</source> <volume>10</volume>, <fpage>330</fpage>&#x2013;<lpage>337</lpage>. doi: <pub-id pub-id-type="doi">10.1215/22011919-4385599</pub-id></citation></ref>
<ref id="ref86"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hummel</surname><given-names>M.</given-names></name> <name><surname>Hallahan</surname><given-names>B. F.</given-names></name> <name><surname>Brychkova</surname><given-names>G.</given-names></name> <name><surname>Ram&#x00ED;rez-Villegas</surname><given-names>J.</given-names></name> <name><surname>Guwela</surname><given-names>V. F.</given-names></name> <name><surname>Chataika</surname><given-names>B. Y.</given-names></name> <etal/></person-group>. (<year>2018</year>). <article-title>Reduction in nutritional quality and growing area suitability of common bean under climate change induced drought stress in Africa</article-title>. <source>Sci. Rep.</source> <volume>8</volume>:<fpage>16187</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s41598-018-33952-4</pub-id>, PMID: <pub-id pub-id-type="pmid">30385766</pub-id></citation></ref>
<ref id="ref87"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ibrahim</surname><given-names>A.</given-names></name></person-group> (<year>2025</year>). <article-title>Impacts of climate change on food security in Somalia: challenges and adaptation strategies</article-title>. <source>Afr. J. Climate Change Resour. Sustain.</source> <volume>4</volume>, <fpage>130</fpage>&#x2013;<lpage>147</lpage>. doi: <pub-id pub-id-type="doi">10.37284/ajccrs.4.1.2765</pub-id></citation></ref>
<ref id="ref88"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jantz</surname><given-names>S.</given-names></name> <name><surname>Barker</surname><given-names>B.</given-names></name> <name><surname>Brooks</surname><given-names>T.</given-names></name> <name><surname>Chini</surname><given-names>L.</given-names></name> <name><surname>Huang</surname><given-names>Q.</given-names></name> <name><surname>Moore</surname><given-names>R.</given-names></name> <etal/></person-group>. (<year>2015</year>). <article-title>Future habitat loss and extinctions driven by land-use change in biodiversity hotspots under four scenarios of climate-change mitigation</article-title>. <source>Conserv. Biol.</source> <volume>29</volume>, <fpage>1122</fpage>&#x2013;<lpage>1131</lpage>. doi: <pub-id pub-id-type="doi">10.1111/cobi.12549</pub-id>, PMID: <pub-id pub-id-type="pmid">26129841</pub-id></citation></ref>
<ref id="ref89"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Joseph</surname><given-names>S.</given-names></name> <name><surname>Antwi</surname><given-names>M.</given-names></name> <name><surname>Chagwiza</surname><given-names>C.</given-names></name> <name><surname>Rubhara</surname><given-names>T.</given-names></name></person-group> (<year>2021</year>). <article-title>Climate change adaptation strategies and production efficiency: the case of citrus farmers in the Limpopo Province, South Africa</article-title>. <source>J&#x00E0;mb&#x00E1; J. Disaster Risk Stud.</source> <volume>13</volume>:<fpage>93</fpage>. doi: <pub-id pub-id-type="doi">10.4102/jamba.v13i1.1093</pub-id>, PMID: <pub-id pub-id-type="pmid">34917286</pub-id></citation></ref>
<ref id="ref90"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Jurgilevich</surname><given-names>A.</given-names></name> <name><surname>R&#x00E4;s&#x00E4;nen</surname><given-names>A.</given-names></name> <name><surname>Groundstroem</surname><given-names>F.</given-names></name> <name><surname>Juhola</surname><given-names>S.</given-names></name></person-group> (<year>2017</year>). <article-title>A systematic review of dynamics in climate risk and vulnerability assessments</article-title>. <source>Environ. Res. Lett.</source> <volume>12</volume>:<fpage>013002</fpage>. doi: <pub-id pub-id-type="doi">10.1088/1748-9326/aa5508</pub-id></citation></ref>
<ref id="ref91"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kamakaula</surname><given-names>Y.</given-names></name></person-group> (<year>2024</year>). <article-title>Ethnoecology and climate change adaptation in agriculture</article-title>. <source>Global Int. J. Innov. Res.</source> <volume>2</volume>, <fpage>473</fpage>&#x2013;<lpage>485</lpage>. doi: <pub-id pub-id-type="doi">10.59613/global.v2i2.99</pub-id></citation></ref>
<ref id="ref92"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Keane</surname><given-names>R.</given-names></name> <name><surname>Loehman</surname><given-names>R.</given-names></name> <name><surname>Holsinger</surname><given-names>L.</given-names></name> <name><surname>Falk</surname><given-names>D.</given-names></name> <name><surname>Higuera</surname><given-names>P.</given-names></name> <name><surname>Hood</surname><given-names>S.</given-names></name> <etal/></person-group>. (<year>2018</year>). <article-title>Use of landscape simulation modeling to quantify resilience for ecological applications</article-title>. <source>Ecosphere</source> <volume>9</volume>:<fpage>2414</fpage>. doi: <pub-id pub-id-type="doi">10.1002/ecs2.2414</pub-id></citation></ref>
<ref id="ref93"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Khakimov</surname><given-names>P.</given-names></name> <name><surname>Aliev</surname><given-names>J.</given-names></name> <name><surname>Thomas</surname><given-names>T.</given-names></name> <name><surname>Ilyasov</surname><given-names>J.</given-names></name> <name><surname>Dunston</surname><given-names>S.</given-names></name></person-group> (<year>2020</year>). <article-title>Climate change effects on agriculture and food security in Tajikistan</article-title>. <source>J. Eurasian Dev.</source> <volume>2</volume>:<fpage>33</fpage>. doi: <pub-id pub-id-type="doi">10.16997/srjed.33</pub-id></citation></ref>
<ref id="ref94"><citation citation-type="other"><person-group person-group-type="author"><name><surname>Khoza</surname><given-names>S.</given-names></name> <name><surname>Niekerk</surname><given-names>D.</given-names></name> <name><surname>Nemakonde</surname><given-names>L.</given-names></name></person-group> (<year>2021</year>). <source>Rethinking climate-smart agriculture adoption for resilience-building among smallholder farmers: gender-sensitive adoption framework</source>. in African Handbook of Climate Change Adaptation, eds. Oguge, N., Ayal, D., Adeleke, L., da Silva, I. (Cham: Springer). doi: <pub-id pub-id-type="doi">10.1007/978-3-030-45106-6_130</pub-id></citation></ref>
<ref id="ref95"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kifle</surname><given-names>T.</given-names></name> <name><surname>Yayeh</surname><given-names>D.</given-names></name> <name><surname>Mulugeta</surname><given-names>M.</given-names></name></person-group> (<year>2020</year>). <article-title>Determinants of the adoption of climate-smart agricultural practices in Siyadebrina Wayu district, north Shewa, Ethiopia</article-title>. <source>Int. J. Afr. Asian Stud.</source> <volume>68</volume>:<fpage>6808</fpage>. doi: <pub-id pub-id-type="doi">10.7176/jaas/68-08</pub-id></citation></ref>
<ref id="ref96"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kirchhoff</surname><given-names>C.</given-names></name> <name><surname>Watson</surname><given-names>P. L.</given-names></name></person-group> (<year>2019</year>). <article-title>Are wastewater systems adapting to climate change?</article-title> <source>J. Am. Water Resour. Assoc.</source> <volume>55</volume>, <fpage>869</fpage>&#x2013;<lpage>880</lpage>. doi: <pub-id pub-id-type="doi">10.1111/1752-1688.12748</pub-id></citation></ref>
<ref id="ref97"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kom</surname><given-names>Z.</given-names></name> <name><surname>Nethengwe</surname><given-names>N.</given-names></name> <name><surname>Mpandeli</surname><given-names>N.</given-names></name> <name><surname>Chikoore</surname><given-names>H.</given-names></name></person-group> (<year>2020</year>). <article-title>Determinants of small-scale farmers&#x2019; choice and adaptive strategies in response to climatic shocks in Vhembe District</article-title>. <source>South Africa. GeoJ.</source> <volume>87</volume>, <fpage>677</fpage>&#x2013;<lpage>700</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s10708-020-10272-7</pub-id></citation></ref>
<ref id="ref98"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Korovulavula</surname><given-names>I.</given-names></name> <name><surname>Nunn</surname><given-names>P.</given-names></name> <name><surname>Kumar</surname><given-names>R.</given-names></name> <name><surname>Fong</surname><given-names>T.</given-names></name></person-group> (<year>2019</year>). <article-title>Peripherality as key to understanding opportunities and needs for effective and sustainable climate-change adaptation: a case study from Viti Levu Island, Fiji</article-title>. <source>Clim. Dev.</source> <volume>12</volume>, <fpage>888</fpage>&#x2013;<lpage>898</lpage>. doi: <pub-id pub-id-type="doi">10.1080/17565529.2019.1701972</pub-id></citation></ref>
<ref id="ref99"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Krasna</surname><given-names>H.</given-names></name> <name><surname>Czabanowska</surname><given-names>K.</given-names></name> <name><surname>Jiang</surname><given-names>S.</given-names></name> <name><surname>Khadka</surname><given-names>S.</given-names></name> <name><surname>Morita</surname><given-names>H.</given-names></name> <name><surname>Kornfeld</surname><given-names>J.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>The future of careers at the intersection of climate change and public health: what can job postings and an employer survey tell US?</article-title> <source>Int. J. Environ. Res. Public Health</source> <volume>17</volume>:<fpage>1310</fpage>. doi: <pub-id pub-id-type="doi">10.3390/ijerph17041310</pub-id>, PMID: <pub-id pub-id-type="pmid">32085475</pub-id></citation></ref>
<ref id="ref100"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kurgat</surname><given-names>B. K.</given-names></name> <name><surname>Lamanna</surname><given-names>C.</given-names></name> <name><surname>Kimaro</surname><given-names>A. A.</given-names></name> <name><surname>Namoi</surname><given-names>N.</given-names></name> <name><surname>Manda</surname><given-names>L.</given-names></name> <name><surname>Rosenstock</surname><given-names>T. S.</given-names></name></person-group> (<year>2020</year>). <article-title>Adoption of climate-smart agriculture technologies in Tanzania</article-title>. <source>Front. Sustain. Food Syst.</source> <volume>4</volume>:<fpage>55</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fsufs.2020.00055</pub-id></citation></ref>
<ref id="ref101"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Liverman</surname><given-names>D.</given-names></name></person-group> (<year>2024</year>). <article-title>Geography and climate vulnerabilities</article-title>. <source>Trans. Inst. Br. Geogr.</source> <volume>49</volume>:<fpage>e12721</fpage>. doi: <pub-id pub-id-type="doi">10.1111/tran.12721</pub-id></citation></ref>
<ref id="ref102"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mabhaudhi</surname><given-names>T.</given-names></name> <name><surname>Nhamo</surname><given-names>L.</given-names></name> <name><surname>Mpandeli</surname><given-names>S.</given-names></name> <name><surname>Nhemachena</surname><given-names>C.</given-names></name> <name><surname>Senzanje</surname><given-names>A.</given-names></name> <name><surname>Sobratee</surname><given-names>N.</given-names></name> <etal/></person-group>. (<year>2019</year>). <article-title>The water-energy-food nexus as a tool to transform rural livelihoods and well-being in southern Africa</article-title>. <source>Int. J. Environ. Res. Public Health</source> <volume>16</volume>:<fpage>2970</fpage>. doi: <pub-id pub-id-type="doi">10.3390/ijerph16162970</pub-id>, PMID: <pub-id pub-id-type="pmid">31426610</pub-id></citation></ref>
<ref id="ref103"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Macharia</surname><given-names>D.</given-names></name> <name><surname>Kaijage</surname><given-names>E.</given-names></name> <name><surname>Kindberg</surname><given-names>L.</given-names></name> <name><surname>Koech</surname><given-names>G.</given-names></name> <name><surname>Ndungu</surname><given-names>L.</given-names></name> <name><surname>Wahome</surname><given-names>A.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Mapping climate vulnerability of river basin communities in Tanzania to inform resilience interventions</article-title>. <source>Sustainability</source> <volume>12</volume>:<fpage>4102</fpage>. doi: <pub-id pub-id-type="doi">10.3390/su12104102</pub-id></citation></ref>
<ref id="ref104"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mayer</surname><given-names>N.</given-names></name> <name><surname>Darebo</surname><given-names>T.</given-names></name> <name><surname>Fourie</surname><given-names>E.</given-names></name> <name><surname>Bosse</surname><given-names>G.</given-names></name></person-group> (<year>2023</year>). <article-title>Climate variability and development interventions influence migration aspirations and capabilities of project beneficiaries in southern Ethiopia</article-title>. <source>Migr. Dev.</source> <volume>12</volume>, <fpage>68</fpage>&#x2013;<lpage>90</lpage>. doi: <pub-id pub-id-type="doi">10.1177/21632324231194762</pub-id></citation></ref>
<ref id="ref105"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>McNally</surname><given-names>A.</given-names></name> <name><surname>Verdin</surname><given-names>K.</given-names></name> <name><surname>Harrison</surname><given-names>L.</given-names></name> <name><surname>Getirana</surname><given-names>A.</given-names></name> <name><surname>Jacob</surname><given-names>J.</given-names></name> <name><surname>Shukla</surname><given-names>S.</given-names></name> <etal/></person-group>. (<year>2019</year>). <article-title>Acute water-scarcity monitoring for Africa</article-title>. <source>Water</source> <volume>11</volume>:<fpage>1968</fpage>. doi: <pub-id pub-id-type="doi">10.3390/w11101968</pub-id></citation></ref>
<ref id="ref106"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mechiche-Alami</surname><given-names>A.</given-names></name> <name><surname>Abdi</surname><given-names>A.</given-names></name></person-group> (<year>2020</year>). <article-title>Agricultural productivity in relation to climate and cropland management in West Africa</article-title>. <source>Sci. Rep.</source> <volume>10</volume>:<fpage>3393</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s41598-020-59943-y</pub-id>, PMID: <pub-id pub-id-type="pmid">32098992</pub-id></citation></ref>
<ref id="ref107"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Meechang</surname><given-names>K.</given-names></name> <name><surname>Leelawat</surname><given-names>N.</given-names></name> <name><surname>Tang</surname><given-names>J.</given-names></name> <name><surname>Kodaka</surname><given-names>A.</given-names></name> <name><surname>Chintanapakdee</surname><given-names>C.</given-names></name></person-group> (<year>2020</year>). <article-title>The acceptance of using information technology for disaster risk management: a systematic review</article-title>. <source>Eng. J.</source> <volume>24</volume>, <fpage>111</fpage>&#x2013;<lpage>132</lpage>. doi: <pub-id pub-id-type="doi">10.4186/ej.2020.24.4.111</pub-id></citation></ref>
<ref id="ref108"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mercer</surname><given-names>J.</given-names></name> <name><surname>Kelman</surname><given-names>I.</given-names></name> <name><surname>Taranis</surname><given-names>L.</given-names></name> <name><surname>Suchet-Pearson</surname><given-names>S.</given-names></name></person-group> (<year>2010</year>). <article-title>Framework for integrating indigenous and scientific knowledge for disaster risk reduction</article-title>. <source>Disasters</source> <volume>34</volume>, <fpage>214</fpage>&#x2013;<lpage>239</lpage>. doi: <pub-id pub-id-type="doi">10.1111/j.1467-7717.2009.01126.x</pub-id>, PMID: <pub-id pub-id-type="pmid">19793324</pub-id></citation></ref>
<ref id="ref109"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mganga</surname><given-names>K.</given-names></name> <name><surname>Bosma</surname><given-names>L.</given-names></name> <name><surname>Amollo</surname><given-names>K.</given-names></name> <name><surname>Kioko</surname><given-names>T.</given-names></name> <name><surname>Kadenyi</surname><given-names>N.</given-names></name> <name><surname>Ndathi</surname><given-names>A.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Combining rainwater harvesting and grass reseeding to revegetate denuded African semi-arid landscapes</article-title>. <source>Anthr. Sci.</source> <volume>1</volume>, <fpage>80</fpage>&#x2013;<lpage>90</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s44177-021-00007-9</pub-id></citation></ref>
<ref id="ref110"><citation citation-type="book"><person-group person-group-type="author"><name><surname>Mirzabaev</surname><given-names>A.</given-names></name></person-group> (<year>2017</year>). &#x201C;<article-title>Improving the resilience of central Asian agriculture to weather variability and climate change</article-title>&#x201D; in <source>Climate Smart Agriculture. Natural Resource Management and Policy</source>. eds. <person-group person-group-type="editor"><name><surname>Lipper</surname><given-names>L.</given-names></name> <name><surname>McCarthy</surname><given-names>N.</given-names></name> <name><surname>Zilberman</surname><given-names>D.</given-names></name> <name><surname>Asfaw</surname><given-names>S.</given-names></name> <name><surname>Branca</surname><given-names>G.</given-names></name></person-group> (<publisher-loc>Cham</publisher-loc>: <publisher-name>Springer</publisher-name>).</citation></ref>
<ref id="ref111"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Moser</surname><given-names>S. C.</given-names></name> <name><surname>Ekstrom</surname><given-names>J. A.</given-names></name> <name><surname>Kim</surname><given-names>J.</given-names></name> <name><surname>Heitsch</surname><given-names>S.</given-names></name></person-group> (<year>2019</year>). <article-title>Adaptation finance archetypes: local governments&#x2019; persistent challenges of funding adaptation to climate change and ways to overcome them</article-title>. <source>Ecol. Soc.</source> <volume>24</volume>:<fpage>951</fpage>.</citation></ref>
<ref id="ref112"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Motsumi</surname><given-names>M.</given-names></name> <name><surname>Nemakonde</surname><given-names>L.</given-names></name></person-group> (<year>2024</year>). <article-title>A framework to integrate indigenous knowledge into disaster risk reduction to build disaster resilience: insights from rural South Africa</article-title>. <source>Disaster Prevent. Manag.</source> <volume>33</volume>, <fpage>73</fpage>&#x2013;<lpage>85</lpage>. doi: <pub-id pub-id-type="doi">10.1108/dpm-08-2024-0220</pub-id></citation></ref>
<ref id="ref113"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mthembu</surname><given-names>N. N.</given-names></name> <name><surname>Zwane</surname><given-names>E. M.</given-names></name></person-group> (<year>2017</year>). <article-title>The adaptive capacity of smallholder mixed-farming systems to the impact of climate change: the case of KwaZulu-Natal in South Africa</article-title>. <source>J&#x00E0;mb&#x00E1; J. Disaster Risk Stud.</source> <volume>9</volume>:<fpage>a469</fpage>. doi: <pub-id pub-id-type="doi">10.4102/jamba.v9i1.469</pub-id>, PMID: <pub-id pub-id-type="pmid">29955348</pub-id></citation></ref>
<ref id="ref114"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>M&#x00FC;ller</surname><given-names>C.</given-names></name> <name><surname>Waha</surname><given-names>K.</given-names></name> <name><surname>Bondeau</surname><given-names>A.</given-names></name> <name><surname>Heinke</surname><given-names>J.</given-names></name></person-group> (<year>2014</year>). <article-title>Hotspots of climate change impacts in sub-Saharan Africa and implications for adaptation and development</article-title>. <source>Glob. Chang. Biol.</source> <volume>20</volume>, <fpage>2505</fpage>&#x2013;<lpage>2517</lpage>. doi: <pub-id pub-id-type="doi">10.1111/gcb.12586</pub-id>, PMID: <pub-id pub-id-type="pmid">24796720</pub-id></citation></ref>
<ref id="ref115"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nandini</surname><given-names>H.</given-names></name> <name><surname>Venkataramana</surname><given-names>M.</given-names></name> <name><surname>Anil</surname><given-names>K.</given-names></name> <name><surname>Thimmegowda</surname><given-names>M.</given-names></name></person-group> (<year>2023</year>). <article-title>Determinants of adoption of climate smart agricultural technologies among farm households in southern Karnataka, India</article-title>. <source>Int. J. Environ. Clim. Change</source> <volume>13</volume>, <fpage>4354</fpage>&#x2013;<lpage>4366</lpage>. doi: <pub-id pub-id-type="doi">10.9734/ijecc/2023/v13i113616</pub-id></citation></ref>
<ref id="ref116"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Neate-Clegg</surname><given-names>M.</given-names></name> <name><surname>Stanley</surname><given-names>T.</given-names></name> <name><surname>&#x015E;ekercio&#x011F;lu</surname><given-names>&#x00C7;.</given-names></name> <name><surname>Newmark</surname><given-names>W.</given-names></name></person-group> (<year>2021</year>). <article-title>Temperature-associated decreases in demographic rates of Afrotropical bird species over 30 years</article-title>. <source>Glob. Change Biol.</source> <volume>27</volume>, <fpage>2254</fpage>&#x2013;<lpage>2268</lpage>. doi: <pub-id pub-id-type="doi">10.1111/gcb.15567</pub-id>, PMID: <pub-id pub-id-type="pmid">33687129</pub-id></citation></ref>
<ref id="ref117"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nesterova</surname><given-names>Y.</given-names></name></person-group> (<year>2020</year>). <article-title>Rethinking environmental education with the help of indigenous ways of knowing and traditional ecological knowledge</article-title>. <source>J. Philos. Educ.</source> <volume>54</volume>, <fpage>1047</fpage>&#x2013;<lpage>1052</lpage>. doi: <pub-id pub-id-type="doi">10.1111/1467-9752.12471</pub-id></citation></ref>
<ref id="ref118"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nhamo</surname><given-names>L.</given-names></name> <name><surname>Ndlela</surname><given-names>B.</given-names></name> <name><surname>Nhemachena</surname><given-names>C.</given-names></name> <name><surname>Mabhaudhi</surname><given-names>T.</given-names></name> <name><surname>Mpandeli</surname><given-names>S.</given-names></name> <name><surname>Matchaya</surname><given-names>G.</given-names></name></person-group> (<year>2018</year>). <article-title>The water-energy-food nexus: climate risks and opportunities in southern Africa</article-title>. <source>Water</source> <volume>10</volume>:<fpage>567</fpage>. doi: <pub-id pub-id-type="doi">10.3390/w10050567</pub-id></citation></ref>
<ref id="ref119"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nigatu</surname><given-names>A.</given-names></name> <name><surname>Asamoah</surname><given-names>B.</given-names></name> <name><surname>Kloos</surname><given-names>H.</given-names></name></person-group> (<year>2014</year>). <article-title>Knowledge and perceptions about the health impact of climate change among health sciences students in Ethiopia: a cross-sectional study</article-title>. <source>BMC Public Health</source> <volume>14</volume>:<fpage>587</fpage>. doi: <pub-id pub-id-type="doi">10.1186/1471-2458-14-587</pub-id>, PMID: <pub-id pub-id-type="pmid">24916631</pub-id></citation></ref>
<ref id="ref120"><citation citation-type="book"><person-group person-group-type="author"><name><surname>Nkonya</surname><given-names>E.</given-names></name> <name><surname>Koo</surname><given-names>J.</given-names></name> <name><surname>Kato</surname><given-names>E.</given-names></name> <name><surname>Johnson</surname><given-names>T.</given-names></name></person-group> (<year>2017</year>). &#x201C;<article-title>Climate risk management through sustainable land and water management in sub-Saharan Africa</article-title>&#x201D; in <source>Climate Smart Agriculture. Natural Resource Management and Policy</source>. eds. <person-group person-group-type="editor"><name><surname>Lipper</surname><given-names>L.</given-names></name> <name><surname>McCarthy</surname><given-names>N.</given-names></name> <name><surname>Zilberman</surname><given-names>D.</given-names></name> <name><surname>Asfaw</surname><given-names>S.</given-names></name> <name><surname>Branca</surname><given-names>G.</given-names></name></person-group> (<publisher-loc>Cham</publisher-loc>: <publisher-name>Springer</publisher-name>).</citation></ref>
<ref id="ref121"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nyadzi</surname><given-names>E.</given-names></name> <name><surname>Ajayi</surname><given-names>O.</given-names></name> <name><surname>Ludwig</surname><given-names>F.</given-names></name></person-group> (<year>2021</year>). <article-title>Indigenous knowledge and climate change adaptation in Africa: a systematic review</article-title>. <source>CAB Rev.</source> <volume>2021</volume>:<fpage>116029</fpage>. doi: <pub-id pub-id-type="doi">10.1079/pavsnnr202116029</pub-id></citation></ref>
<ref id="ref122"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Obradovich</surname><given-names>N.</given-names></name> <name><surname>Migliorini</surname><given-names>R.</given-names></name> <name><surname>Mednick</surname><given-names>S.</given-names></name> <name><surname>Fowler</surname><given-names>J.</given-names></name></person-group> (<year>2017</year>). <article-title>Nighttime temperature and human sleep loss in a changing climate</article-title>. <source>Sci. Adv.</source> <volume>3</volume>:<fpage>e1601555</fpage>. doi: <pub-id pub-id-type="doi">10.1126/sciadv.1601555</pub-id>, PMID: <pub-id pub-id-type="pmid">28560320</pub-id></citation></ref>
<ref id="ref123"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Olabanji</surname><given-names>M.</given-names></name> <name><surname>Ndarana</surname><given-names>T.</given-names></name> <name><surname>Davis</surname><given-names>N.</given-names></name></person-group> (<year>2020</year>). <article-title>Impact of climate change on crop production and potential adaptive measures in the Olifants catchment, South Africa</article-title>. <source>Climate</source> <volume>9</volume>:<fpage>6</fpage>. doi: <pub-id pub-id-type="doi">10.3390/cli9010006</pub-id></citation></ref>
<ref id="ref124"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Omer</surname><given-names>A.</given-names></name> <name><surname>Essl</surname><given-names>F.</given-names></name> <name><surname>Dullinger</surname><given-names>S.</given-names></name> <name><surname>Lenzner</surname><given-names>B.</given-names></name> <name><surname>Garc&#x00ED;a-Rodr&#x00ED;guez</surname><given-names>A.</given-names></name> <name><surname>Moser</surname><given-names>D.</given-names></name> <etal/></person-group>. (<year>2024</year>). <article-title>Invasion risk of the currently cultivated alien flora in southern Africa is predicted to decline under climate change</article-title>. <source>Ecography</source> <volume>6</volume>:<fpage>e07010</fpage>. doi: <pub-id pub-id-type="doi">10.22541/au.168881647.70708400/v1</pub-id></citation></ref>
<ref id="ref125"><citation citation-type="book"><person-group person-group-type="author"><name><surname>Onyeneke</surname><given-names>R.</given-names></name> <name><surname>Nwajiuba</surname><given-names>C.</given-names></name> <name><surname>Tegler</surname><given-names>B.</given-names></name> <name><surname>Nwajiuba</surname><given-names>C.</given-names></name></person-group> (<year>2021</year>). &#x201C;<article-title>Evidence-based policy development: national adaptation strategy and plan of action on climate change for Nigeria (NASPA-CCN)</article-title>&#x201D; in <source>African handbook of climate change adaptation</source>. eds. <person-group person-group-type="editor"><name><surname>Oguge</surname><given-names>N.</given-names></name> <name><surname>Ayal</surname><given-names>D.</given-names></name> <name><surname>Adeleke</surname><given-names>L.</given-names></name> <name><surname>Silva</surname><given-names>I.</given-names></name></person-group> (<publisher-loc>Cham</publisher-loc>: <publisher-name>Springer</publisher-name>).</citation></ref>
<ref id="ref126"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Orr</surname><given-names>A.</given-names></name> <name><surname>Ahmad</surname><given-names>B.</given-names></name> <name><surname>Alam</surname><given-names>U.</given-names></name> <name><surname>Appadurai</surname><given-names>A.</given-names></name> <name><surname>Bharucha</surname><given-names>Z.</given-names></name> <name><surname>Biemans</surname><given-names>H.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Knowledge priorities on climate change and water in the upper Indus Basin: A horizon scanning exercise to identify the top 100 research questions in social and natural sciences</article-title>. <source>Earth Future</source> <volume>10</volume>:<fpage>619</fpage>. doi: <pub-id pub-id-type="doi">10.1029/2021ef002619</pub-id></citation></ref>
<ref id="ref127"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Osei</surname><given-names>B.</given-names></name></person-group> (<year>2023</year>). <article-title>Indigenous water resource conservation practices in contemporary Ghanaian society</article-title>. <source>Univ. J. Soc. Sci. Hum.</source> <volume>3</volume>, <fpage>1</fpage>&#x2013;<lpage>10</lpage>. doi: <pub-id pub-id-type="doi">10.31586/ujssh.2023.573</pub-id></citation></ref>
<ref id="ref128"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Parkes</surname><given-names>B.</given-names></name> <name><surname>Challinor</surname><given-names>A.</given-names></name> <name><surname>Nicklin</surname><given-names>K.</given-names></name></person-group> (<year>2015</year>). <article-title>Crop failure rates in a geoengineered climate: impact of climate change and marine cloud brightening</article-title>. <source>Environ. Res. Lett.</source> <volume>10</volume>:<fpage>084003</fpage>. doi: <pub-id pub-id-type="doi">10.1088/1748-9326/10/8/084003</pub-id></citation></ref>
<ref id="ref129"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Pasquini</surname><given-names>L.</given-names></name> <name><surname>Ziervogel</surname><given-names>G.</given-names></name> <name><surname>Cowling</surname><given-names>R.</given-names></name> <name><surname>Shearing</surname><given-names>C.</given-names></name></person-group> (<year>2014</year>). <article-title>What enables local governments to mainstream climate change adaptation? Lessons learned from two municipal case studies in the Western cape, South Africa</article-title>. <source>Clim. Dev.</source> <volume>7</volume>, <fpage>60</fpage>&#x2013;<lpage>70</lpage>. doi: <pub-id pub-id-type="doi">10.1080/17565529.2014.886994</pub-id></citation></ref>
<ref id="ref130"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Perez</surname><given-names>E. C.</given-names></name> <name><surname>Fuentes</surname><given-names>I.</given-names></name> <name><surname>Jack</surname><given-names>C.</given-names></name> <name><surname>Kruczkiewicz</surname><given-names>A.</given-names></name> <name><surname>Pinto</surname><given-names>I.</given-names></name> <name><surname>Stephens</surname><given-names>E.</given-names></name></person-group> (<year>2022</year>). <article-title>Different types of drought under climate change or geoengineering: systematic review of societal implications</article-title>. <source>Front. Clim.</source> <volume>4</volume>:<fpage>959519</fpage>. doi: <pub-id pub-id-type="doi">10.3389/fclim.2022.959519</pub-id></citation></ref>
<ref id="ref131"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Pimpa</surname><given-names>N.</given-names></name></person-group> (<year>2024</year>). <article-title>Addressing climate change challenges in Thailand&#x2019;s agricultural economy</article-title>. <source>J. Ecohuman.</source> <volume>3</volume>:<fpage>5182</fpage>. doi: <pub-id pub-id-type="doi">10.62754/joe.v3i8.5182</pub-id></citation></ref>
<ref id="ref132"><citation citation-type="book"><person-group person-group-type="author"><name><surname>Popoola</surname><given-names>K.</given-names></name> <name><surname>Jerneck</surname><given-names>A.</given-names></name> <name><surname>Ajayi</surname><given-names>S.</given-names></name></person-group> (<year>2020</year>). &#x201C;<article-title>Climate variability and rural livelihood security: impacts and implications</article-title>&#x201D; in <source>African handbook of climate change adaptation</source>. eds. <person-group person-group-type="editor"><name><surname>Leal Filho</surname><given-names>W.</given-names></name> <name><surname>Oguge</surname><given-names>N.</given-names></name> <name><surname>Ayal</surname><given-names>D.</given-names></name> <name><surname>Adelake</surname><given-names>L.</given-names></name> <name><surname>Silva</surname><given-names>I.</given-names></name></person-group> (<publisher-loc>Cham</publisher-loc>: <publisher-name>Springer</publisher-name>).</citation></ref>
<ref id="ref133"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Purcell</surname><given-names>R.</given-names></name> <name><surname>McGirr</surname><given-names>J.</given-names></name></person-group> (<year>2017</year>). <article-title>Rural health service managers' perspectives on preparing rural health services for climate change</article-title>. <source>Aust. J. Rural Health</source> <volume>26</volume>, <fpage>20</fpage>&#x2013;<lpage>25</lpage>. doi: <pub-id pub-id-type="doi">10.1111/ajr.12374</pub-id>, PMID: <pub-id pub-id-type="pmid">28815911</pub-id></citation></ref>
<ref id="ref134"><citation citation-type="book"><person-group person-group-type="author"><name><surname>Quenum</surname><given-names>G.</given-names></name> <name><surname>Klutse</surname><given-names>N.</given-names></name> <name><surname>Alamou</surname><given-names>E.</given-names></name> <name><surname>Lawin</surname><given-names>A.</given-names></name> <name><surname>Oguntunde</surname><given-names>P.</given-names></name></person-group> (<year>2021</year>). &#x201C;<article-title>Precipitation variability in West Africa in the context of global warming and adaptation recommendations</article-title>&#x201D; in <source>African handbook of climate change adaptation</source>. eds. <person-group person-group-type="editor"><name><surname>Oguge</surname><given-names>N.</given-names></name> <name><surname>Ayal</surname><given-names>D.</given-names></name> <name><surname>Adeleke</surname><given-names>L.</given-names></name> <name><surname>Silva</surname><given-names>I.</given-names></name></person-group> (<publisher-loc>Cham</publisher-loc>: <publisher-name>Springer</publisher-name>).</citation></ref>
<ref id="ref135"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Quintana</surname><given-names>A.</given-names></name> <name><surname>Mayhew</surname><given-names>S.</given-names></name> <name><surname>Kovats</surname><given-names>S.</given-names></name> <name><surname>Gilson</surname><given-names>L.</given-names></name></person-group> (<year>2024</year>). <article-title>A story of (in)coherence: climate adaptation for health in south African policies</article-title>. <source>Health Policy Plan.</source> <volume>39</volume>, <fpage>400</fpage>&#x2013;<lpage>411</lpage>. doi: <pub-id pub-id-type="doi">10.1093/heapol/czae011</pub-id>, PMID: <pub-id pub-id-type="pmid">38491988</pub-id></citation></ref>
<ref id="ref136"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rahman</surname><given-names>M.</given-names></name> <name><surname>Alam</surname><given-names>K.</given-names></name></person-group> (<year>2016</year>). <article-title>Forest dependent indigenous communities&#x2019; perception and adaptation to climate change through local knowledge in the protected area&#x2014;a Bangladesh case study</article-title>. <source>Climate</source> <volume>4</volume>:<fpage>12</fpage>. doi: <pub-id pub-id-type="doi">10.3390/cli4010012</pub-id></citation></ref>
<ref id="ref137"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ranabhat</surname><given-names>S.</given-names></name> <name><surname>Ghate</surname><given-names>R.</given-names></name> <name><surname>Bhatta</surname><given-names>L.</given-names></name> <name><surname>Agrawal</surname><given-names>N.</given-names></name> <name><surname>Tankha</surname><given-names>S.</given-names></name></person-group> (<year>2018</year>). <article-title>Policy coherence and interplay between climate change adaptation policies and the forestry sector in Nepal</article-title>. <source>Environ. Manag.</source> <volume>61</volume>, <fpage>968</fpage>&#x2013;<lpage>980</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s00267-018-1027-4</pub-id>, PMID: <pub-id pub-id-type="pmid">29605830</pub-id></citation></ref>
<ref id="ref138"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rankoana</surname><given-names>S.</given-names></name></person-group> (<year>2020</year>). <article-title>Climate change impacts on water resources in a rural community in Limpopo province, South Africa: a community-based adaptation to water insecurity</article-title>. <source>Int. J. Clim. Change Strateg. Manag.</source> <volume>12</volume>, <fpage>587</fpage>&#x2013;<lpage>598</lpage>. doi: <pub-id pub-id-type="doi">10.1108/ijccsm-04-2020-0033</pub-id></citation></ref>
<ref id="ref139"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rankoana</surname><given-names>S.</given-names></name></person-group> (<year>2023</year>). <article-title>A review of rural communities&#x2019; vulnerability to climate change: the case of Limpopo province in South Africa</article-title>. <source>Int. J. Environ. Sustain. Soc. Sci.</source> <volume>4</volume>, <fpage>1742</fpage>&#x2013;<lpage>1754</lpage>. doi: <pub-id pub-id-type="doi">10.38142/ijesss.v4i6.722</pub-id></citation></ref>
<ref id="ref140"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rivero-Romero</surname><given-names>A.</given-names></name> <name><surname>Moreno-Calles</surname><given-names>A.</given-names></name> <name><surname>Casas</surname><given-names>A.</given-names></name> <name><surname>Melgoza-Castillo</surname><given-names>A.</given-names></name> <name><surname>Camou-Guerrero</surname><given-names>A.</given-names></name></person-group> (<year>2016</year>). <article-title>Traditional climate knowledge: a case study in a peasant community of Tlaxcala, Mexico</article-title>. <source>J. Ethnobiol. Ethnomed.</source> <volume>12</volume>:<fpage>33</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s13002-016-0105-z</pub-id></citation></ref>
<ref id="ref9001"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Roy</surname><given-names>T.</given-names></name> <name><surname>Siddika</surname><given-names>S.</given-names></name> <name><surname>Sresto</surname><given-names>M.</given-names></name></person-group> (<year>2022</year>). <article-title>Assessment of urban resiliency concerning disaster risk: a review on multi-dimensional approaches</article-title>. <source>J. Eng. Sci.</source> <volume>12</volume>, <fpage>111</fpage>&#x2013;<lpage>125</lpage>. doi: <pub-id pub-id-type="doi">10.3329/jes.v12i3.57484</pub-id></citation></ref>
<ref id="ref141"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sahani</surname><given-names>A.</given-names></name> <name><surname>Gupta</surname><given-names>G.</given-names></name> <name><surname>Anand</surname><given-names>S.</given-names></name> <name><surname>Sharma</surname><given-names>V.</given-names></name> <name><surname>Singh</surname><given-names>R.</given-names></name> <name><surname>Kamil</surname><given-names>A.</given-names></name> <etal/></person-group>. (<year>2025</year>). <article-title>Indigenous knowledge and water conservation practices in South Africa: a systematic literature review</article-title>. <source>J. Environ. Earth Sci.</source> <volume>7</volume>:<fpage>7988</fpage>. doi: <pub-id pub-id-type="doi">10.30564/jees.v7i2.7988</pub-id></citation></ref>
<ref id="ref142"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Salamanca</surname><given-names>A.</given-names></name> <name><surname>Navarro-Cerrillo</surname><given-names>R.</given-names></name> <name><surname>Quero-P&#x00E9;rez</surname><given-names>J.</given-names></name> <name><surname>Gallardo</surname><given-names>B.</given-names></name> <name><surname>Crozier</surname><given-names>J.</given-names></name> <name><surname>Stirling</surname><given-names>C.</given-names></name> <etal/></person-group>. (<year>2023</year>). <article-title>Vulnerability of cocoa-based agroforestry systems to climate change in West Africa</article-title>. <source>Sci. Rep.</source> <volume>13</volume>:<fpage>10033</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s41598-023-37180-3</pub-id></citation></ref>
<ref id="ref143"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Samuel</surname><given-names>S.</given-names></name> <name><surname>Tsidu</surname><given-names>G.</given-names></name> <name><surname>Dosio</surname><given-names>A.</given-names></name> <name><surname>Mphale</surname><given-names>K.</given-names></name></person-group> (<year>2024</year>). <article-title>Assessment of historical and future mean and extreme precipitation over sub-Saharan Africa using NEX-GDDP-CMIP6: part I&#x2014;evaluation of historical simulation</article-title>. <source>Int. J. Climatol.</source> <volume>45</volume>:<fpage>8672</fpage>. doi: <pub-id pub-id-type="doi">10.1002/joc.8672</pub-id></citation></ref>
<ref id="ref144"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sanni</surname><given-names>O.</given-names></name> <name><surname>Salami</surname><given-names>B.</given-names></name> <name><surname>Oluwasina</surname><given-names>F.</given-names></name> <name><surname>Ojo</surname><given-names>F.</given-names></name> <name><surname>Kennedy</surname><given-names>M.</given-names></name></person-group> (<year>2022</year>). <article-title>Climate change and African migrant health</article-title>. <source>Int. J. Environ. Res. Public Health</source> <volume>19</volume>:<fpage>16867</fpage>. doi: <pub-id pub-id-type="doi">10.3390/ijerph192416867</pub-id>, PMID: <pub-id pub-id-type="pmid">36554749</pub-id></citation></ref>
<ref id="ref145"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sanogo</surname><given-names>D.</given-names></name> <name><surname>Ndour</surname><given-names>B.</given-names></name> <name><surname>Sall</surname><given-names>M.</given-names></name> <name><surname>Tour&#x00E9;</surname><given-names>K.</given-names></name> <name><surname>Diop</surname><given-names>M.</given-names></name> <name><surname>Camara</surname><given-names>B.</given-names></name> <etal/></person-group>. (<year>2017</year>). <article-title>Participatory diagnosis and development of climate change adaptive capacity in the groundnut basin of Senegal: building a climate-smart village model</article-title>. <source>Agric. Food Secur.</source> <volume>6</volume>:<fpage>13</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s40066-017-0091-y</pub-id></citation></ref>
<ref id="ref146"><citation citation-type="other"><person-group person-group-type="author"><name><surname>Santos</surname><given-names>S.</given-names></name> <name><surname>Adams</surname><given-names>E.</given-names></name> <name><surname>Neville</surname><given-names>G.</given-names></name> <name><surname>Wada</surname><given-names>Y.</given-names></name> <name><surname>Sherbinin</surname><given-names>A.</given-names></name> <name><surname>Bernhardt</surname><given-names>E.</given-names></name> <etal/></person-group>. (<year>2017</year>). <article-title>Urban growth and water access in sub-Saharan Africa: progress, challenges, and emerging research directions</article-title>. <source>Sci. Total Environ.</source>, <volume>607</volume>&#x2013;608, <fpage>497</fpage>&#x2013;<lpage>508</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.scitotenv.2017.06.157</pub-id></citation></ref>
<ref id="ref147"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sarfo-Adu</surname><given-names>G. K.</given-names></name> <name><surname>Kokofu</surname><given-names>H. K.</given-names></name></person-group> (<year>2023</year>). <article-title>Climate vulnerability, justice, and financing nexus: a case for optimizing climate interventions</article-title>. <source>Global J. Sci. Front. Res.</source> <volume>27</volume>:<fpage>17</fpage>. doi: <pub-id pub-id-type="doi">10.34257/gjsfrhvol23is5pg17</pub-id></citation></ref>
<ref id="ref148"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sarr</surname><given-names>A. B.</given-names></name> <name><surname>Sultan</surname><given-names>B.</given-names></name></person-group> (<year>2022</year>). <article-title>Predicting crop yields in Senegal using machine learning methods</article-title>. <source>Int. J. Climatol.</source> <volume>43</volume>, <fpage>1817</fpage>&#x2013;<lpage>1838</lpage>. doi: <pub-id pub-id-type="doi">10.1002/joc.7947</pub-id></citation></ref>
<ref id="ref149"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Scherer</surname><given-names>L.</given-names></name> <name><surname>Verburg</surname><given-names>P.</given-names></name></person-group> (<year>2017</year>). <article-title>Mapping and linking supply- and demand-side measures in climate-smart agriculture. A review</article-title>. <source>Agron. Sustain. Dev.</source> <volume>37</volume>:<fpage>66</fpage>. doi: <pub-id pub-id-type="doi">10.1007/s13593-017-0475-1</pub-id></citation></ref>
<ref id="ref150"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Schroth</surname><given-names>G.</given-names></name> <name><surname>L&#x00E4;derach</surname><given-names>P.</given-names></name> <name><surname>Martinez&#x2013;Valle</surname><given-names>A.</given-names></name> <name><surname>Bunn</surname><given-names>C.</given-names></name></person-group> (<year>2016</year>). <article-title>From site-level to regional adaptation planning for tropical commodities: cocoa in West Africa</article-title>. <source>Mitig. Adapt. Strateg. Glob. Change</source> <volume>22</volume>, <fpage>903</fpage>&#x2013;<lpage>927</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s11027-016-9707-y</pub-id></citation></ref>
<ref id="ref151"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Scotti</surname><given-names>I.</given-names></name> <name><surname>Ievoli</surname><given-names>C.</given-names></name> <name><surname>Bindi</surname><given-names>L.</given-names></name> <name><surname>Bispini</surname><given-names>S.</given-names></name> <name><surname>Belliggiano</surname><given-names>A.</given-names></name></person-group> (<year>2023</year>). <article-title>Facing climate vulnerability in mountain areas: the role of rural actors&#x2019; agency and situated knowledge production</article-title>. <source>Sustainability</source> <volume>15</volume>:<fpage>15877</fpage>. doi: <pub-id pub-id-type="doi">10.3390/su152215877</pub-id></citation></ref>
<ref id="ref152"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Selvaraju</surname><given-names>R.</given-names></name> <name><surname>Gommes</surname><given-names>R.</given-names></name> <name><surname>Bernardi</surname><given-names>M.</given-names></name></person-group> (<year>2011</year>). <article-title>Climate science in support of sustainable agriculture and food security</article-title>. <source>Clim. Res.</source> <volume>47</volume>, <fpage>95</fpage>&#x2013;<lpage>110</lpage>. doi: <pub-id pub-id-type="doi">10.3354/cr00954</pub-id></citation></ref>
<ref id="ref153"><citation citation-type="book"><person-group person-group-type="author"><name><surname>Shammin</surname><given-names>M.</given-names></name> <name><surname>Haque</surname><given-names>A.</given-names></name> <name><surname>Faisal</surname><given-names>I.</given-names></name></person-group> (<year>2021</year>). &#x201C;<article-title>A framework for climate resilient community-based adaptation</article-title>&#x201D; in <source>Climate change and community resilience</source>. eds. <person-group person-group-type="editor"><name><surname>Haque</surname><given-names>A. K. E.</given-names></name> <name><surname>Mukhopadhyay</surname><given-names>P.</given-names></name> <name><surname>Nepal</surname><given-names>M.</given-names></name> <name><surname>Shammin</surname><given-names>M. R.</given-names></name></person-group> (<publisher-loc>Singapore</publisher-loc>: <publisher-name>Springer</publisher-name>).</citation></ref>
<ref id="ref154"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sherbinin</surname><given-names>A.</given-names></name> <name><surname>Bukvic</surname><given-names>A.</given-names></name> <name><surname>Rohat</surname><given-names>G.</given-names></name> <name><surname>Gall</surname><given-names>M.</given-names></name> <name><surname>McCusker</surname><given-names>B.</given-names></name> <name><surname>Preston</surname><given-names>B.</given-names></name> <etal/></person-group>. (<year>2019</year>). <article-title>Climate vulnerability mapping: A systematic review and future prospects</article-title>. <source>Wiley Interdiscip. Rev. Clim. Chang.</source> <volume>10</volume>:<fpage>e600</fpage>. doi: <pub-id pub-id-type="doi">10.1002/wcc.600</pub-id></citation></ref>
<ref id="ref155"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sibiya</surname><given-names>N.</given-names></name> <name><surname>Sithole</surname><given-names>M.</given-names></name> <name><surname>Mudau</surname><given-names>L.</given-names></name> <name><surname>Simatele</surname><given-names>M.</given-names></name></person-group> (<year>2022</year>). <article-title>Empowering the voiceless: securing the participation of marginalised groups in climate change governance in South Africa</article-title>. <source>Sustainability</source> <volume>14</volume>:<fpage>7111</fpage>. doi: <pub-id pub-id-type="doi">10.3390/su14127111</pub-id></citation></ref>
<ref id="ref156"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Smith</surname><given-names>W.</given-names></name></person-group> (<year>2018</year>). <article-title>Weather from incest: the politics of indigenous climate change knowledge on Palawan island, the Philippines</article-title>. <source>Aust. J. Anthropol.</source> <volume>29</volume>, <fpage>265</fpage>&#x2013;<lpage>281</lpage>. doi: <pub-id pub-id-type="doi">10.1111/taja.12270</pub-id></citation></ref>
<ref id="ref157"><citation citation-type="other"><person-group person-group-type="author"><name><surname>Smith</surname><given-names>D. M.</given-names></name> <name><surname>Sales</surname><given-names>J.</given-names></name> <name><surname>Williams</surname><given-names>A.</given-names></name> <name><surname>Munro</surname><given-names>S.</given-names></name></person-group> (<year>2023</year>). <source>Pregnancy intentions of youth in the era of climate change: a qualitative auto-photography study. BMC public health</source>. <volume>23</volume>, <fpage>766</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s12889-023-15674-z</pub-id></citation></ref>
<ref id="ref158"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Stender</surname><given-names>F.</given-names></name> <name><surname>Moslener</surname><given-names>U.</given-names></name> <name><surname>Pauw</surname><given-names>P.</given-names></name></person-group> (<year>2019</year>). <article-title>More than money: does climate finance support capacity building?</article-title> <source>Appl. Econ. Lett.</source> <volume>27</volume>, <fpage>1247</fpage>&#x2013;<lpage>1251</lpage>. doi: <pub-id pub-id-type="doi">10.1080/13504851.2019.1676384</pub-id></citation></ref>
<ref id="ref159"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Stilita</surname><given-names>G.</given-names></name> <name><surname>Charlson</surname><given-names>F.</given-names></name></person-group> (<year>2024</year>). <article-title>Keeping sane in a changing climate: assessing psychologists&#x2019; preparedness, exposure to climate-health impacts, willingness to act on climate change, and barriers to effective action</article-title>. <source>Int. J. Environ. Res. Public Health</source> <volume>21</volume>:<fpage>218</fpage>. doi: <pub-id pub-id-type="doi">10.3390/ijerph21020218</pub-id>, PMID: <pub-id pub-id-type="pmid">38397707</pub-id></citation></ref>
<ref id="ref160"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sultan</surname><given-names>B.</given-names></name> <name><surname>Ahmed</surname><given-names>A.</given-names></name> <name><surname>Faye</surname><given-names>B.</given-names></name> <name><surname>Tramblay</surname><given-names>Y.</given-names></name></person-group> (<year>2023</year>). <article-title>Less negative impacts of climate change on crop yields in West Africa in the new CMIP6 climate simulations ensemble</article-title>. <source>PLoS Clim.</source> <volume>2</volume>:<fpage>e0000263</fpage>. doi: <pub-id pub-id-type="doi">10.1371/journal.pclm.0000263</pub-id></citation></ref>
<ref id="ref161"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sultan</surname><given-names>B.</given-names></name> <name><surname>Defrance</surname><given-names>D.</given-names></name> <name><surname>Iizumi</surname><given-names>T.</given-names></name></person-group> (<year>2019</year>). <article-title>Evidence of crop production losses in West Africa due to historical global warming in two crop models</article-title>. <source>Sci. Rep.</source> <volume>9</volume>:<fpage>12834</fpage>. doi: <pub-id pub-id-type="doi">10.1038/s41598-019-49167-0</pub-id>, PMID: <pub-id pub-id-type="pmid">31492929</pub-id></citation></ref>
<ref id="ref9002"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sesugh Aule</surname><given-names>D.</given-names></name></person-group> (<year>2025</year>). <article-title>Resilience dynamics in sub-saharan Africa: a multidimensional framework for climate policy analysis</article-title>. <source>Environmental Sciences. IntechOpen</source>. doi: <pub-id pub-id-type="doi">10.5772/intechopen.1009408</pub-id></citation></ref>
<ref id="ref162"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tarchiani</surname><given-names>V.</given-names></name> <name><surname>Camacho</surname><given-names>J.</given-names></name> <name><surname>Coulibaly</surname><given-names>H.</given-names></name> <name><surname>Rossi</surname><given-names>F.</given-names></name> <name><surname>Stefa&#x0144;ski</surname><given-names>R.</given-names></name></person-group> (<year>2018</year>). <article-title>Agrometeorological services for smallholder farmers in West Africa</article-title>. <source>Adv. Sci. Res.</source> <volume>15</volume>, <fpage>15</fpage>&#x2013;<lpage>20</lpage>. doi: <pub-id pub-id-type="doi">10.5194/asr-15-15-2018</pub-id></citation></ref>
<ref id="ref163"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Teklewold</surname><given-names>H.</given-names></name> <name><surname>Mekonnen</surname><given-names>A.</given-names></name> <name><surname>K&#x00F6;hlin</surname><given-names>G.</given-names></name></person-group> (<year>2018</year>). <article-title>Climate change adaptation: a study of multiple climate-smart practices in the Nile Basin of Ethiopia</article-title>. <source>Clim. Dev.</source> <volume>11</volume>, <fpage>180</fpage>&#x2013;<lpage>192</lpage>. doi: <pub-id pub-id-type="doi">10.1080/17565529.2018.1442801</pub-id></citation></ref>
<ref id="ref164"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Teklu</surname><given-names>A.</given-names></name> <name><surname>Simane</surname><given-names>B.</given-names></name> <name><surname>Bezabih</surname><given-names>M.</given-names></name></person-group> (<year>2023</year>). <article-title>Effect of climate smart agriculture innovations on climate resilience among smallholder farmers: empirical evidence from the Choke Mountain watershed of the Blue Nile highlands of Ethiopia</article-title>. <source>Sustainability</source> <volume>15</volume>:<fpage>4331</fpage>. doi: <pub-id pub-id-type="doi">10.3390/su15054331</pub-id></citation></ref>
<ref id="ref165"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tenson</surname><given-names>M.</given-names></name> <name><surname>Richard</surname><given-names>S.</given-names></name></person-group> (<year>2014</year>). <article-title>Linking culture and water technology in Zimbabwe: reflections on Ndau experiences and implications for climate change</article-title>. <source>J. Afr. Stud. Dev.</source> <volume>6</volume>, <fpage>22</fpage>&#x2013;<lpage>28</lpage>. doi: <pub-id pub-id-type="doi">10.5897/jasd2013.0266</pub-id></citation></ref>
<ref id="ref166"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Turco</surname><given-names>M.</given-names></name> <name><surname>Palazzi</surname><given-names>E.</given-names></name> <name><surname>Hardenberg</surname><given-names>J.</given-names></name> <name><surname>Provenzale</surname><given-names>A.</given-names></name></person-group> (<year>2015</year>). <article-title>Observed climate change hotspots</article-title>. <source>Geophys. Res. Lett.</source> <volume>42</volume>, <fpage>3521</fpage>&#x2013;<lpage>3528</lpage>. doi: <pub-id pub-id-type="doi">10.1002/2015gl063891</pub-id></citation></ref>
<ref id="ref167"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Turner</surname><given-names>B.</given-names></name> <name><surname>Devisscher</surname><given-names>T.</given-names></name> <name><surname>Chabaneix</surname><given-names>N.</given-names></name> <name><surname>Woroniecki</surname><given-names>S.</given-names></name> <name><surname>Messier</surname><given-names>C.</given-names></name> <name><surname>Seddon</surname><given-names>N.</given-names></name></person-group> (<year>2022</year>). <article-title>The role of nature-based solutions in supporting social-ecological resilience for climate change adaptation</article-title>. <source>Annu. Rev. Environ. Resour.</source> <volume>47</volume>, <fpage>123</fpage>&#x2013;<lpage>148</lpage>. doi: <pub-id pub-id-type="doi">10.1146/annurev-environ-012220-010017</pub-id>, PMID: <pub-id pub-id-type="pmid">39807870</pub-id></citation></ref>
<ref id="ref168"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Twinomuhangi</surname><given-names>R.</given-names></name> <name><surname>Natuhwera</surname><given-names>C.</given-names></name> <name><surname>Ampaire</surname><given-names>E.</given-names></name></person-group> (<year>2019</year>). <article-title>Role of local policies in facilitating adaptation of smallholder farming to climate change in Uganda. Journal of environment and earth</article-title>. <source>Science</source> <volume>9</volume>:<fpage>11</fpage>. doi: <pub-id pub-id-type="doi">10.7176/jees/9-11-09</pub-id></citation></ref>
<ref id="ref169"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ubisi</surname><given-names>N. L.</given-names></name> <name><surname>Kolanisi</surname><given-names>U.</given-names></name> <name><surname>Jiri</surname><given-names>O.</given-names></name></person-group> (<year>2017</year>). <article-title>Smallholder farmers&#x2019; perceived effects of climate change on crop production and household livelihoods in rural Limpopo Province, South Africa</article-title>. <source>Change Adapt. Soc. Ecol. Syst.</source> <volume>3</volume>:<fpage>3</fpage>. doi: <pub-id pub-id-type="doi">10.1515/cass-2017-0003</pub-id></citation></ref>
<ref id="ref170"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Umetsu</surname><given-names>C.</given-names></name> <name><surname>Miura</surname><given-names>K.</given-names></name></person-group> (<year>2023</year>). <article-title>Building resilience for food and nutrition security in Africa: focusing on small-scale farmers</article-title>. <source>J. Rural Probl.</source> <volume>59</volume>, <fpage>53</fpage>&#x2013;<lpage>59</lpage>. doi: <pub-id pub-id-type="doi">10.7310/arfe.59.53</pub-id></citation></ref>
<ref id="ref171"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Vijai</surname><given-names>C.</given-names></name> <name><surname>Wisetsri</surname><given-names>W.</given-names></name> <name><surname>Elayaraja</surname><given-names>M.</given-names></name></person-group> (<year>2023</year>). <article-title>Climate change and its impact on agriculture</article-title>. <source>Int. J. Agric. Sci. Vet. Med.</source> <volume>11</volume>, <fpage>1</fpage>&#x2013;<lpage>8</lpage>. doi: <pub-id pub-id-type="doi">10.25303/1104ijasvm0108</pub-id>, PMID: <pub-id pub-id-type="pmid">41025052</pub-id></citation></ref>
<ref id="ref172"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Waha</surname><given-names>K.</given-names></name> <name><surname>Wijk</surname><given-names>M.</given-names></name> <name><surname>Fritz</surname><given-names>S.</given-names></name> <name><surname>See</surname><given-names>L.</given-names></name> <name><surname>Thornton</surname><given-names>P.</given-names></name> <name><surname>Wichern</surname><given-names>J.</given-names></name> <etal/></person-group>. (<year>2018</year>). <article-title>Agricultural diversification as an important strategy for achieving food security in Africa</article-title>. <source>Glob. Change Biol.</source> <volume>24</volume>, <fpage>3390</fpage>&#x2013;<lpage>3400</lpage>. doi: <pub-id pub-id-type="doi">10.1111/gcb.14158</pub-id></citation></ref>
<ref id="ref173"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wako</surname><given-names>G.</given-names></name> <name><surname>Tadesse</surname><given-names>M.</given-names></name> <name><surname>Angassa</surname><given-names>A.</given-names></name></person-group> (<year>2017</year>). <article-title>Camel management as an adaptive strategy to climate change by pastoralists in southern Ethiopia</article-title>. <source>Ecol. Process.</source> <volume>6</volume>:<fpage>5</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s13717-017-0093-5</pub-id>, PMID: <pub-id pub-id-type="pmid">41023703</pub-id></citation></ref>
<ref id="ref174"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wallace</surname><given-names>J.</given-names></name> <name><surname>Gregory</surname><given-names>P.</given-names></name></person-group> (<year>2002</year>). <article-title>Water resources and their use in food production systems</article-title>. <source>Aquat. Sci.</source> <volume>64</volume>, <fpage>363</fpage>&#x2013;<lpage>375</lpage>. doi: <pub-id pub-id-type="doi">10.1007/pl00012592</pub-id></citation></ref>
<ref id="ref175"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Weber</surname><given-names>T.</given-names></name> <name><surname>Bowyer</surname><given-names>P.</given-names></name> <name><surname>Rechid</surname><given-names>D.</given-names></name> <name><surname>Pfeifer</surname><given-names>S.</given-names></name> <name><surname>Raffaele</surname><given-names>F.</given-names></name> <name><surname>Remedio</surname><given-names>A.</given-names></name> <etal/></person-group>. (<year>2020</year>). <article-title>Analysis of compound climate extremes and exposed population in Africa under two different emission scenarios. Earth&#x2019;s</article-title>. <source>Future</source> <volume>8</volume>:<fpage>e2019EF001473</fpage>. doi: <pub-id pub-id-type="doi">10.1029/2019ef001473</pub-id></citation></ref>
<ref id="ref176"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Weldegebriel</surname><given-names>Z.</given-names></name> <name><surname>Amphune</surname><given-names>B.</given-names></name></person-group> (<year>2017</year>). <article-title>Livelihood resilience in the face of recurring floods: an empirical evidence from Northwest Ethiopia</article-title>. <source>Geoenviron. Disasters</source> <volume>4</volume>:<fpage>10</fpage>. doi: <pub-id pub-id-type="doi">10.1186/s40677-017-0074-0</pub-id></citation></ref>
<ref id="ref177"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wright</surname><given-names>C.</given-names></name> <name><surname>Kapwata</surname><given-names>T.</given-names></name> <name><surname>Naidoo</surname><given-names>N.</given-names></name> <name><surname>Asante</surname><given-names>K.</given-names></name> <name><surname>Arku</surname><given-names>R.</given-names></name> <name><surname>Ciss&#x00E9;</surname><given-names>G.</given-names></name> <etal/></person-group>. (<year>2024</year>). <article-title>Climate change and human health in Africa in relation to opportunities to strengthen mitigating potential and adaptive capacity: strategies to inform an African &#x201C;brains trust&#x201D;</article-title>. <source>Ann. Glob. Health</source> <volume>90</volume>:<fpage>7</fpage>. doi: <pub-id pub-id-type="doi">10.5334/aogh.4260</pub-id>, PMID: <pub-id pub-id-type="pmid">38312714</pub-id></citation></ref>
<ref id="ref9003"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wang</surname><given-names>W.</given-names></name> <name><surname>Wei</surname><given-names>H.</given-names></name> <name><surname>Hassan</surname><given-names>H.</given-names></name> <name><surname>He</surname><given-names>X.</given-names></name></person-group> (<year>2024</year>). <article-title>Research progress and prospects of urban resilience in the perspective of climate change</article-title>. <source>Front. Earth. Sci.</source> <volume>25</volume>, <fpage>1247360</fpage>. doi: <pub-id pub-id-type="doi">10.3389/feart.2024.1247360</pub-id></citation></ref>
<ref id="ref178"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ziervogel</surname><given-names>G.</given-names></name> <name><surname>New</surname><given-names>M.</given-names></name> <name><surname>Archer</surname><given-names>E.</given-names></name> <name><surname>Midgley</surname><given-names>G.</given-names></name> <name><surname>Taylor</surname><given-names>A.</given-names></name> <name><surname>Hamann</surname><given-names>R.</given-names></name> <etal/></person-group>. (<year>2014</year>). <article-title>Climate change impacts and adaptation in South Africa</article-title>. <source>Wiley Interdiscip. Rev. Clim. Chang.</source> <volume>5</volume>, <fpage>605</fpage>&#x2013;<lpage>620</lpage>. doi: <pub-id pub-id-type="doi">10.1002/wcc.295</pub-id></citation></ref>
<ref id="ref179"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zvobgo</surname><given-names>L.</given-names></name> <name><surname>Johnston</surname><given-names>P.</given-names></name> <name><surname>Williams</surname><given-names>P.</given-names></name> <name><surname>Trisos</surname><given-names>C.</given-names></name> <name><surname>Simpson</surname><given-names>N.</given-names></name></person-group> (<year>2022</year>). <article-title>The role of indigenous knowledge and local knowledge in water sector adaptation to climate change in Africa: a structured assessment</article-title>. <source>Sustain. Sci.</source> <volume>17</volume>, <fpage>2077</fpage>&#x2013;<lpage>2092</lpage>. doi: <pub-id pub-id-type="doi">10.1007/s11625-022-01118-x</pub-id></citation></ref>
</ref-list>
</back>
</article>