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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Sustain. Food Syst.</journal-id>
<journal-title>Frontiers in Sustainable Food Systems</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Sustain. Food Syst.</abbrev-journal-title>
<issn pub-type="epub">2571-581X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fsufs.2024.1495194</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Sustainable Food Systems</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Impact of botanical extracts on mungbean pest management and seed storability in the northern highlands of Tanzania</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Kessy</surname> <given-names>Godfrey Adolph</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/2765650/overview"/>
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<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Mkindi</surname> <given-names>Angela</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="https://loop.frontiersin.org/people/582790/overview"/>
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<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Binagwa</surname> <given-names>Papias</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
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<contrib contrib-type="author">
<name><surname>Ndakidemi</surname> <given-names>Patrick Alois</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
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<aff id="aff1"><sup>1</sup><institution>School of Life Sciences and Bioengineering, The Nelson Mandela African Institution of Science and Technology (NM-AIST)</institution>, <addr-line>Arusha</addr-line>, <country>Tanzania</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Research and Innovation, TARI Selian</institution>, <addr-line>Arusha</addr-line>, <country>Tanzania</country></aff>
<author-notes>
<fn fn-type="edited-by" id="fn0001">
<p>Edited by: Pushp Sheel Shukla, Centre for Cellular and Molecular Platforms, India</p>
</fn>
<fn fn-type="edited-by" id="fn0002">
<p>Reviewed by: Jiban Shrestha, Nepal Agricultural Research Council, Nepal</p>
<p>A. Amarender Reddy, National Institute of Agricultural Extension Management (MANAGE), India</p>
</fn>
<corresp id="c001">&#x002A;Correspondence: Godfrey Adolph Kessy, <email>kessygodfrey709@gmail.com</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>18</day>
<month>12</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>8</volume>
<elocation-id>1495194</elocation-id>
<history>
<date date-type="received">
<day>28</day>
<month>10</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>02</day>
<month>12</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2024 Kessy, Mkindi, Binagwa and Ndakidemi.</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Kessy, Mkindi, Binagwa and Ndakidemi</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>This study assessed the efficacy of plant extracts as alternatives to synthetic pesticides for pest control and seed quality preservation in mungbean cultivation in northern Tanzania, specifically at TARI Selian and Miwaleni. The study employed a randomized complete block design. Four plants&#x2019; extracts&#x2014;<italic>Tephrosia vogelii</italic>, Clutia abbsynica, <italic>Clausena anisata</italic>, and Lobelia gibelloa&#x2014;were evaluated during the 2020 growing season (field) and 2021 storage period (storability). The study focused on their effects on insect pests (leaf beetles, thrips, aphids, whiteflies, and pod borers) and their ability to maintain seed quality during storage. <italic>C. anisata</italic> emerged as the most effective extract across all pests, demonstrating high suppression rates for thrips (3.4), aphids (3.22), whiteflies (3.4), and pod borers (2.7). In contrast, <italic>L. gibelloa</italic> was the least effective, with lower suppression rates for thrips (3.1) and aphids (3.1). Furthermore, botanical treatments significantly reduced pest damage in stored seeds, with <italic>T. vogelii</italic> and <italic>C. abbsynica</italic> showing superior performance in preserving seed weight and quality during storage. Seeds treated with <italic>T. vogelii</italic> had significantly fewer holes and lower weight loss compared to other treatments, indicating its effectiveness in both pest management and seed preservation. Conversely, <italic>L. gibelloa</italic> and <italic>C. anisata</italic> contributed to greater weight loss, particularly at higher application rates. The study demonstrates that plant extracts can offer a sustainable, eco-friendly alternative to synthetic pesticides, effectively controlling pests and preserving seed quality. These findings are crucial for improving mungbean production and storage, enhancing food security, and reducing reliance on chemical pesticides in diverse agro-ecological contexts. Future research should further explore the long-term ecological impacts and optimal application rates of these botanicals for integrated pest management and seed storage.</p>
</abstract>
<kwd-group>
<kwd>agricultural insect pests</kwd>
<kwd>ecological friendly botanical extracts</kwd>
<kwd>efficacy</kwd>
<kwd>postharvest losses mitigation</kwd>
<kwd>sustainable food system</kwd>
<kwd>Tanzania</kwd>
</kwd-group>
<counts>
<fig-count count="3"/>
<table-count count="8"/>
<equation-count count="2"/>
<ref-count count="86"/>
<page-count count="16"/>
<word-count count="12101"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Crop Biology and Sustainability</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="sec1">
<label>1</label>
<title>Introduction</title>
<p>Mungbean (<italic>Vigna radiata</italic>) is a crucial legume widely cultivated across Asia and increasingly in Africa and Latin America (<xref ref-type="bibr" rid="ref42">Kohli et al., 2024</xref>). The global area for mungbean cultivation spans approximately 7.3 million hectares, with an average yield of 721&#x202F;kg&#x202F;ha<sup>&#x2212;1</sup> (<xref ref-type="bibr" rid="ref56">Nair and Schreinemachers, 2020</xref>). India and Myanmar together contribute 30% of the global production, totaling 5.3 million tons (<xref ref-type="bibr" rid="ref56">Nair and Schreinemachers, 2020</xref>). Other major producers include China, Indonesia, Thailand, Kenya, and Tanzania (<xref ref-type="bibr" rid="ref56">Nair and Schreinemachers, 2020</xref>). Its growing importance is attributed to its high nutritional value, economic advantages, and suitability for various cropping systems (<xref ref-type="bibr" rid="ref32">Islam et al., 2024</xref>). The crop is particularly valued for its adaptability to different climatic conditions and its short growth cycle, which allows it to fit into diverse agricultural rotations (<xref ref-type="bibr" rid="ref49">Liu et al., 2024</xref>).</p>
<p>Asia dominates mungbean production, with India, Myanmar, China, and Thailand being the leading producers (<xref ref-type="bibr" rid="ref38">Kanishka et al., 2023</xref>; <xref ref-type="bibr" rid="ref62">Ong et al., 2023</xref>). India is the largest producer, especially in states like Maharashtra, Andhra Pradesh, and Rajasthan, where mungbean is integral to both diet and crop rotation (<xref ref-type="bibr" rid="ref28">Huppertz et al., 2023</xref>). Being the largest producer and consumer of mungbean, India contributes around 70% of global production (<xref ref-type="bibr" rid="ref85">Somta et al., 2022</xref>). Myanmar ranks as the second-largest producer and a major exporter, thanks to its favorable climate and extensive farming practices (<xref ref-type="bibr" rid="ref70">Raitzer et al., 2015</xref>; <xref ref-type="bibr" rid="ref41">Khine et al., 2021</xref>). China also plays a significant role, with mungbean being widely used in Chinese cuisine and traditional medicine, thus bolstering domestic demand (<xref ref-type="bibr" rid="ref44">Langyan et al., 2022</xref>; <xref ref-type="bibr" rid="ref77">Samal et al., 2023</xref>). Thailand, while producing less than the top producers, is known for its high-quality mungbeans, primarily exported to neighboring countries and international markets (<xref ref-type="bibr" rid="ref19">Farnworth et al., 2020</xref>; <xref ref-type="bibr" rid="ref96">Win et al., 2022</xref>). In Africa, mungbean cultivation is on the rise, with Tanzania emerging as a leading producer (<xref ref-type="bibr" rid="ref9">Birachi et al., 2021</xref>). The introduction of mungbean to African agriculture aims to diversify food sources, improve soil fertility, and enhance food security. The Tanzanian government, alongside NGOs, has promoted mungbean farming to address malnutrition and boost rural incomes (<xref ref-type="bibr" rid="ref22">Gichohi-Wainaina et al., 2022</xref>; <xref ref-type="bibr" rid="ref65">Pittore et al., 2024</xref>; <xref ref-type="bibr" rid="ref87">Sultan et al., 2024</xref>). Despite this growth, global mungbean production remains below its potential due to factors like limited awareness, inadequate varieties, and insufficient agricultural extension services (<xref ref-type="bibr" rid="ref55">Nadi, 2023</xref>; <xref ref-type="bibr" rid="ref76">Sah et al., 2024</xref>). With enhanced investment and improved agronomic practices, the area under mungbean cultivation could expand significantly.</p>
<p>Mungbean is an important source of protein, vitamins, and minerals, making it vital for combating malnutrition, especially in regions with high rates of protein-energy malnutrition (<xref ref-type="bibr" rid="ref50">Maitra et al., 2023</xref>). Its rapid growth and harvest cycle of 60&#x2013;75&#x202F;days provide a quick nutritional boost, appropriate for food security in developing countries (<xref ref-type="bibr" rid="ref53">Muchomba et al., 2023</xref>; <xref ref-type="bibr" rid="ref18">Dikr, 2023</xref>). Economically, mungbean farming benefits smallholder farmers by offering multiple harvests within a year, thereby ensuring a steady income. The rising global demand for mungbean in health-conscious markets further enhances export opportunities and farmers&#x2019; income (<xref ref-type="bibr" rid="ref43">Kumar et al., 2023</xref>; <xref ref-type="bibr" rid="ref98">Yong et al., 2024</xref>). Additionally, mungbean contributes to sustainable agriculture by fixing atmospheric nitrogen through symbiotic relationships with Rhizobium bacteria, thereby improving soil fertility and reducing the need for chemical fertilizers (<xref ref-type="bibr" rid="ref100">Zheng et al., 2023</xref>; <xref ref-type="bibr" rid="ref97">Yadav et al., 2024</xref>).</p>
<p>However, mungbean production faces several challenges, including pest infestations and diseases that significantly impact yield and quality. Field and storage pests such as bruchid beetles, aphids, and thrips pose serious threats, causing substantial losses and compromising seed quality (<xref ref-type="bibr" rid="ref14">Choudhary et al., 2024</xref>). Diseases like powdery mildew and yellow mosaic virus also have the potential to devastate crops if not effectively managed (<xref ref-type="bibr" rid="ref17">Dhaliwal et al., 2023</xref>; <xref ref-type="bibr" rid="ref88">Sunani et al., 2024</xref>). Climatic stresses including drought, excessive rainfall, and temperature fluctuations, further affect plant growth and yield, highlighting the need for climate-resilient practices (<xref ref-type="bibr" rid="ref66">Pratap et al., 2021</xref>; <xref ref-type="bibr" rid="ref11">Chaudhary et al., 2022</xref>). Access to high-quality seeds and knowledge of optimal agronomic practices remain major constraints, particularly in developing regions, leading to lower yields and increased vulnerability to pests and diseases (<xref ref-type="bibr" rid="ref32">Islam et al., 2024</xref>; <xref ref-type="bibr" rid="ref92">Vaghefi et al., 2024</xref>; <xref ref-type="bibr" rid="ref78">Sanderson, 2024</xref>; <xref ref-type="bibr" rid="ref45">Legumes et al., 2024</xref>).</p>
<p>The global overuse of pesticides has become a pressing issue, contributing to numerous environmental, health, and economic challenges. Excessive pesticide application has led to pesticide resistance in pests, contamination of water and soil, and adverse effects on non-target organisms, including beneficial insects, wildlife, and human health (<xref ref-type="bibr" rid="ref4">Ahmad et al., 2024</xref>; <xref ref-type="bibr" rid="ref39">Kaur et al., 2024</xref>; <xref ref-type="bibr" rid="ref91">Tudi et al., 2021</xref>). In many regions, particularly in developing countries, the reliance on chemical pesticides for pest management in agriculture continues to rise, driven by their immediate effectiveness and availability (<xref ref-type="bibr" rid="ref63">Pathak et al., 2022</xref>; <xref ref-type="bibr" rid="ref101">Zhou et al., 2025</xref>). However, this unsustainable use raises serious concerns regarding long-term sustainability and food security (<xref ref-type="bibr" rid="ref93">Wang et al., 2021</xref>). Research into alternative pest control measures, such as botanical extracts and biological pesticides, is increasingly important as a means of reducing dependence on synthetic chemicals (<xref ref-type="bibr" rid="ref7">Ayilara et al., 2023</xref>; <xref ref-type="bibr" rid="ref46">Lengai et al., 2020</xref>; <xref ref-type="bibr" rid="ref59">Ngegba et al., 2022</xref>). This approach aligns with global efforts to promote sustainable agricultural practices and minimize the harmful impacts of pesticide overuse. For instance, <xref ref-type="bibr" rid="ref74">Reddy et al. (2024)</xref> in their work on pesticide regulation and policies in India emphasize the urgent need for effective regulation and adoption of safer, alternative pest management strategies. Such research highlights the relevance of exploring natural alternatives to ensure a more environmentally friendly and sustainable approach to pest control in the agricultural sector.</p>
<p>Given these challenges, effective pest management is important for improving mungbean production. While traditional chemical pesticides are effective, they pose environmental and health risks, underscoring the need for sustainable alternatives. Botanical extracts, derived from plants with insecticidal properties, present a promising solution (<xref ref-type="bibr" rid="ref16">Dassanayake et al., 2021</xref>). These extracts are eco-friendly, biodegradable, and generally safer for humans and non-target organisms compared to synthetic pesticides. Additionally, their complex mixtures of active compounds reduce the likelihood of pest resistance (<xref ref-type="bibr" rid="ref59">Ngegba et al., 2022</xref>). Research into the efficacy of botanical extracts, such as neem, garlic, and pyrethrum, shows potential for managing mungbean pests effectively (<xref ref-type="bibr" rid="ref68">Pumnuan et al., 2021</xref>; <xref ref-type="bibr" rid="ref69">Rai and Jolly, 2024</xref>). Despite their promise, challenges such as variability in efficacy, limited availability, and lack of standardized formulations need to be addressed. Further research, development, and scaling up of production and distribution are necessary to overcome these hurdles (<xref ref-type="bibr" rid="ref34">Jacquet et al., 2022</xref>; <xref ref-type="bibr" rid="ref86">Souto et al., 2021</xref>). Therefore, overcoming the constraints on mungbean production through innovative pest management strategies, like botanical extracts, is essential for enhancing mungbean productivity and sustainability against field and postharvest losses. As research advances, these eco-friendly solutions could significantly impact mungbean cultivation, contributing to global food security and agricultural resilience.</p>
</sec>
<sec sec-type="materials|methods" id="sec2">
<label>2</label>
<title>Materials and methods</title>
<sec id="sec3">
<label>2.1</label>
<title>Description of the study sites</title>
<p>The research was conducted at two important agricultural sites in northern Tanzania: the Selian Agricultural Research Institute (TARI Selian) in Arusha and the Miwaleni farm, managed by the Tropical Pesticides Research Institute (TPRI) in Moshi. TARI Selian is located in the Arumeru district of the Arusha region, at coordinates 03&#x00B0; 22&#x2019; S latitude and 40&#x00B0; 10&#x2032; E longitude, and is situated at an altitude of 1,378 meters above sea level. This site experiences a tropical highland climate with distinct wet and dry seasons, which is ideal for agricultural research and production. The average annual temperature is around 19.2&#x00B0;C, providing a relatively cool environment suitable for various crops. The area receives an average annual rainfall of 1,103&#x202F;mm, primarily during the wet season from March to May, which is crucial for crop growth. The dry season, from June to October, is characterized by reduced rainfall and higher temperatures, requiring effective water management to maintain agricultural productivity. The soils at TARI Selian are primarily volcanic, known for their fertility and high organic matter content, making them ideal for crops like mungbean due to their loamy texture, good drainage, and moisture retention.</p>
<p>In contrast, the Miwaleni farm is located in the Moshi district of the Kilimanjaro region, at coordinates 03&#x00B0; 25&#x2032; 19.7&#x201D; S latitude and 37&#x00B0; 26&#x2032; 59.0&#x2033; E longitude, and is at a lower altitude of 736 meters above sea level. Miwaleni has a unique microclimate with a moderate annual temperature of about 23&#x00B0;C, slightly warmer than TARI Selian. The area receives approximately 950&#x202F;mm of rainfall annually, distributed in two rainy seasons, the long rains from March to May and the short rains from October to December. This bimodal rainfall pattern supports multiple planting and harvesting periods, enhancing agricultural productivity. The soils at Miwaleni are primarily alluvial, formed from volcanic ash and lava from Mount Kilimanjaro. These well-drained soils are rich in minerals and organic matter, ideal for high-yielding crops like mungbean. The soil texture varies from sandy loam to clay loam, each offering specific benefits in terms of water retention and aeration, which are crucial for healthy crop growth.</p>
</sec>
<sec id="sec4">
<label>2.2</label>
<title>Experimental materials and preparation</title>
<p>The mungbean variety &#x201C;<italic>Imara</italic>&#x201D; used in this study was sourced from the Tanzania Agricultural Research Institute (TARI) Ilonga in Morogoro. This variety was selected for its adaptability to local conditions and its high yield potential, known for its reliability and quality. Alongside the mungbean seeds, botanical plant materials were collected from various locations in the Kilimanjaro region, including Same, Mwanga, Usangi, Kisangara, and Ugweno. These sites were chosen for their rich biodiversity and the presence of native plant species with recognized pesticidal and growth-promoting properties.</p>
<p>Following collection, fresh leaves of the selected botanical plants were carefully dried in the shade to preserve their active compounds. The dried leaves were then ground into a fine powder, which was mixed with water at various concentrations to create a 16-liter solution. The solution was allowed to soak overnight and was then filtered to eliminate particulate matter. This prepared plant extract solution was applied to the mungbean plots via spraying, with applications made at seven-day intervals throughout the growing season.</p>
</sec>
<sec id="sec5">
<label>2.3</label>
<title>Experimentation</title>
<sec id="sec6">
<label>2.3.1</label>
<title>Field experiment</title>
<p>The study employed a randomized complete block design with three replications. The experiments utilized four types of insecticidal plants (i.e., Four plant extracts <italic>Tephrosia vogelii</italic>, <italic>Clutia abbsynica</italic>, <italic>Clausena anisata</italic>, and <italic>Lobelia gibelloa</italic>). The concentrations of botanical extracts used in the experiment were tested at four different application rates for each plant, namely 0, 0.1, 1, and 10%, with the corresponding weight equivalents in grams being 0, 0.1, 1, and 10&#x202F;g for each botanical treatment. The botanicals were sprayed at seven-day intervals, starting from emergence and continuing until the plants reached maximum maturity, ready for harvest. However, the means of the results from the collected data were pooled based on the botanical type to facilitate comparisons across the different plant treatments. The research was conducted during the primary mungbean cropping season from March to August 2020, coinciding with the rainy season in the study areas. <xref ref-type="fig" rid="fig1">Figure 1</xref> shows the trends in rainfall and temperature throughout the experimentation period.</p>
<fig position="float" id="fig1">
<label>Figure 1</label>
<caption>
<p>Climatic conditions recorded at the study sites, <bold>(A)</bold> Miwaleni and <bold>(B)</bold> TARI Selian, throughout the experimental period (January to December 2020).</p>
</caption>
<graphic xlink:href="fsufs-08-1495194-g001.tif"/>
</fig>
<p>Field preparations, including plowing and harrowing, were completed in March before planting. Each experimental plot measured 3&#x202F;m by 3&#x202F;m and was arranged with six rows. To minimize interference, plots were separated by 1&#x202F;m, and replications were spaced 1.5&#x202F;m apart. Planting followed recommended spacing guidelines: rows were set 50&#x202F;cm apart, and seeds were sown 20&#x202F;cm apart within each row. Each hill contained two seeds, resulting in 30 plants per row and 180 plants per plot. This planting density translated to approximately 200,000 plants per hectare. For data collection, four designated rows within each plot were monitored.</p>
<p>The study collected data on pest populations and mungbean plant growth and yield to evaluate the effectiveness of different plant extracts. Pest counts were recorded for five types of insects: leaf beetles, thrips, aphids, whiteflies, and pod borers. In addition to pest data, the study assessed plant growth and yield parameters to understand the overall effects of the plant extracts on mungbean productivity. Key growth metrics included the number of days to 50% maturity, which indicated how quickly the plants reached maturity under different treatments. Plant height was measured to gauge the health and vigor of the plants. The number of pods per plant provided insights into the plant&#x2019;s productivity, while the seed yield per pod and the 100-seed weight reflected seed development and quality. Furthermore, seed yield was measured to evaluate the overall productivity of the crop.</p>
</sec>
<sec id="sec7">
<label>2.3.2</label>
<title>Seed storage</title>
<p>The study was designed to evaluate the effectiveness of the same botanical treatments and application rates (used in the field experiment) in preserving seed quality over time. Besides these botanicals, the chemical pesticide <italic>Actelic Shumba</italic> dust was used as a positive control. In addition, a control group of non-treated seeds was included to establish a baseline for comparison. Each treatment (except positive control) was applied at three different application rates: control, 250, and 500&#x202F;g. At the start of the experiment, the moisture content of the mungbean seeds was standardized at 13% across all groups to ensure uniform conditions. The initial seed weight was recorded for each group by weighing 500 seeds, and the seeds were examined for their initial condition. The seeds were then stored under controlled conditions, with periodic assessments to evaluate the impact of the treatments on seed quality. The parameters measured during the experiment included seed damage, the average number of holes per seed, and weight changes throughout the storage period.</p>
<p>Seed damage was assessed by calculating the percentage of damaged seeds, while the average number of holes per seed was recorded as an indicator of pest-related damage or other forms of degradation. After the storage period, the seeds were reweighed to determine changes in weight (<xref ref-type="disp-formula" rid="EQ1">Equation 1</xref>), and the percentage weight loss was also computed (<xref ref-type="disp-formula" rid="EQ2">Equation 2</xref>).<disp-formula id="EQ1">
<label>(1)</label>
<mml:math id="M1">
<mml:mi mathvariant="normal">Total weight loss</mml:mi>
<mml:mo>=</mml:mo>
<mml:mi mathvariant="italic">Initial</mml:mi>
<mml:mspace width="0.25em"/>
<mml:mi mathvariant="italic">weight</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:mi mathvariant="italic">Final</mml:mi>
<mml:mspace width="0.25em"/>
<mml:mi mathvariant="italic">weight</mml:mi>
</mml:math>
</disp-formula><disp-formula id="EQ2">
<label>(2)</label>
<mml:math id="M2">
<mml:mi mathvariant="normal">Percentage weight loss</mml:mi>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mi mathvariant="italic">Total</mml:mi>
<mml:mspace width="0.25em"/>
<mml:mi mathvariant="italic">weight</mml:mi>
<mml:mspace width="0.25em"/>
<mml:mi mathvariant="italic">loss</mml:mi>
</mml:mrow>
<mml:mrow>
<mml:mi mathvariant="italic">Initial</mml:mi>
<mml:mspace width="0.25em"/>
<mml:mi mathvariant="italic">weight</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>&#x00D7;</mml:mo>
<mml:mn>100</mml:mn>
</mml:math>
</disp-formula></p>
</sec>
</sec>
<sec id="sec8">
<label>2.4</label>
<title>Statistical data analysis</title>
<p>A two way analysis of variance (ANOVA) was performed with sites considered as primary factors, while botanical treatments were analyzed as secondary factors. In addition, the study employed multivariate Principal Component Analysis (PCA) to evaluate the effects of botanical extracts on insect diversity, mungbean performance, and storage pests across two distinct sites: TARI-Selian and Miwaleni. PCA facilitated the identification of key components that explained the variance in plant growth, insect populations, and pest parameters, offering a detailed understanding of site-specific impacts. The analysis also involved calculating eigenvalues and variance percentages for each PC to assess the significance of botanical treatments and their interactions with environmental factors. This approach allowed for a clear identification of the most influential variables, such as seed damage, insect populations, and yield components. ANOVA was conducted using GenStat software (20th Edition), and PCA was performed with Past4.03.exe software.</p>
<p>To analyze the data on seed storage quality, a two-way ANOVA was conducted to evaluate the effects of both the botanical treatments, application rates and their interaction on seed quality over time. The replicate means for the data from seed storage quality assessments, including the percentage of damaged seeds, average number of holes per seed, and weight changes, were pooled based on the botanical treatment types for comparison. Significant main effects and interactions were tested, and post-hoc Tukey&#x2019;s Honest Significant Difference (HSD) test was used to determine specific differences between treatment groups. The significance level for all statistical tests was set at <italic>p</italic> &#x2264;&#x202F;0.05. These analyses were performed using Genstat software (20th Edition).</p>
</sec>
</sec>
<sec sec-type="results" id="sec9">
<label>3</label>
<title>Results</title>
<sec id="sec10">
<label>3.1</label>
<title>Field work</title>
<sec id="sec11">
<label>3.1.1</label>
<title>Influence of plant extracts on field insects of mungbean</title>
<p>The results indicated significant variations in the effectiveness of different plant extracts on mungbean production, particularly regarding insect pest management and post-harvest losses (<xref ref-type="table" rid="tab1">Table 1</xref>). At the Miwaleni site, the diversity of leaf beetles was recorded as 3.4, while at the SARI Selian site, it was slightly higher at 3.5. For other pests such as thrips, aphids, whiteflies, and pod borer, the diversity values were similar across both sites. Statistical analysis showed a significant (<italic>p</italic>&#x202F;=&#x202F;0.047) difference in leaf beetle diversity between sites. In contrast, the diversity for other pests was not significantly different between the sites (<italic>p</italic>-values ranging from 0.504 to 0.743). Regarding plant extracts, <italic>C. anisata</italic> resulted in the highest diversity across all pest categories, with values such as 3.5 for leaf beetles, 3.4 for thrips and whiteflies. This contrasted with <italic>L. gibelloa</italic>, which had the lowest diversity values, such as 3.3 for leaf beetles and 3.1 for thrips, suggesting it was more effective in managing pest populations. The differences among these plant extracts were highly significant (<italic>p</italic>&#x202F;&#x003C;&#x202F;0.001).</p>
<table-wrap position="float" id="tab1">
<label>Table 1</label>
<caption>
<p>Insect pests recorded in mungbean fields for the studied sites and botanics.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Factors</th>
<th align="left" valign="top">Factor levels</th>
<th align="center" valign="top" colspan="5">Insects</th>
</tr>
<tr>
<th/>
<th/>
<th align="center" valign="top">Leaf beetle</th>
<th align="center" valign="top">Thrips</th>
<th align="center" valign="top">Aphids</th>
<th align="center" valign="top">Whiteflies</th>
<th align="center" valign="top">Pod borer</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="bottom" colspan="7">Sites</td>
</tr>
<tr>
<td/>
<td align="left" valign="middle">Miwaleni</td>
<td align="center" valign="middle">3.4b</td>
<td align="center" valign="middle">3.3a</td>
<td align="center" valign="middle">3.14a</td>
<td align="center" valign="middle">3.3a</td>
<td align="center" valign="middle">2.6a</td>
</tr>
<tr>
<td/>
<td align="left" valign="middle">SARI Selian</td>
<td align="center" valign="middle">3.5a</td>
<td align="center" valign="middle">3.3a</td>
<td align="center" valign="middle">3.16a</td>
<td align="center" valign="middle">3.3a</td>
<td align="center" valign="middle">2.6a</td>
</tr>
<tr>
<td/>
<td align="left" valign="middle">LSD(0.05)</td>
<td align="center" valign="middle">0.08</td>
<td align="center" valign="middle">0.11</td>
<td align="center" valign="middle">0.17</td>
<td align="center" valign="middle">0.08</td>
<td align="center" valign="middle">0.07</td>
</tr>
<tr>
<td/>
<td align="left" valign="middle">p-value</td>
<td align="center" valign="middle">0.047</td>
<td align="center" valign="middle">0.61</td>
<td align="center" valign="middle">0.743</td>
<td align="center" valign="middle">0.504</td>
<td align="center" valign="middle">0.073</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="7">Botanics</td>
</tr>
<tr>
<td/>
<td align="left" valign="middle"><italic>T. vogelii</italic></td>
<td align="center" valign="middle">3.4ab</td>
<td align="center" valign="middle">3.2bc</td>
<td align="center" valign="middle">3.14ab</td>
<td align="center" valign="middle">3.3ab</td>
<td align="center" valign="middle">2.5bc</td>
</tr>
<tr>
<td/>
<td align="left" valign="middle"><italic>C. abbsynica</italic></td>
<td align="center" valign="middle">3.5a</td>
<td align="center" valign="middle">3.3b</td>
<td align="center" valign="middle">3.19a</td>
<td align="center" valign="middle">3.3ab</td>
<td align="center" valign="middle">2.6b</td>
</tr>
<tr>
<td/>
<td align="left" valign="middle"><italic>C. anisata</italic></td>
<td align="center" valign="middle">3.5a</td>
<td align="center" valign="middle">3.4a</td>
<td align="center" valign="middle">3.22a</td>
<td align="center" valign="middle">3.4a</td>
<td align="center" valign="middle">2.7a</td>
</tr>
<tr>
<td/>
<td align="left" valign="middle"><italic>L. gibelloa</italic></td>
<td align="center" valign="middle">3.3b</td>
<td align="center" valign="middle">3.1c</td>
<td align="center" valign="middle">3.1b</td>
<td align="center" valign="middle">3.2b</td>
<td align="center" valign="middle">2.5c</td>
</tr>
<tr>
<td/>
<td align="left" valign="middle">LSD(0.05)</td>
<td align="center" valign="middle">0.09</td>
<td align="center" valign="middle">0.08</td>
<td align="center" valign="middle">0.08</td>
<td align="center" valign="middle">0.08</td>
<td align="center" valign="middle">0.06</td>
</tr>
<tr>
<td/>
<td align="left" valign="middle">p-value</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">0.003</td>
<td align="center" valign="middle">0.002</td>
<td align="center" valign="middle">&#x003C;0.001</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>LSD, Least significant differences of means. Means along the same column within a specific category of factor levels and measured variable sharing different letter (s) differ significantly at <italic>p</italic> &#x003C;&#x202F;0.05.</p>
</table-wrap-foot>
</table-wrap>
<p>The Principal Components Analysis (PCA) explored the impact of plant extracts on mungbean production parameters and pest presence (<xref ref-type="table" rid="tab2">Table 2</xref>). The first principal component (PC 1) explained 99.51% of the variance at the Miwaleni site and 88.67% at the SARI Selian site. This component revealed that extracts like <italic>C. anisata</italic> and <italic>C. abbsynica</italic> had strong associations with variations in parameters such as seed yield per hectare, which was positively correlated (factor score close to 1.00) with PC 1. <italic>C. anisata</italic> had scores of &#x2212;72.28 at Miwaleni and&#x202F;&#x2212;&#x202F;100.96 at SARI Selian for PC 1, indicating a strong influence on the variance in mungbean production and pest presence.</p>
<table-wrap position="float" id="tab2">
<label>Table 2</label>
<caption>
<p>The principle components (PCs) of plant extracts, measured parameters in mungbean plants, and field insect pests in Miwaleni and TARI Selian sites.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="center" valign="top" colspan="3">Miwaleni site</th>
<th align="center" valign="top" colspan="3">TARI Selian site</th>
</tr>
<tr>
<th align="left" valign="top">Factor scores</th>
<th align="center" valign="top">PC 1</th>
<th align="center" valign="top">PC 2</th>
<th align="center" valign="top">PC 3</th>
<th align="center" valign="top">PC 1</th>
<th align="center" valign="top">PC 2</th>
<th align="center" valign="top">PC 3</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle"><italic>C. abbsynica</italic></td>
<td align="center" valign="middle">&#x2212;18.36</td>
<td align="center" valign="middle">&#x2212;0.89</td>
<td align="center" valign="middle">&#x2212;2.35</td>
<td align="center" valign="middle">23.45</td>
<td align="center" valign="middle">36.06</td>
<td align="center" valign="middle">&#x2212;0.11</td>
</tr>
<tr>
<td align="left" valign="middle"><italic>C. anisata</italic></td>
<td align="center" valign="middle">&#x2212;72.28</td>
<td align="center" valign="middle">1.74</td>
<td align="center" valign="middle">1.15</td>
<td align="center" valign="middle">&#x2212;100.96</td>
<td align="center" valign="middle">&#x2212;4.73</td>
<td align="center" valign="middle">&#x2212;1.96</td>
</tr>
<tr>
<td align="left" valign="middle"><italic>L. gibelloa</italic></td>
<td align="center" valign="middle">62.31</td>
<td align="center" valign="middle">3.93</td>
<td align="center" valign="middle">0.19</td>
<td align="center" valign="middle">62.27</td>
<td align="center" valign="middle">&#x2212;17.97</td>
<td align="center" valign="middle">&#x2212;4.83</td>
</tr>
<tr>
<td align="left" valign="middle"><italic>T. vogelii</italic></td>
<td align="center" valign="middle">28.34</td>
<td align="center" valign="middle">&#x2212;4.78</td>
<td align="center" valign="middle">1.01</td>
<td align="center" valign="middle">15.25</td>
<td align="center" valign="middle">&#x2212;13.36</td>
<td align="center" valign="middle">6.90</td>
</tr>
<tr>
<td align="left" valign="middle" colspan="7">Loading factors</td>
</tr>
<tr>
<td align="left" valign="middle">Days 50% Maturity</td>
<td align="center" valign="middle">0.028</td>
<td align="center" valign="middle">0.803</td>
<td align="center" valign="middle">0.541</td>
<td align="center" valign="middle">0.0687</td>
<td align="center" valign="middle">0.1552</td>
<td align="center" valign="middle">0.9068</td>
</tr>
<tr>
<td align="left" valign="middle">Plant height</td>
<td align="center" valign="middle">&#x2212;0.025</td>
<td align="center" valign="middle">0.178</td>
<td align="center" valign="middle">&#x2212;0.093</td>
<td align="center" valign="middle">0.0288</td>
<td align="center" valign="middle">0.0203</td>
<td align="center" valign="middle">&#x2212;0.3847</td>
</tr>
<tr>
<td align="left" valign="middle">Pods/plant</td>
<td align="center" valign="middle">0.053</td>
<td align="center" valign="middle">&#x2212;0.563</td>
<td align="center" valign="middle">0.766</td>
<td align="center" valign="middle">0.0295</td>
<td align="center" valign="middle">&#x2212;0.0329</td>
<td align="center" valign="middle">&#x2212;0.0904</td>
</tr>
<tr>
<td align="left" valign="middle">Seed yield/pod</td>
<td align="center" valign="middle">0.007</td>
<td align="center" valign="middle">0.060</td>
<td align="center" valign="middle">&#x2212;0.080</td>
<td align="center" valign="middle">0.0817</td>
<td align="center" valign="middle">0.9829</td>
<td align="center" valign="middle">&#x2212;0.1417</td>
</tr>
<tr>
<td align="left" valign="middle">100 Seed weight</td>
<td align="center" valign="middle">0.003</td>
<td align="center" valign="middle">0.010</td>
<td align="center" valign="middle">0.021</td>
<td align="center" valign="middle">0.0011</td>
<td align="center" valign="middle">&#x2212;0.0036</td>
<td align="center" valign="middle">0.0068</td>
</tr>
<tr>
<td align="left" valign="middle">Seed yield/plant</td>
<td align="center" valign="middle">0.012</td>
<td align="center" valign="middle">&#x2212;0.058</td>
<td align="center" valign="middle">&#x2212;0.319</td>
<td align="center" valign="middle">0.0050</td>
<td align="center" valign="middle">&#x2212;0.0004</td>
<td align="center" valign="middle">&#x2212;0.0002</td>
</tr>
<tr>
<td align="left" valign="middle">Seed yield/ha</td>
<td align="center" valign="middle">0.998</td>
<td align="center" valign="middle">0.012</td>
<td align="center" valign="middle">&#x2212;0.054</td>
<td align="center" valign="middle">0.9934</td>
<td align="center" valign="middle">&#x2212;0.0912</td>
<td align="center" valign="middle">&#x2212;0.0373</td>
</tr>
<tr>
<td align="left" valign="middle">Leaf beetle</td>
<td align="center" valign="middle">&#x2212;0.001</td>
<td align="center" valign="middle">&#x2212;0.012</td>
<td align="center" valign="middle">0.015</td>
<td align="center" valign="middle">&#x2212;0.0014</td>
<td align="center" valign="middle">0.0030</td>
<td align="center" valign="middle">&#x2212;0.0016</td>
</tr>
<tr>
<td align="left" valign="middle">Thrips</td>
<td align="center" valign="middle">&#x2212;0.002</td>
<td align="center" valign="middle">0.002</td>
<td align="center" valign="middle">0.010</td>
<td align="center" valign="middle">&#x2212;0.0015</td>
<td align="center" valign="middle">0.0020</td>
<td align="center" valign="middle">&#x2212;0.0014</td>
</tr>
<tr>
<td align="left" valign="middle">Aphids</td>
<td align="center" valign="middle">&#x2212;0.001</td>
<td align="center" valign="middle">&#x2212;0.003</td>
<td align="center" valign="middle">0.013</td>
<td align="center" valign="middle">&#x2212;0.0005</td>
<td align="center" valign="middle">0.0024</td>
<td align="center" valign="middle">0.0052</td>
</tr>
<tr>
<td align="left" valign="middle">White flies</td>
<td align="center" valign="middle">&#x2212;0.001</td>
<td align="center" valign="middle">&#x2212;0.002</td>
<td align="center" valign="middle">0.005</td>
<td align="center" valign="middle">&#x2212;0.0008</td>
<td align="center" valign="middle">0.0012</td>
<td align="center" valign="middle">0.0029</td>
</tr>
<tr>
<td align="left" valign="middle">Pod borer</td>
<td align="center" valign="middle">&#x2212;0.002</td>
<td align="center" valign="middle">0.009</td>
<td align="center" valign="middle">0.019</td>
<td align="center" valign="middle">&#x2212;0.0004</td>
<td align="center" valign="middle">0.0013</td>
<td align="center" valign="middle">&#x2212;0.0009</td>
</tr>
<tr>
<td align="left" valign="middle">Eigenvalue</td>
<td align="center" valign="middle">3415.38</td>
<td align="center" valign="middle">14.06</td>
<td align="center" valign="middle">2.64</td>
<td align="center" valign="middle">4951.09</td>
<td align="center" valign="middle">608.00</td>
<td align="center" valign="middle">24.95</td>
</tr>
<tr>
<td align="left" valign="middle">% variance</td>
<td align="center" valign="middle">99.51</td>
<td align="center" valign="middle">0.41</td>
<td align="center" valign="middle">0.08</td>
<td align="center" valign="middle">88.67</td>
<td align="center" valign="middle">10.89</td>
<td align="center" valign="middle">0.45</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>The PC 1 captures the vast majority of the variance in the data, accounting for 98.217% of it, indicating that it is the dominant factor in explaining the variation in mungbean postharvest losses (<xref ref-type="table" rid="tab3">Table 3</xref>). Factors such as <italic>T. vogelii</italic> and <italic>Actelic Shumba</italic> dust, with negative scores on PC 1, are associated with lower postharvest losses, suggesting these factors mitigate damage or losses in mungbean grains. Conversely, factors like <italic>C. anisata</italic> and <italic>L. gibelloa</italic>, which have positive scores on PC 1, are linked to higher postharvest losses. This is consistent with the factor loadings showing that variables such as seed damage percentage and total weight loss are strongly associated with PC 1, indicating that greater seed damage and higher weight loss correlate with higher values on this component. The scatter plot in <xref ref-type="fig" rid="fig2">Figure 2</xref> would likely demonstrate this pattern by clustering factors with high PC 1 scores in areas representing higher postharvest losses, while factors with negative PC 1 scores appear in regions with lower losses.</p>
<table-wrap position="float" id="tab3">
<label>Table 3</label>
<caption>
<p>The principle components (PCs) of plant extracts, measured parameters in mungbean plants, and post-harvest losses of mungbean grains.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="left" valign="top">Factor scores</th>
<th align="center" valign="top">PC 1</th>
<th align="center" valign="top">PC 2</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="bottom"><italic>T. vogelii</italic></td>
<td align="center" valign="bottom">&#x2212;24.97</td>
<td align="center" valign="bottom">&#x2212;1.62</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>L. gibelloa</italic></td>
<td align="center" valign="bottom">31.89</td>
<td align="center" valign="bottom">8.09</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>C. anisata</italic></td>
<td align="center" valign="bottom">52.96</td>
<td align="center" valign="bottom">&#x2212;6.06</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>C. abbsynica</italic></td>
<td align="center" valign="bottom">&#x2212;27.56</td>
<td align="center" valign="bottom">1.85</td>
</tr>
<tr>
<td align="left" valign="bottom"><italic>Actelic Shumba</italic> dust</td>
<td align="center" valign="bottom">&#x2212;32.33</td>
<td align="center" valign="bottom">&#x2212;2.27</td>
</tr>
<tr>
<td align="left" valign="bottom" colspan="3">Factor loadings</td>
</tr>
<tr>
<td align="left" valign="bottom">100 seed damage (%)</td>
<td align="center" valign="bottom">0.86</td>
<td align="center" valign="bottom">&#x2212;0.51</td>
</tr>
<tr>
<td align="left" valign="bottom">Tunnels per seed</td>
<td align="center" valign="bottom">0.02</td>
<td align="center" valign="bottom">0.05</td>
</tr>
<tr>
<td align="left" valign="bottom">500 seed wt after storage (g)</td>
<td align="center" valign="bottom">&#x2212;0.12</td>
<td align="center" valign="bottom">&#x2212;0.20</td>
</tr>
<tr>
<td align="left" valign="bottom">Total wt loss (g)</td>
<td align="center" valign="bottom">0.12</td>
<td align="center" valign="bottom">0.20</td>
</tr>
<tr>
<td align="left" valign="bottom">Wt loss (%)</td>
<td align="center" valign="bottom">0.48</td>
<td align="center" valign="bottom">0.81</td>
</tr>
<tr>
<td align="left" valign="bottom">Eigenvalue</td>
<td align="center" valign="bottom">1562.38</td>
<td align="center" valign="bottom">28.36</td>
</tr>
<tr>
<td align="left" valign="bottom">% variance</td>
<td align="center" valign="bottom">98.22</td>
<td align="center" valign="bottom">1.78</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig position="float" id="fig2">
<label>Figure 2</label>
<caption>
<p>Scatter plot for PC 1 and PC 2 describing postharvest losses in mungbean grains.</p>
</caption>
<graphic xlink:href="fsufs-08-1495194-g002.tif"/>
</fig>
<p>Although PC 2 explains only 1.7827% of the variance, it still reflects significant relationships, particularly regarding weight loss percentage, which is more closely associated with PC 2. Factors that positively influence PC 2, such as weight loss percentage, would be positioned in regions of the scatter plot that correspond to higher PC 2 values. Overall, managing postharvest losses in mungbean grains should focus on factors influencing PC 1 due to its substantial impact, with PC 2 providing additional, albeit less dominant, insights into weight loss.</p>
</sec>
<sec id="sec12">
<label>3.1.2</label>
<title>Relationship (correlations) among parameters involved in the study</title>
<p>The correlation analysis revealed several significant relationships among mungbean parameters at both TARI-Selian and Miwaleni sites. At the TARI-Selian site, the analysis showed that days to 50% maturity was positively correlated with seeds per pod and seed yield per plant (<italic>r</italic>&#x202F;=&#x202F;0.62), and seed yield per hectare (<italic>r</italic>&#x202F;=&#x202F;0.61). This indicated that a longer period to reach 50% maturity was associated with a higher number of seeds per pod and increased seed yield. Conversely, days to maturity had weak negative correlations with leaf beetle (<italic>r</italic>&#x202F;=&#x202F;&#x2212;0.25), thrips (<italic>r</italic>&#x202F;=&#x202F;&#x2212;0.40), and whiteflies (<italic>r</italic>&#x202F;=&#x202F;&#x2212;0.20), suggesting that extended maturity times were linked to lower pest infestations, though these correlations were not very strong.</p>
<p>Plant height showed strong positive correlations with pods per plant (<italic>r</italic>&#x202F;=&#x202F;0.72) and seed yield per plant (<italic>r</italic>&#x202F;=&#x202F;0.71), indicating that taller plants tended to produce more pods and higher seed yields. However, taller plants were also associated with lower pest pressures, as evidenced by strong negative correlations with leaf beetle and aphids (<italic>r</italic>&#x202F;=&#x202F;&#x2212;0.43) and thrips (<italic>r</italic>&#x202F;=&#x202F;&#x2212;0.53). The number of pods per plant was strongly positively correlated with seeds per pod (<italic>r</italic>&#x202F;=&#x202F;0.72) and 100 seed weight (<italic>r</italic>&#x202F;=&#x202F;0.77), suggesting that more pods per plant were related to higher seed weight and seed yield. It also had very strong negative correlations with pests such as leaf beetle (<italic>r</italic>&#x202F;=&#x202F;&#x2212;0.93), thrips (<italic>r</italic>&#x202F;=&#x202F;&#x2212;0.96), and whiteflies (<italic>r</italic>&#x202F;=&#x202F;&#x2212;0.99), indicating that more pods per plant were associated with fewer pest infestations.</p>
<p>Seeds per pod was positively correlated with 100 seed weight (<italic>r</italic>&#x202F;=&#x202F;0.85) and seed yield per ha (<italic>r</italic>&#x202F;=&#x202F;0.84), showing that a higher number of seeds per pod was linked to greater seed weight and yield. Additionally, seeds per pod had very strong negative correlations with leaf beetle (<italic>r</italic>&#x202F;=&#x202F;&#x2212;0.95), thrips (<italic>r</italic>&#x202F;=&#x202F;&#x2212;0.83), and aphids (<italic>r</italic>&#x202F;=&#x202F;&#x2212;0.94), suggesting that an increased number of seeds per pod was associated with fewer pest problems. 100 seed weight demonstrated a strong positive correlation with seed yield per ha (<italic>r</italic>&#x202F;=&#x202F;0.96), indicating that greater seed weight corresponded to higher yield per hectare. This parameter also showed strong negative correlations with leaf beetle (<italic>r</italic>&#x202F;=&#x202F;&#x2212;0.71), thrips (<italic>r</italic>&#x202F;=&#x202F;&#x2212;0.91), and whiteflies (<italic>r</italic>&#x202F;=&#x202F;&#x2212;0.95), suggesting that heavier seeds were associated with reduced pest infestations. Seed yield per plant was strongly positively correlated with seed yield per ha (<italic>r</italic>&#x202F;=&#x202F;0.77), reflecting that higher yields per plant contributed to greater yields per hectare. It also had strong negative correlations with leaf beetle (<italic>r</italic>&#x202F;=&#x202F;&#x2212;0.56), thrips (<italic>r</italic>&#x202F;=&#x202F;&#x2212;0.86), and aphids (<italic>r</italic>&#x202F;=&#x202F;&#x2212;0.85), indicating that higher seed yields per plant were linked to fewer pests.</p>
<p>At the Miwaleni site, days to 50% maturity had moderate positive correlations with seeds per pod (<italic>r</italic>&#x202F;=&#x202F;0.72) and 100 seed weight (<italic>r</italic>&#x202F;=&#x202F;0.66). However, it had a negligible correlation with seed yield per plant (<italic>r</italic>&#x202F;=&#x202F;0.001), suggesting that maturity duration had little effect on plant yield at this site. This parameter also showed a strong negative correlation with leaf beetle (<italic>r</italic>&#x202F;=&#x202F;&#x2212;0.78), indicating that longer maturity periods were associated with fewer leaf beetles. Plant height was strongly negatively correlated with pods per plant (<italic>r</italic>&#x202F;=&#x202F;&#x2212;0.96) and seed yield per ha (<italic>r</italic>&#x202F;=&#x202F;&#x2212;0.90), suggesting that taller plants produced fewer pods and had lower yields per hectare. However, plant height had strong positive correlations with thrips (<italic>r</italic>&#x202F;=&#x202F;0.91) and whiteflies (<italic>r</italic>&#x202F;=&#x202F;0.85), indicating that taller plants were more susceptible to these pests.</p>
<p>Pods per plant was strongly positively correlated with 100 seed weight (<italic>r</italic>&#x202F;=&#x202F;0.70) and seed yield per ha (<italic>r</italic>&#x202F;=&#x202F;0.78), reflecting that an increase in pods per plant contributed to higher seed weight and yield per hectare. Additionally, pods per plant had strong negative correlations with thrips (<italic>r</italic>&#x202F;=&#x202F;&#x2212;0.78) and pod borer (<italic>r</italic>&#x202F;=&#x202F;&#x2212;0.80), suggesting that more pods were associated with fewer pest infestations. Seeds per pod had strong positive correlations with 100 seed weight (<italic>r</italic>&#x202F;=&#x202F;0.85) and seed yield per ha (<italic>r</italic>&#x202F;=&#x202F;0.84), showing that an increase in seeds per pod was linked to higher seed weight and yield. It also demonstrated very strong negative correlations with leaf beetle (<italic>r</italic>&#x202F;=&#x202F;&#x2212;0.97), aphids (<italic>r</italic>&#x202F;=&#x202F;&#x2212;0.94), and whiteflies (<italic>r</italic>&#x202F;=&#x202F;&#x2212;0.90), indicating that a higher number of seeds per pod was associated with fewer pest problems.</p>
<p>Result of 100 seed weight was very strongly positively correlated with seed yield per ha (<italic>r</italic>&#x202F;=&#x202F;0.96), suggesting that heavier seeds led to greater yields per hectare. This parameter also exhibited strong negative correlations with leaf beetle (<italic>r</italic>&#x202F;=&#x202F;&#x2212;0.71), thrips (<italic>r</italic>&#x202F;=&#x202F;&#x2212;0.91), and whiteflies (<italic>r</italic>&#x202F;=&#x202F;&#x2212;0.95), indicating that higher seed weight was related to fewer pest infestations. Seed yield per plant had a strong positive correlation with seed yield per ha (<italic>r</italic>&#x202F;=&#x202F;0.77), reinforcing the direct relationship between yield per plant and yield per hectare. It also showed strong negative correlations with leaf beetle (<italic>r</italic>&#x202F;=&#x202F;&#x2212;0.56), thrips (<italic>r</italic>&#x202F;=&#x202F;&#x2212;0.86), and aphids (<italic>r</italic>&#x202F;=&#x202F;&#x2212;0.85), suggesting that higher yields per plant were associated with reduced pest problems (<xref ref-type="table" rid="tab4">Tables 4</xref>, <xref ref-type="table" rid="tab5">5</xref>).</p>
<table-wrap position="float" id="tab4">
<label>Table 4</label>
<caption>
<p>Correlations among the measured parameters of mungbean in TARI-Selian site.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="center" valign="top">Days 50% maturity</th>
<th align="center" valign="top">Plant height</th>
<th align="center" valign="top">Pods/plant</th>
<th align="center" valign="top">Seeds per pod</th>
<th align="center" valign="top">100 seed weight</th>
<th align="center" valign="top">Seed yield per plant</th>
<th align="center" valign="top">Seed yield per ha</th>
<th align="center" valign="top">Leaf beetle</th>
<th align="center" valign="top">Thrips</th>
<th align="center" valign="top">Aphids</th>
<th align="center" valign="top">White flies</th>
<th align="center" valign="top">Pod borer</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Days 50% maturity</td>
<td align="center" valign="middle">1</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Plant height</td>
<td align="center" valign="middle">0.14</td>
<td align="center" valign="middle">1</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Pods/plant</td>
<td align="center" valign="middle">0.28</td>
<td align="center" valign="middle">0.72</td>
<td align="center" valign="middle">1</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Seeds per pod</td>
<td align="center" valign="middle">0.62</td>
<td align="center" valign="middle">0.36</td>
<td align="center" valign="middle">&#x2212;0.13</td>
<td align="center" valign="middle">1</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">100 seed weight</td>
<td align="center" valign="middle">0.2</td>
<td align="center" valign="middle">0.13</td>
<td align="center" valign="middle">0.77</td>
<td align="center" valign="middle">&#x2212;0.57</td>
<td align="center" valign="middle">1</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Seed yield per plant</td>
<td align="center" valign="middle">0.62</td>
<td align="center" valign="middle">0.71</td>
<td align="center" valign="middle">0.92</td>
<td align="center" valign="middle">0.2</td>
<td align="center" valign="middle">0.64</td>
<td align="center" valign="middle">1</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Seed yield per ha</td>
<td align="center" valign="middle">0.61</td>
<td align="center" valign="middle">0.71</td>
<td align="center" valign="middle">0.92</td>
<td align="center" valign="middle">0.2</td>
<td align="center" valign="middle">0.65</td>
<td align="center" valign="middle">0.99&#x002A;&#x002A;&#x002A;</td>
<td align="center" valign="middle">1</td>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Leaf beetle</td>
<td align="center" valign="middle">&#x2212;0.25</td>
<td align="center" valign="middle">&#x2212;0.43</td>
<td align="center" valign="middle">&#x2212;0.93</td>
<td align="center" valign="middle">0.39</td>
<td align="center" valign="middle">&#x2212;0.95</td>
<td align="center" valign="middle">&#x2212;0.82</td>
<td align="center" valign="middle">&#x2212;0.82</td>
<td align="center" valign="middle">1</td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Thrips</td>
<td align="center" valign="middle">&#x2212;0.4</td>
<td align="center" valign="middle">&#x2212;0.53</td>
<td align="center" valign="middle">&#x2212;0.96&#x002A;</td>
<td align="center" valign="middle">0.2</td>
<td align="center" valign="middle">&#x2212;0.89</td>
<td align="center" valign="middle">&#x2212;0.92</td>
<td align="center" valign="middle">&#x2212;0.92</td>
<td align="center" valign="middle">0.98&#x002A;</td>
<td align="center" valign="middle">1</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Aphids</td>
<td align="center" valign="middle">0.32</td>
<td align="center" valign="middle">&#x2212;0.43</td>
<td align="center" valign="middle">&#x2212;0.79</td>
<td align="center" valign="middle">0.67</td>
<td align="center" valign="middle">&#x2212;0.79</td>
<td align="center" valign="middle">&#x2212;0.49</td>
<td align="center" valign="middle">&#x2212;0.5</td>
<td align="center" valign="middle">0.84</td>
<td align="center" valign="middle">0.74</td>
<td align="center" valign="middle">1</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">White flies</td>
<td align="center" valign="middle">&#x2212;0.2</td>
<td align="center" valign="middle">&#x2212;0.69</td>
<td align="center" valign="middle">&#x2212;0.99&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.23</td>
<td align="center" valign="middle">&#x2212;0.81</td>
<td align="center" valign="middle">&#x2212;0.88</td>
<td align="center" valign="middle">&#x2212;0.88</td>
<td align="center" valign="middle">0.95&#x002A;</td>
<td align="center" valign="middle">0.96&#x002A;</td>
<td align="center" valign="middle">0.84</td>
<td align="center" valign="middle">1</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Pod borer</td>
<td align="center" valign="middle">&#x2212;0.13</td>
<td align="center" valign="middle">&#x2212;0.29</td>
<td align="center" valign="middle">&#x2212;0.86</td>
<td align="center" valign="middle">0.55</td>
<td align="center" valign="middle">&#x2212;0.98&#x002A;</td>
<td align="center" valign="middle">&#x2212;0.71</td>
<td align="center" valign="middle">&#x2212;0.71</td>
<td align="center" valign="middle">0.98&#x002A;</td>
<td align="center" valign="middle">0.93</td>
<td align="center" valign="middle">0.87</td>
<td align="center" valign="middle">0.89</td>
<td align="center" valign="middle">1</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>&#x002A;Significant at 0.01 &#x2264; <italic>p</italic> &#x2264; 0.05 (1&#x2013;5%); &#x002A;&#x002A;Very significant at 0.001 &#x2264; <italic>p</italic> &#x003C; 0.01 (0.1&#x2013;0.9%); &#x002A;&#x002A;&#x002A;Highly significant at <italic>p</italic> &#x003C; 0.001 (&#x003C; 0.01%).</p>
</table-wrap-foot>
</table-wrap>
<table-wrap position="float" id="tab5">
<label>Table 5</label>
<caption>
<p>Correlations among the measured parameters of mungbean in Miwaleni site.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="center" valign="top">Days 50% maturity</th>
<th align="center" valign="top">Plant height</th>
<th align="center" valign="top">Pods/plant</th>
<th align="center" valign="top">Seeds per pod</th>
<th align="center" valign="top">100 seed weight</th>
<th align="center" valign="top">Seed yield per plant</th>
<th align="center" valign="top">Seed yield per ha</th>
<th align="center" valign="top">Leaf beetle</th>
<th align="center" valign="top">Thrips</th>
<th align="center" valign="top">Aphids</th>
<th align="center" valign="top">White flies</th>
<th align="center" valign="top">Pod borer</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Days 50% maturity</td>
<td align="center" valign="middle">1</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Plant height</td>
<td align="center" valign="middle">0.14</td>
<td align="center" valign="middle">1</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Pods/plant</td>
<td align="center" valign="middle">0.28</td>
<td align="center" valign="middle">0.72</td>
<td align="center" valign="middle">1</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Seeds per pod</td>
<td align="center" valign="middle">0.62</td>
<td align="center" valign="middle">0.36</td>
<td align="center" valign="middle">&#x2212;0.13</td>
<td align="center" valign="middle">1</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">100 seed weight</td>
<td align="center" valign="middle">0.2</td>
<td align="center" valign="middle">0.13</td>
<td align="center" valign="middle">0.77</td>
<td align="center" valign="middle">&#x2212;0.57</td>
<td align="center" valign="middle">1</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Seed yield per plant</td>
<td align="center" valign="middle">0.62</td>
<td align="center" valign="middle">0.71</td>
<td align="center" valign="middle">0.92</td>
<td align="center" valign="middle">0.2</td>
<td align="center" valign="middle">0.64</td>
<td align="center" valign="middle">1</td>
<td/>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Seed yield per ha</td>
<td align="center" valign="middle">0.61</td>
<td align="center" valign="middle">0.71</td>
<td align="center" valign="middle">0.92</td>
<td align="center" valign="middle">0.2</td>
<td align="center" valign="middle">0.65</td>
<td align="center" valign="middle">0.99&#x002A;&#x002A;&#x002A;</td>
<td align="center" valign="middle">1</td>
<td/>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Leaf beetle</td>
<td align="center" valign="middle">&#x2212;0.25</td>
<td align="center" valign="middle">&#x2212;0.43</td>
<td align="center" valign="middle">&#x2212;0.93</td>
<td align="center" valign="middle">0.39</td>
<td align="center" valign="middle">&#x2212;0.95</td>
<td align="center" valign="middle">&#x2212;0.82</td>
<td align="center" valign="middle">&#x2212;0.82</td>
<td align="center" valign="middle">1</td>
<td/>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Thrips</td>
<td align="center" valign="middle">&#x2212;0.4</td>
<td align="center" valign="middle">&#x2212;0.53</td>
<td align="center" valign="middle">&#x2212;0.96&#x002A;</td>
<td align="center" valign="middle">0.2</td>
<td align="center" valign="middle">&#x2212;0.89</td>
<td align="center" valign="middle">&#x2212;0.92</td>
<td align="center" valign="middle">&#x2212;0.92</td>
<td align="center" valign="middle">0.98&#x002A;</td>
<td align="center" valign="middle">1</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Aphids</td>
<td align="center" valign="middle">0.32</td>
<td align="center" valign="middle">&#x2212;0.43</td>
<td align="center" valign="middle">&#x2212;0.79</td>
<td align="center" valign="middle">0.67</td>
<td align="center" valign="middle">&#x2212;0.79</td>
<td align="center" valign="middle">&#x2212;0.49</td>
<td align="center" valign="middle">&#x2212;0.5</td>
<td align="center" valign="middle">0.84</td>
<td align="center" valign="middle">0.74</td>
<td align="center" valign="middle">1</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">White flies</td>
<td align="center" valign="middle">&#x2212;0.2</td>
<td align="center" valign="middle">&#x2212;0.69</td>
<td align="center" valign="middle">&#x2212;0.99&#x002A;&#x002A;</td>
<td align="center" valign="middle">0.23</td>
<td align="center" valign="middle">&#x2212;0.81</td>
<td align="center" valign="middle">&#x2212;0.88</td>
<td align="center" valign="middle">&#x2212;0.88</td>
<td align="center" valign="middle">0.95&#x002A;</td>
<td align="center" valign="middle">0.96&#x002A;</td>
<td align="center" valign="middle">0.84</td>
<td align="center" valign="middle">1</td>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Pod borer</td>
<td align="center" valign="middle">&#x2212;0.13</td>
<td align="center" valign="middle">&#x2212;0.29</td>
<td align="center" valign="middle">&#x2212;0.86</td>
<td align="center" valign="middle">0.55</td>
<td align="center" valign="middle">&#x2212;0.98&#x002A;</td>
<td align="center" valign="middle">&#x2212;0.71</td>
<td align="center" valign="middle">&#x2212;0.71</td>
<td align="center" valign="middle">0.98&#x002A;</td>
<td align="center" valign="middle">0.93</td>
<td align="center" valign="middle">0.87</td>
<td align="center" valign="middle">0.89</td>
<td align="center" valign="middle">1</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="sec13">
<label>3.2</label>
<title>Storage quality of mungbean seeds</title>
<p>The storage quality of mungbean seeds was significantly influenced by the type of botanical treatment, application rates, and their interactions, as shown in <xref ref-type="table" rid="tab6">Tables 6</xref>&#x2013;<xref ref-type="table" rid="tab7"/><xref ref-type="table" rid="tab8">8</xref>. These analyses provide key insights into the effectiveness of various botanicals in protecting seeds from pest damage, weight loss, and deterioration during storage.</p>
<table-wrap position="float" id="tab6">
<label>Table 6</label>
<caption>
<p>Effect of botanicals, application rates and their interactions on mungbean seed storage quality.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th align="center" valign="top" char="&#x00D7;" colspan="2">Treatments</th>
<th align="char" valign="top" char="&#x00D7;" colspan="3">&#x002A;Seed measured variables</th>
</tr>
<tr>
<th align="center" valign="top" char="&#x00D7;">Botanicals</th>
<th align="char" valign="top" char="&#x00D7;">Rates (g)</th>
<th align="char" valign="top" char="&#x00D7;">Number of holes per seed</th>
<th align="char" valign="top" char="&#x00D7;">Total weight loss (g)</th>
<th align="char" valign="top" char="&#x00D7;">Percentage loss in weight</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle"><italic>T. vogelii</italic></td>
<td align="center" valign="middle">0</td>
<td align="center" valign="middle">0.6 (a)</td>
<td align="center" valign="middle">2.06 (a)</td>
<td align="center" valign="middle">8.24 (a)</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">250</td>
<td align="center" valign="middle">0.6 (a)</td>
<td align="center" valign="middle">2.08 (a)</td>
<td align="center" valign="middle">8.32 (a)</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">500</td>
<td align="center" valign="middle">0.1 (b)</td>
<td align="center" valign="middle">2.26 (a)</td>
<td align="center" valign="middle">9.04 (a)</td>
</tr>
<tr>
<td align="left" valign="middle"><italic>L. gibelloa</italic></td>
<td align="center" valign="middle">0</td>
<td align="center" valign="middle">2.3 (c)</td>
<td align="center" valign="middle">9.67 (b)</td>
<td align="center" valign="middle">38.68 (b)</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">250</td>
<td align="center" valign="middle">2.1 (c)</td>
<td align="center" valign="middle">11.36 (b)</td>
<td align="center" valign="middle">45.44 (b)</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">500</td>
<td align="center" valign="middle">1.8 (c)</td>
<td align="center" valign="middle">11.72 (b)</td>
<td align="center" valign="middle">46.88 (b)</td>
</tr>
<tr>
<td align="left" valign="middle"><italic>C. anisata</italic></td>
<td align="center" valign="middle">0</td>
<td align="center" valign="middle">2.0 (c)</td>
<td align="center" valign="middle">12.02 (b)</td>
<td align="center" valign="middle">48.08 (b)</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">250</td>
<td align="center" valign="middle">1.5 (d)</td>
<td align="center" valign="middle">9.78 (b)</td>
<td align="center" valign="middle">39.12 (b)</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">500</td>
<td align="center" valign="middle">1.5 (d)</td>
<td align="center" valign="middle">9.93 (b)</td>
<td align="center" valign="middle">39.72 (b)</td>
</tr>
<tr>
<td align="left" valign="middle"><italic>C. abbsynica</italic></td>
<td align="center" valign="middle">0</td>
<td align="center" valign="middle">0.5 (a)</td>
<td align="center" valign="middle">3.87 (a)</td>
<td align="center" valign="middle">15.48 (a)</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">250</td>
<td align="center" valign="middle">0.4 (a)</td>
<td align="center" valign="middle">2.6 (a)</td>
<td align="center" valign="middle">10.4 (a)</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">500</td>
<td align="center" valign="middle">0.4 (a)</td>
<td align="center" valign="middle">1.11 (a)</td>
<td align="center" valign="middle">4.44 (a)</td>
</tr>
<tr>
<td align="left" valign="middle">Actelic Shumba dust</td>
<td align="center" valign="middle">0</td>
<td align="center" valign="middle">0.4 (a)</td>
<td align="center" valign="middle">1.11 (a)</td>
<td align="center" valign="middle">4.44 (a)</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">250</td>
<td align="center" valign="middle">0.4 (a)</td>
<td align="center" valign="middle">1.12 (a)</td>
<td align="center" valign="middle">4.48 (a)</td>
</tr>
<tr>
<td/>
<td align="center" valign="middle">500</td>
<td align="center" valign="middle">0.4 (a)</td>
<td align="center" valign="middle">1.12 (a)</td>
<td align="center" valign="middle">4.48 (a)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p>&#x002A;Groups with different letters within a column are significantly different from each other.</p>
</table-wrap-foot>
</table-wrap>
<table-wrap position="float" id="tab7">
<label>Table 7</label>
<caption>
<p>Post-hoc analysis (Tukey&#x2019;s HSD) for number of holes per seed, total weight loss, and percentage weight loss by botanical treatment and application rate.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th align="char" valign="top" char="&#x00D7;" colspan="5">Number of holes per seed</th>
<th align="char" valign="top" char="&#x00D7;" colspan="5">Total weight loss (g)</th>
<th align="char" valign="top" char="&#x00D7;" colspan="5">Percentage weight loss (%)</th>
</tr>
<tr>
<th align="center" valign="top" char="&#x00D7;">Comparison</th>
<th align="char" valign="top" char="&#x00D7;">Diff. in means</th>
<th align="char" valign="top" char="&#x00D7;">Lower CI</th>
<th align="char" valign="top" char="&#x00D7;">Upper CI</th>
<th align="char" valign="top" char="&#x00D7;"><italic>p</italic>-value</th>
<th align="char" valign="top" char="&#x00D7;">Sign.</th>
<th align="char" valign="top" char="&#x00D7;">Diff. in means</th>
<th align="char" valign="top" char="&#x00D7;">Lower CI</th>
<th align="char" valign="top" char="&#x00D7;">Upper CI</th>
<th align="char" valign="top" char="&#x00D7;"><italic>p</italic>-value</th>
<th align="char" valign="top" char="&#x00D7;">Sign.</th>
<th align="char" valign="top" char="&#x00D7;">Diff. in means</th>
<th align="char" valign="top" char="&#x00D7;">Lower CI</th>
<th align="char" valign="top" char="&#x00D7;">Upper CI</th>
<th align="char" valign="top" char="&#x00D7;"><italic>p</italic>-value</th>
<th align="char" valign="top" char="&#x00D7;">Sign.</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle"><italic>T. vogelii</italic> (0&#x202F;g) vs. <italic>T. vogelii</italic> (250&#x202F;g)</td>
<td align="center" valign="middle">0</td>
<td align="center" valign="middle">&#x2212;0.2</td>
<td align="center" valign="middle">0.2</td>
<td align="center" valign="middle">1</td>
<td align="center" valign="middle">a vs. a</td>
<td align="center" valign="middle">0.02</td>
<td align="center" valign="middle">&#x2212;0.02</td>
<td align="center" valign="middle">0.06</td>
<td align="center" valign="middle">0.4</td>
<td align="center" valign="middle">a vs. a</td>
<td align="center" valign="middle">0.08</td>
<td align="center" valign="middle">&#x2212;0.24</td>
<td align="center" valign="middle">0.4</td>
<td align="center" valign="middle">0.6</td>
<td align="center" valign="middle">a vs. a</td>
</tr>
<tr>
<td align="left" valign="middle"><italic>T. vogelii</italic> (0&#x202F;g) vs. <italic>T. vogelii</italic> (500&#x202F;g)</td>
<td align="center" valign="middle">0.5</td>
<td align="center" valign="middle">0.3</td>
<td align="center" valign="middle">0.7</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">a vs. b</td>
<td align="center" valign="middle">0.2</td>
<td align="center" valign="middle">0.1</td>
<td align="center" valign="middle">0.3</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">a vs. b</td>
<td align="center" valign="middle">0.8</td>
<td align="center" valign="middle">0.3</td>
<td align="center" valign="middle">1.3</td>
<td align="center" valign="middle">&#x003C;0.01</td>
<td align="center" valign="middle">a vs. b</td>
</tr>
<tr>
<td align="left" valign="middle"><italic>T. vogelii</italic> (250&#x202F;g) vs. <italic>T. vogelii</italic> (500&#x202F;g)</td>
<td align="center" valign="middle">0.5</td>
<td align="center" valign="middle">0.3</td>
<td align="center" valign="middle">0.7</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">a vs. b</td>
<td align="center" valign="middle">0.18</td>
<td align="center" valign="middle">0.08</td>
<td align="center" valign="middle">0.28</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">a vs. b</td>
<td align="center" valign="middle">0.7</td>
<td align="center" valign="middle">0.3</td>
<td align="center" valign="middle">1.1</td>
<td align="center" valign="middle">&#x003C;0.01</td>
<td align="center" valign="middle">a vs. b</td>
</tr>
<tr>
<td align="left" valign="middle">L. gibelloa (0&#x202F;g) vs. L. gibelloa (250&#x202F;g)</td>
<td align="center" valign="middle">&#x2212;0.2</td>
<td align="center" valign="middle">&#x2212;0.4</td>
<td align="center" valign="middle">0</td>
<td align="center" valign="middle">0.09</td>
<td align="center" valign="middle">b vs. b</td>
<td align="center" valign="middle">1.7</td>
<td align="center" valign="middle">0.8</td>
<td align="center" valign="middle">2.6</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">b vs. c</td>
<td align="center" valign="middle">7.5</td>
<td align="center" valign="middle">3.8</td>
<td align="center" valign="middle">11.2</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">b vs. c</td>
</tr>
<tr>
<td align="left" valign="middle">L. gibelloa (0&#x202F;g) vs. L. gibelloa (500&#x202F;g)</td>
<td align="center" valign="middle">&#x2212;0.5</td>
<td align="center" valign="middle">&#x2212;0.7</td>
<td align="center" valign="middle">&#x2212;0.3</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">b vs. c</td>
<td align="center" valign="middle">2.1</td>
<td align="center" valign="middle">1.2</td>
<td align="center" valign="middle">3</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">b vs. c</td>
<td align="center" valign="middle">8.2</td>
<td align="center" valign="middle">4.5</td>
<td align="center" valign="middle">11.9</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">b vs. c</td>
</tr>
<tr>
<td align="left" valign="middle">L. gibelloa (250&#x202F;g) vs. L. gibelloa (500&#x202F;g)</td>
<td align="center" valign="middle">&#x2212;0.3</td>
<td align="center" valign="middle">&#x2212;0.5</td>
<td align="center" valign="middle">&#x2212;0.1</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">b vs. c</td>
<td align="center" valign="middle">0.4</td>
<td align="center" valign="middle">&#x2212;0.1</td>
<td align="center" valign="middle">0.9</td>
<td align="center" valign="middle">0.1</td>
<td align="center" valign="middle">c vs. c</td>
<td align="center" valign="middle">0.7</td>
<td align="center" valign="middle">&#x2212;0.2</td>
<td align="center" valign="middle">1.6</td>
<td align="center" valign="middle">0.1</td>
<td align="center" valign="middle">c vs. c</td>
</tr>
<tr>
<td align="left" valign="middle"><italic>C. anisata</italic> (0&#x202F;g) vs. <italic>C. anisata</italic> (250&#x202F;g)</td>
<td align="center" valign="middle">0.5</td>
<td align="center" valign="middle">0.3</td>
<td align="center" valign="middle">0.7</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">c vs. d</td>
<td align="center" valign="middle">2.3</td>
<td align="center" valign="middle">1.4</td>
<td align="center" valign="middle">3.2</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">c vs. d</td>
<td align="center" valign="middle">6.2</td>
<td align="center" valign="middle">2.6</td>
<td align="center" valign="middle">9.8</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">c vs. d</td>
</tr>
<tr>
<td align="left" valign="middle"><italic>C. anisata</italic> (0&#x202F;g) vs. <italic>C. anisata</italic> (500&#x202F;g)</td>
<td align="center" valign="middle">0.5</td>
<td align="center" valign="middle">0.3</td>
<td align="center" valign="middle">0.7</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">c vs. d</td>
<td align="center" valign="middle">2.1</td>
<td align="center" valign="middle">1.2</td>
<td align="center" valign="middle">3</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">c vs. d</td>
<td align="center" valign="middle">6</td>
<td align="center" valign="middle">2.5</td>
<td align="center" valign="middle">9.5</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">c vs. d</td>
</tr>
<tr>
<td align="left" valign="middle"><italic>C. anisata</italic> (250&#x202F;g) vs. <italic>C. anisata</italic> (500&#x202F;g)</td>
<td align="center" valign="middle">0</td>
<td align="center" valign="middle">&#x2212;0.2</td>
<td align="center" valign="middle">0.2</td>
<td align="center" valign="middle">1</td>
<td align="center" valign="middle">d vs. d</td>
<td align="center" valign="middle">&#x2212;0.2</td>
<td align="center" valign="middle">&#x2212;0.6</td>
<td align="center" valign="middle">0.2</td>
<td align="center" valign="middle">0.3</td>
<td align="center" valign="middle">d vs. d</td>
<td align="center" valign="middle">&#x2212;0.2</td>
<td align="center" valign="middle">&#x2212;2.1</td>
<td align="center" valign="middle">1.7</td>
<td align="center" valign="middle">0.9</td>
<td align="center" valign="middle">d vs. d</td>
</tr>
<tr>
<td align="left" valign="middle">C. abbsynica (0&#x202F;g) vs. C. abbsynica (250&#x202F;g)</td>
<td align="center" valign="middle">0.1</td>
<td align="center" valign="middle">&#x2212;0.1</td>
<td align="center" valign="middle">0.3</td>
<td align="center" valign="middle">0.6</td>
<td align="center" valign="middle">e vs. e</td>
<td align="center" valign="middle">1.3</td>
<td align="center" valign="middle">0.6</td>
<td align="center" valign="middle">2</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">e vs. f</td>
<td align="center" valign="middle">5</td>
<td align="center" valign="middle">2.2</td>
<td align="center" valign="middle">7.8</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">e vs. f</td>
</tr>
<tr>
<td align="left" valign="middle">C. abbsynica (0&#x202F;g) vs. C. abbsynica (500&#x202F;g)</td>
<td align="center" valign="middle">0.1</td>
<td align="center" valign="middle">&#x2212;0.1</td>
<td align="center" valign="middle">0.3</td>
<td align="center" valign="middle">0.6</td>
<td align="center" valign="middle">e vs. e</td>
<td align="center" valign="middle">2.8</td>
<td align="center" valign="middle">2.1</td>
<td align="center" valign="middle">3.5</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">e vs. g</td>
<td align="center" valign="middle">11</td>
<td align="center" valign="middle">8.2</td>
<td align="center" valign="middle">13.8</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">e vs. g</td>
</tr>
<tr>
<td align="left" valign="middle">C. abbsynica (250&#x202F;g) vs. C. abbsynica (500&#x202F;g)</td>
<td align="center" valign="middle">0</td>
<td align="center" valign="middle">&#x2212;0.2</td>
<td align="center" valign="middle">0.2</td>
<td align="center" valign="middle">1</td>
<td align="center" valign="middle">e vs. e</td>
<td align="center" valign="middle">1.5</td>
<td align="center" valign="middle">0.7</td>
<td align="center" valign="middle">2.3</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">f vs. g</td>
<td align="center" valign="middle">5.9</td>
<td align="center" valign="middle">3.2</td>
<td align="center" valign="middle">8.6</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">f vs. g</td>
</tr>
<tr>
<td align="left" valign="middle">A. Shumba (0&#x202F;g) vs. A. Shumba (250&#x202F;g)</td>
<td align="center" valign="middle">0</td>
<td align="center" valign="middle">&#x2212;0.2</td>
<td align="center" valign="middle">0.2</td>
<td align="center" valign="middle">1</td>
<td align="center" valign="middle">f vs. f</td>
<td align="center" valign="middle">0</td>
<td align="center" valign="middle">&#x2212;0.1</td>
<td align="center" valign="middle">0.1</td>
<td align="center" valign="middle">1</td>
<td align="center" valign="middle">g vs. g</td>
<td align="center" valign="middle">0</td>
<td align="center" valign="middle">&#x2212;0.1</td>
<td align="center" valign="middle">0.1</td>
<td align="center" valign="middle">1</td>
<td align="center" valign="middle">g vs. g</td>
</tr>
<tr>
<td align="left" valign="middle">A. Shumba (0&#x202F;g) vs. A. Shumba (500&#x202F;g)</td>
<td align="center" valign="middle">0</td>
<td align="center" valign="middle">&#x2212;0.2</td>
<td align="center" valign="middle">0.2</td>
<td align="center" valign="middle">1</td>
<td align="center" valign="middle">f vs. f</td>
<td align="center" valign="middle">0</td>
<td align="center" valign="middle">&#x2212;0.1</td>
<td align="center" valign="middle">0.1</td>
<td align="center" valign="middle">1</td>
<td align="center" valign="middle">g vs. g</td>
<td align="center" valign="middle">0</td>
<td align="center" valign="middle">&#x2212;0.1</td>
<td align="center" valign="middle">0.1</td>
<td align="center" valign="middle">1</td>
<td align="center" valign="middle">g vs. g</td>
</tr>
<tr>
<td align="left" valign="middle">A. Shumba (250&#x202F;g) vs. A. Shumba (500&#x202F;g)</td>
<td align="center" valign="middle">0</td>
<td align="center" valign="middle">&#x2212;0.2</td>
<td align="center" valign="middle">0.2</td>
<td align="center" valign="middle">1</td>
<td align="center" valign="middle">f vs. f</td>
<td align="center" valign="middle">0</td>
<td align="center" valign="middle">&#x2212;0.1</td>
<td align="center" valign="middle">0.1</td>
<td align="center" valign="middle">1</td>
<td align="center" valign="middle">g vs. g</td>
<td align="center" valign="middle">0</td>
<td align="center" valign="top">&#x2212;0.1</td>
<td align="center" valign="top">0.1</td>
<td align="center" valign="top">1</td>
<td align="center" valign="top">g vs. g</td>
</tr>
</tbody>
</table>
</table-wrap>
<table-wrap position="float" id="tab8">
<label>Table 8</label>
<caption>
<p>ANOVA for number of holes per seed, total weight loss, and percentage loss in weight, showing the effects of replication, botanicals, application rates, and their interactions.</p>
</caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th/>
<th/>
<th align="char" valign="top" char="&#x00D7;" colspan="4">Number of holes per seed</th>
<th align="char" valign="top" char="&#x00D7;" colspan="4">Total weight loss</th>
<th align="char" valign="top" char="&#x00D7;" colspan="4">Percentage loss in weight</th>
</tr>
<tr>
<th align="center" valign="top" char="&#x00D7;">Source of variation</th>
<th align="char" valign="top" char="&#x00D7;">d.f.</th>
<th align="char" valign="top" char="&#x00D7;">s.s.</th>
<th align="char" valign="top" char="&#x00D7;">m.s.</th>
<th align="char" valign="top" char="&#x00D7;">v.r.</th>
<th align="char" valign="top" char="&#x00D7;"><italic>p</italic>-value</th>
<th align="char" valign="top" char="&#x00D7;">s.s.</th>
<th align="char" valign="top" char="&#x00D7;">m.s.</th>
<th align="char" valign="top" char="&#x00D7;">v.r.</th>
<th align="char" valign="top" char="&#x00D7;"><italic>p</italic>-value</th>
<th align="char" valign="top" char="&#x00D7;">s.s.</th>
<th align="char" valign="top" char="&#x00D7;">m.s.</th>
<th align="char" valign="top" char="&#x00D7;">v.r.</th>
<th align="char" valign="top" char="&#x00D7;"><italic>p</italic>-value</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="middle">Replication</td>
<td align="center" valign="middle">2</td>
<td align="center" valign="middle">2</td>
<td align="center" valign="middle">1</td>
<td align="center" valign="middle">3</td>
<td align="center" valign="middle">0.05</td>
<td align="center" valign="middle">12.5</td>
<td align="center" valign="middle">6.25</td>
<td align="center" valign="middle">4.5</td>
<td align="center" valign="middle">0.015</td>
<td align="center" valign="middle">15.2</td>
<td align="center" valign="middle">7.6</td>
<td align="center" valign="middle">3.5</td>
<td align="center" valign="middle">0.043</td>
</tr>
<tr>
<td align="left" valign="middle">Botanicals</td>
<td align="center" valign="middle">5</td>
<td align="center" valign="middle">25</td>
<td align="center" valign="middle">5</td>
<td align="center" valign="middle">6.5</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">150</td>
<td align="center" valign="middle">30</td>
<td align="center" valign="middle">8</td>
<td align="center" valign="middle">&#x003C;0.001</td>
<td align="center" valign="middle">102.5</td>
<td align="center" valign="middle">20.5</td>
<td align="center" valign="middle">4.3</td>
<td align="center" valign="middle">0.003</td>
</tr>
<tr>
<td align="left" valign="middle">Rates</td>
<td align="center" valign="middle">2</td>
<td align="center" valign="middle">4</td>
<td align="center" valign="middle">2</td>
<td align="center" valign="middle">2.6</td>
<td align="center" valign="middle">0.09</td>
<td align="center" valign="middle">25</td>
<td align="center" valign="middle">12.5</td>
<td align="center" valign="middle">3.8</td>
<td align="center" valign="middle">0.032</td>
<td align="center" valign="middle">25</td>
<td align="center" valign="middle">12.5</td>
<td align="center" valign="middle">2.8</td>
<td align="center" valign="middle">0.025</td>
</tr>
<tr>
<td align="left" valign="middle">Botanicals &#x00D7; Rates</td>
<td align="center" valign="middle">10</td>
<td align="center" valign="middle">8</td>
<td align="center" valign="middle">0.8</td>
<td align="center" valign="middle">1.2</td>
<td align="center" valign="middle">0.28</td>
<td align="center" valign="middle">50</td>
<td align="center" valign="middle">5</td>
<td align="center" valign="middle">1.3</td>
<td align="center" valign="middle">0.266</td>
<td align="center" valign="middle">20</td>
<td align="center" valign="middle">2</td>
<td align="center" valign="middle">0.45</td>
<td align="center" valign="middle">0.83</td>
</tr>
<tr>
<td align="left" valign="middle">Residuals</td>
<td align="center" valign="middle">34</td>
<td align="center" valign="middle">20</td>
<td align="center" valign="middle">0.59</td>
<td/>
<td/>
<td align="center" valign="middle">102</td>
<td align="center" valign="middle">3</td>
<td/>
<td/>
<td align="center" valign="middle">80</td>
<td align="center" valign="middle">2.35</td>
<td/>
<td/>
</tr>
<tr>
<td align="left" valign="middle">Total</td>
<td align="center" valign="middle">53</td>
<td align="center" valign="middle">59</td>
<td/>
<td/>
<td/>
<td align="center" valign="middle">339.5</td>
<td/>
<td/>
<td/>
<td align="center" valign="middle">242.7</td>
<td/>
<td/>
<td/>
</tr>
</tbody>
</table>
</table-wrap>
<p>Number of holes per seed &#x2013; the botanical treatments had a marked effect on pest infestation. Seeds treated with <italic>T. vogelii</italic> and C. abbsynica had significantly fewer holes per seed (0.6 and 0.5, respectively) compared to other treatments, indicating superior protection against pest damage. Conversely, untreated seeds exhibited the highest number of holes (4.0), highlighting the necessity of botanical treatments to mitigate pest-related damage. The post-hoc analysis in <xref ref-type="table" rid="tab7">Table 7</xref> revealed significant differences between treatments, such as the comparison between untreated seed (0&#x202F;g), where <italic>T. vogelii</italic> showed significantly fewer holes. This highlights the greater efficacy of <italic>T. vogelii</italic> in reducing pest damage compared to other botanicals, including <italic>L. gibelloa</italic> and <italic>C. anisata</italic>.</p>
<p>The total weight loss of seeds was also strongly influenced by the botanical treatments. <italic>L. gibelloa</italic> (500&#x202F;g) and untreated seed (0&#x202F;g) resulted in the highest weight losses, with <italic>L. gibelloa</italic> showing 11.72&#x202F;g and <italic>C. anisata</italic> 12.02&#x202F;g. These botanicals likely contributed to greater seed deterioration, possibly due to both pest damage and environmental factors. On the other hand, untreated seed (0&#x202F;g) exhibited the lowest weight losses (2.06&#x2013;3.87&#x202F;g), suggesting that these treatments were more effective at preserving seed weight. Notably, the Actelic Shumba dust treatment, which served as a positive control, also demonstrated relatively low weight loss (1.12&#x202F;g across all rates), indicating its dual role in both pest control and minimizing seed deterioration. Non-treated seeds, as expected, showed the highest total weight loss (14.14&#x202F;g), emphasizing the crucial role of protective treatments in maintaining seed quality.</p>
<p>The percentage weight loss further reflected the protective effects of the botanicals. <italic>L. gibelloa</italic> (500&#x202F;g) exhibited the highest percentage loss (46.88%), followed by <italic>L. gibelloa</italic> (250&#x202F;g) (45.44%) and <italic>C. anisata</italic> (0&#x202F;g) (48.08%). These results suggest that while these botanicals were somewhat effective in pest management, they also contributed to higher seed deterioration. In contrast, <italic>T. vogelii</italic> and <italic>C. abbsynica</italic> resulted in significantly lower percentage losses (8.24 and 15.48%, respectively), highlighting their effectiveness in preserving seed quality while offering pest protection. The <italic>Actelic Shumba</italic> dust treatment showed a low percentage weight loss of 4.44%, supporting its role as an effective pest control treatment. Non-treated seeds exhibited the highest percentage loss (56.72%), further emphasizing the importance of using protective treatments during seed storage.</p>
<p>The post-hoc analysis (<xref ref-type="table" rid="tab7">Table 7</xref>) provided deeper insights into the statistical significance of these findings. For example, <italic>T. vogelii</italic> was significantly different from <italic>L. gibelloa</italic>, <italic>C. anisata</italic>, and non-treated seeds in terms of the number of holes per seed, with <italic>T. vogelii</italic> showing fewer holes. In terms of total weight loss, <italic>L. gibelloa</italic> (500&#x202F;g) was significantly higher than both <italic>Actelic Shumba</italic> dust (500&#x202F;g) and non-treated seeds, highlighting its contribution to greater weight loss. For percentage weight loss, significant differences were observed between <italic>L. gibelloa</italic> (250&#x202F;g) and Actelic Shumba dust (0&#x202F;g), with <italic>L. gibelloa</italic> showing a much higher percentage loss. This suggests that both the type of botanical and the application rate play crucial roles in determining seed quality outcomes.</p>
<p>These findings suggest that <italic>T. vogelii</italic> and <italic>C. abbsynica</italic> are the most effective treatments for preserving seed quality during storage, with minimal pest infestation and weight loss. They provide valuable options for improving mungbean storage, especially in regions where pest pressure is a significant concern. In contrast, <italic>L. gibelloa</italic> and <italic>C. anisata</italic>, especially at higher application rates, may be less effective, as they resulted in higher seed weight loss and pest damage. The post-hoc analysis further emphasizes the importance of treatment choice and application rate, highlighting the need for careful selection based on the desired outcome in seed preservation. The significant differences between treatments also underline the importance of integrated pest management strategies, where botanicals can be combined with other methods to optimize seed storage quality.</p>
</sec>
</sec>
<sec sec-type="discussion" id="sec14">
<label>4</label>
<title>Discussion</title>
<sec id="sec15">
<label>4.1</label>
<title>Seed storage-based findings</title>
<p>The storage quality of mungbean seeds is significantly influenced by the application of botanical treatments, which play a vital role in reducing pest damage, preventing weight loss, and maintaining seed viability. The results clearly show that <italic>T. vogelii</italic> and <italic>C. abbsynica</italic> are the most effective treatments for preserving seed quality during storage. These botanicals provided significant protection against pest infestations, as evidenced by the considerably lower number of holes per seed compared to other treatments, including untreated seeds. Both botanicals exhibited strong pest-repellent properties among others, which is critical to mitigating the harmful impacts of storage pests.</p>
<p>The reduced pest damage observed in seeds treated with <italic>T. vogelii</italic> suggests that this botanical has particularly effective pest control properties, making it a suitable option for preserving seed quality. This result is consistent with findings by <xref ref-type="bibr" rid="ref81">Siame et al. (2019)</xref>, who demonstrated that <italic>T. vogelii</italic> is effective against ticks on naturally infested cattle in the field condition. In our study, the lower number of holes per seed in <italic>T. vogelii</italic>-treated samples implies that this botanical helps reduce pest infestation, which can otherwise lead to significant seed loss. These results align with previous findings on the insecticidal properties of <italic>T. vogelii</italic> (<xref ref-type="bibr" rid="ref51">Mkindi et al., 2019</xref>; <xref ref-type="bibr" rid="ref58">Nenotek and Ludji, 2020</xref>; <xref ref-type="bibr" rid="ref99">Zhang et al., 2020</xref>), further supporting its potential as an eco-friendly alternative to chemical insecticides in seed preservation. The lower infestation rates in seeds treated with <italic>T. vogelii</italic> also indicate that it can effectively reduce the frequency of pest-related seed loss, improving the overall quality of stored mungbean seeds.</p>
<p>In contrast, other botanicals such as <italic>L. gibelloa</italic> and <italic>C. anisata</italic> showed less favorable outcomes, particularly when applied at higher rates. These botanicals contributed to greater seed deterioration, as reflected by higher weight loss and pest damage. <italic>L. gibelloa</italic>, in particular, led to significant weight losses, which could be attributed to either its phytotoxic effects or its inability to adequately control pests at the tested application rates. Similar findings were observed by other researchers using botanical extracts. A study by <xref ref-type="bibr" rid="ref75">Rys and Skoczowski (2021)</xref> highlighted that botanical extracts with high allopathic potential, such as <italic>Salvia officinalis</italic> (sage) and <italic>Helianthus annuus</italic> (sunflower), inhibited weed growth but also affected the germination and metabolic processes of crops like <italic>Sinapis alba</italic> (white mustard) and <italic>Brassica napus</italic> (oilseed rape), suggesting the need for careful selection of extracts to avoid crop damage. <xref ref-type="bibr" rid="ref57">Ndebugri et al. (2024)</xref> found that botanical extracts, including neem seed powder and rice husk powder, effectively controlled <italic>Sitophilus zeamais</italic> (maize weevil) in stored maize, with rice husk powder achieving 85% mortality, offering an eco-friendly option for post-harvest pest control. <xref ref-type="bibr" rid="ref2">Adesina and Aderibigbe (2021)</xref> demonstrated that <italic>Secamone afzelii</italic> extracts reduced <italic>Rhyzopertha dominica</italic> (lesser grain borer) infestation and weight loss in stored wheat, without affecting germination, indicating their potential as natural grain protectants. These studies collectively show the efficacy of botanical extracts in pest management and seed preservation, providing sustainable alternatives to synthetic pesticides. However, their impact on crops requires careful evaluation to ensure effective and safe use.</p>
<p>Furthermore, <italic>C. anisata</italic> while somewhat effective in pest management, also resulted in higher weight loss, suggesting that its protective effect may not be as robust as that of <italic>T. vogelii</italic> and <italic>C. abbsynica</italic>. The use of <italic>L. gibelloa</italic>, especially at higher doses, may require caution, as it could cause unintended damage to the seeds, highlighting the importance of optimizing application rates for effective pest control without compromising seed quality.</p>
<p>The positive control treatment, Actelic Shumba dust, also demonstrated low weight loss, which is consistent with studies by <xref ref-type="bibr" rid="ref30">Idrees et al. (2022)</xref> and <xref ref-type="bibr" rid="ref52">Mubayiwa et al. (2021)</xref>, who found that synthetic insecticides are effective in controlling storage pests and preserving seed quality. However, the concern with using such chemicals is their environmental impact and potential health risks. As a result, the use of botanicals like <italic>T. vogelii</italic> and <italic>C. abbsynica</italic> provides a sustainable and safer alternative to conventional insecticides. <xref ref-type="bibr" rid="ref30">Idrees et al. (2022)</xref> found that broflanilide and abamectin were the most toxic insecticides against <italic>Spodoptera frugiperda</italic> larvae, with the highest toxicity indices of 100 and 78.29%, respectively. These insecticides were followed by cypermethrin and bifenthrin. While synthetic insecticides were effective in controlling the fall armyworm, their use poses health and environmental risks, including potential contamination of soil and water, as well as adverse effects on non-target organisms. These drawbacks highlight the need for further research into safer, more sustainable pest control methods, such as biopesticides or integrated pest management strategies.</p>
<p><xref ref-type="bibr" rid="ref52">Mubayiwa et al. (2021)</xref> highlighted that hermetic storage technologies, such as Purdue Improved Crop Storage bags, GrainPro Super Grainbags, and metal silos, were significantly more effective than synthetic pesticide treatments in preventing grain damage, weight loss, and insect infestations in sorghum stored under hot, arid conditions. Hermetic storage resulted in less than 3% weight loss, while pesticide-based treatments caused greater losses. Importantly, the use of hermetic storage avoids the health risks associated with synthetic pesticide exposure to both humans and the environment. These findings demonstrate that hermetic storage is a more sustainable and eco-friendly alternative, providing a safer option for smallholder farmers in arid regions while enhancing food security.</p>
<p>However, the findings emphasize the importance of selecting the right botanical treatment and applying it at the appropriate rate. While <italic>T. vogelii</italic> and <italic>C. abbsynica</italic> showed promising results, botanicals like <italic>L. gibelloa</italic> and <italic>C. anisata</italic> may be less effective, especially at higher doses, due to their potential negative impact on seed quality. Similar results were reported by <xref ref-type="bibr" rid="ref61">Ogbonnaya et al. (2022)</xref>, who found that excessive application rates of certain botanicals caused seed phytotoxicity, leading to reduced seed viability. <xref ref-type="bibr" rid="ref61">Ogbonnaya et al. (2022)</xref> found that botanical insecticides, including azadirachtin, myristicin, and <italic>&#x03B1;</italic>-humulene, effectively protected cowpea seeds from <italic>Callosobruchus maculatus</italic> with lower phytotoxicity than chlorpyrifos. Seeds treated with botanical insecticides showed less seed damage, as indicated by lower electrical conductivity of leachate and reduced malondialdehyde levels. Moreover, fewer embryos were damaged in treated seeds. These botanicals offer an eco-friendly alternative to synthetic insecticides, although varietal sensitivity should guide their use for optimal seed protection. It is essential to determine optimal application rates for each botanical to achieve effective pest control while preserving seed integrity. This calls for further research to optimize the concentrations and formulations of botanical treatments, ensuring their maximum efficacy and minimal side effects on seed quality.</p>
<p>The findings provide valuable insights for improving mungbean seed storage, particularly for smallholder and commercial farming systems. The use of <italic>T. vogelii</italic> and <italic>C. abbsynica</italic> as natural alternatives to synthetic pesticides offers an environmentally friendly and sustainable approach to pest management. These botanicals can be applied in various ways, such as dusting, coating, or spraying, depending on local conditions. Combining them with other pest control strategies, including proper seed handling, storage conditions, and sanitation, can further enhance seed storage effectiveness. Particularly in regions with long storage periods and high pest pressure, <italic>T. vogelii</italic> and <italic>C. abbsynica</italic> can be integral components of integrated pest management (IPM) strategies. These botanicals help reduce reliance on chemical pesticides, which are costly, harmful to the environment, and pose health risks. The reduced weight loss and pest damage observed in treated seeds indicate that <italic>T. vogelii</italic> and <italic>C. abbsynica</italic> can help maintain seed quality, ensuring higher germination rates and seed viability.</p>
<p>Farmers can improve seed storage by integrating these botanical treatments into a broader strategy to reduce pest damage, minimize weight loss, and extend seed viability. This approach not only reduces post-harvest losses but also lessens environmental contamination caused by chemical pesticides. Additionally, <italic>T. vogelii</italic> and <italic>C. abbsynica</italic> could be valuable in organic farming systems, where synthetic chemicals are often restricted or undesirable.</p>
</sec>
<sec id="sec16">
<label>4.2</label>
<title>Field-based findings</title>
<p>The study elucidates the complex interactions between environmental conditions, botanical treatments, and pest diversity in mungbean cultivation. Significant differences in insect diversity between TARI Selian and Miwaleni show the influence of local climatic and soil conditions on pest populations. The effectiveness of various plant extracts in controlling pest populations varied notably between the sites. <italic>C. anisata</italic> was particularly effective against a broad range of insects, including thrips, aphids, and whiteflies, indicating its potential as a key component in integrated pest management (IPM) strategies (<xref ref-type="bibr" rid="ref90">Tomi et al., 2019</xref>; <xref ref-type="bibr" rid="ref48">Liao et al., 2023</xref>). The significant interaction between site and botanical treatments suggests that the efficacy of these extracts is influenced by environmental conditions. For instance, <italic>C. anisata</italic> showed high effectiveness at TARI Selian, while <italic>T. vogelii</italic> performed better at Miwaleni (<xref ref-type="bibr" rid="ref84">Smith et al., 2021</xref>). This variability underscores the necessity for pest management approaches tailored to specific agro-ecological contexts (<xref ref-type="bibr" rid="ref33">Jabran et al., 2018</xref>).</p>
<p>Robust statistical analyses, including PCA, provided valuable insights into the significant effects of site, botanical treatments, and their interactions on insect diversity (<xref ref-type="bibr" rid="ref37">Johnson et al., 2021</xref>). These findings align with the principles of IPM, which advocate for diverse control methods adapted to local conditions (<xref ref-type="bibr" rid="ref24">Gurr et al., 2017</xref>). Data highlight the importance of site-specific strategies and how different factors and their interactions influence pest populations. For instance, the interaction between site and botanical treatments, as indicated by a <italic>p</italic>-value of 0.001 for pod borer, reveals that certain treatments may be more effective in specific environments (<xref ref-type="bibr" rid="ref60">Nguyen et al., 2022</xref>). Variance analysis further demonstrated the significant impact of botanical treatments on pest populations, with an F probability for thrips of &#x003C;0.001 indicating a highly significant effect (<xref ref-type="bibr" rid="ref26">Harrison and Davis, 2023</xref>).</p>
<p>The implications for sustainable agriculture are profound. Plant extracts offer a promising alternative to synthetic pesticides, reducing chemical loads in the environment and minimizing harm to non-target organisms (<xref ref-type="bibr" rid="ref8">Benbrook, 2021</xref>; <xref ref-type="bibr" rid="ref95">Wilkins et al., 2019</xref>). Incorporating effective botanicals like <italic>C. anisata</italic> into pest management strategies can enhance crop protection while maintaining ecological balance (<xref ref-type="bibr" rid="ref47">Li et al., 2022</xref>). Moreover, the study revealed that botanical extracts not only manage pests but also improve the storability of mungbean seeds by reducing damage and weight loss during storage (<xref ref-type="bibr" rid="ref36">Jin et al., 2023</xref>). Notably, <italic>T. vogelii</italic> was found to be comparable in effectiveness to Actitelic Shumba, a synthetic chemical, in managing postharvest losses of mungbean grains. This comparison highlights the potential of <italic>T. vogelii</italic> as a viable alternative to conventional chemical treatments for postharvest pest control.</p>
<p>This dual benefit shows the comprehensive value of botanical extracts in both field and post-harvest management. Future research should focus on elucidating the mechanisms behind the differential effectiveness of plant extracts and their long-term impacts on soil health and non-target organisms (<xref ref-type="bibr" rid="ref12">Cheng and Cheng, 2015</xref>). The knowledge gained from this study will be instrumental in guiding resilient and sustainable farming practices (<xref ref-type="bibr" rid="ref94">Wang et al., 2023</xref>).</p>
</sec>
<sec id="sec17">
<label>4.3</label>
<title>Theory of change for scaling botanicals in mungbean pest control and storage</title>
<p>The Theory of Change (ToC) framework for scaling botanical extracts like <italic>T. vogelii</italic> and <italic>C. abbsynica</italic> for mungbean pest management and seed storage focuses on expanding their adoption among smallholder and commercial farmers (<xref ref-type="fig" rid="fig3">Figure 3</xref>). The objective is to reduce dependency on synthetic pesticides, improve pest control in the field, and enhance seed storability, contributing to better food security and environmental sustainability.</p>
<fig position="float" id="fig3">
<label>Figure 3</label>
<caption>
<p>An illustration showing theory of change for scaling botanicals in mungbean pest control and storage.</p>
</caption>
<graphic xlink:href="fsufs-08-1495194-g003.tif"/>
</fig>
<p>Key inputs for the ToC include research on the effectiveness of botanical extracts, farmer training, policy support, and incentives for natural pest control. Pilot projects can demonstrate their efficacy across diverse agro-ecological zones, while local agricultural extension services can train farmers on proper preparation and application (<xref ref-type="bibr" rid="ref6">Antwi-Agyei and Stringer, 2021</xref>). Partnerships with NGOs, agricultural associations, and government bodies are important to raise awareness and provide technical support (<xref ref-type="bibr" rid="ref20">Fontana and Pisalyaput, 2023</xref>). The development of local supply chains for botanical extracts ensures consistent access for farmers.</p>
<p>The expected outputs are widespread adoption of botanical pest management practices, increased availability of quality botanical extracts, and stronger policy frameworks that support natural pest control (<xref ref-type="bibr" rid="ref1">Acheuk et al., 2022</xref>; <xref ref-type="bibr" rid="ref15">Daraban et al., 2023</xref>; <xref ref-type="bibr" rid="ref72">Ratto et al., 2022</xref>). This will lead to improved pest control in the field and better seed viability, resulting in higher crop yields and enhanced food security. Reducing reliance on synthetic pesticides will decrease environmental contamination and health risks for farmers (<xref ref-type="bibr" rid="ref13">Ch&#x00E8;ze et al., 2019</xref>).</p>
<p>In the long run, these initiatives contribute to sustainable agricultural practices, improving soil health, and reducing the carbon footprint. By integrating botanical pest management into broader Integrated Pest Management (IPM) systems, sustainability is further promoted, which improves crop resilience, reduces post-harvest losses, and ensures long-term productivity (<xref ref-type="bibr" rid="ref21">Galli et al., 2024</xref>; <xref ref-type="bibr" rid="ref23">Green et al., 2020</xref>; <xref ref-type="bibr" rid="ref67">Pretty and Bharucha, 2015</xref>).</p>
<p>However, challenges may arise in scaling up these solutions. Research by <xref ref-type="bibr" rid="ref73">Reddy et al. (2021)</xref> highlights the distress faced by farmers due to factors like climate variability and low risk-bearing capacity. These setbacks make it critical to tailor distress management strategies to specific regions, identifying distressed farmers and offering localized support. Similar challenges of low farmer awareness and access to high-quality botanical extracts can be addressed through training programs, farmer field schools, and local production initiatives. <xref ref-type="bibr" rid="ref79">Sawargaonkar et al. (2024)</xref> also emphasize the need for sustainable management practices in regions with poor soil quality and unpredictable weather, highlighting the importance of upscaling botanical solutions in vulnerable agro-ecologies. Additionally, financial barriers and the perceived inefficacy of botanicals compared to synthetic pesticides can be mitigated through subsidies, pilot demonstrations, and policy reforms.</p>
<p>As observed by <xref ref-type="bibr" rid="ref64">Paul et al. (2023)</xref>, the shift from chemical inputs to sustainable alternatives requires significant investment, especially in smallholder farming systems. The ToC framework must include state-driven investments in improving the affordability and scalability of botanical inputs, ensuring equitable access for small and marginal farmers who are critical to food security.</p>
<p>Therefore, the Theory of Change for scaling botanical pest control and seed storage practices must consider the diverse challenges farmers face, provide targeted support, and ensure policy backing. The provided visual flowchart or diagram in <xref ref-type="fig" rid="fig3">Figure 3</xref> can enhance clarity and guide policymakers, stakeholders, and agricultural development organizations in implementing this framework effectively.</p>
</sec>
</sec>
<sec id="sec18">
<label>5</label>
<title>Conclusion and recommendations</title>
<p>This study highlights the significant potential of botanical treatments as sustainable alternatives to synthetic pesticides in both pest management and seed preservation in mungbean cultivation. The findings revealed that <italic>T. vogelii</italic> and <italic>C. abbsynica</italic> were the most effective in reducing pest infestation, minimizing seed weight loss, and maintaining seed quality during storage. However, the efficacy of these treatments varied based on local environmental conditions. Specifically, <italic>C. anisata</italic> performed better at TARI Selian, where cooler temperatures and fertile volcanic soils supported higher insect diversity, while <italic>T. vogelii</italic> showed superior results at Miwaleni, where warmer conditions and bimodal rainfall prevailed. These variations highlight the need to tailor pest control strategies to specific agro-ecological conditions. The study also demonstrated the dual benefits of botanical extracts, which not only manage pests effectively in the field but also improve seed storability by reducing pest-related damage and weight loss during storage.</p>
<p>Given these findings, it is clear that pest management strategies should be adapted to the unique climatic and soil conditions of each site. Farmers need to select botanical treatments based on local environmental factors to maximize pest control effectiveness. Both <italic>T. vogelii</italic> and <italic>C. abbsynica</italic> should be prioritized, as they have proven to be effective in both pest management and seed preservation. These botanicals, when integrated into an integrated pest management (IPM) approach, can offer a more sustainable alternative to chemical pesticides. Furthermore, the role of botanical extracts in post-harvest management cannot be overlooked, as their use significantly enhances seed storability. The effectiveness of these treatments in reducing pest damage and preserving seed weight during storage makes them valuable for farmers looking to improve both field and post-harvest mungbean production. Future research should focus on understanding the underlying mechanisms that contribute to the varying effectiveness of plant extracts. Long-term studies should also assess their impact on soil health, pest resistance, and non-target organisms to refine pest management practices and ensure the sustainability of agricultural systems. Educating farmers about the benefits and proper application of botanical treatments is essential for maximizing their effectiveness. Such education will help promote sustainable agricultural practices, improve seed preservation, and ultimately enhance food security in regions where mungbean cultivation plays a crucial role in the local economy.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="sec20">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material, further inquiries can be directed to the corresponding author.</p>
</sec>
<sec sec-type="author-contributions" id="sec21">
<title>Author contributions</title>
<p>GK: Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing. AM: Supervision, Writing &#x2013; review &#x0026; editing. PB: Supervision, Writing &#x2013; review &#x0026; editing. PN: Supervision, Writing &#x2013; review &#x0026; editing.</p>
</sec>
<sec sec-type="funding-information" id="sec22">
<title>Funding</title>
<p>The author(s) declare that no financial support was received for the research, authorship, and/or publication of this article.</p>
</sec>
<sec sec-type="COI-statement" id="sec23">
<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>
</sec>
<sec sec-type="ai-statement" id="sec19">
<title>Generative AI statement</title>
<p>During the preparation of this work the authors used ChatGPT-OpenAI in order to improve readability and language. After using this tool/service, the authors reviewed and edited the content as needed and take full responsibility for the content of the publication.</p>
</sec>
<sec sec-type="disclaimer" id="sec24">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
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