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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mar. Sci.</journal-id>
<journal-title>Frontiers in Marine Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mar. Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-7745</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmars.2022.753325</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Marine Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Cyclone Impacts on Coral Reef Communities in Southwest Madagascar</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Carter</surname>
<given-names>Amber L.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1189232"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Gilchrist</surname>
<given-names>Hannah</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Dexter</surname>
<given-names>Kyle G.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/252368"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Gardner</surname>
<given-names>Charlie J.</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1141919"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Gough</surname>
<given-names>Charlotte</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/720598"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Rocliffe</surname>
<given-names>Steve</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1692317"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Wilson</surname>
<given-names>A. Meriwether W.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>School of GeoSciences, University of Edinburgh</institution>, <addr-line>Edinburgh</addr-line>, <country>United Kingdom</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Blue Ventures Conservation, The Old Library, Trinity Road</institution>, <addr-line>Bristol</addr-line>, <country>United Kingdom</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Durrell Institute of Conservation and Ecology, University of Kent</institution>, <addr-line>Canterbury</addr-line>, <country>United Kingdom</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Centre for Ecology and Conservation, College of Life and Environmental Sciences, University of Exeter</institution>, <addr-line>Cornwall</addr-line>, <country>United Kingdom</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>School of Biosciences, University of Exeter</institution>, <addr-line>Exeter</addr-line>, <country>United Kingdom</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Irene D. Alabia, Hokkaido University, Japan</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Wei-Chuan Chiang, Council of Agriculture, Taiwan; Mishal Sandeep Gudka, Coastal Oceans Research and Development in the Indian Ocean (CORDIO), Kenya; Konstantin Tkachenko, Samara State Academy of Social Sciences and Humanities, Russia; Andreia Braga-Henriques, Center for Marine and Environmental Sciences (MARE) - Polo Madeira, Portugal</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Amber L. Carter, <email xlink:href="mailto:amber.carter@ed.ac.uk">amber.carter@ed.ac.uk</email>
</p>
</fn>
<fn fn-type="other" id="fn002">
<p>This article was submitted to Marine Ecosystem Ecology, a section of the journal Frontiers in Marine Science</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>19</day>
<month>05</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>9</volume>
<elocation-id>753325</elocation-id>
<history>
<date date-type="received">
<day>04</day>
<month>08</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>06</day>
<month>04</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2022 Carter, Gilchrist, Dexter, Gardner, Gough, Rocliffe and Wilson</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Carter, Gilchrist, Dexter, Gardner, Gough, Rocliffe and Wilson</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>Tropical cyclones can cause severe destruction of coral reefs with ecological consequences for reef fish communities. Ocean warming is predicted to shorten the return interval for strong tropical cyclones. Understanding the consequences of cyclone impacts on coral reefs is critical to inform local-scale management to support reef resilience and the livelihood security of small-scale fishing communities. Here, we present the first analysis of a tropical cyclone disturbance on coral reefs in Madagascar. We investigate the impact of Cyclone Haruna (category 3 Saffir-Simpson scale) in February 2013 on coral communities, both adults and recruits, and explore the relationship between the severity of cyclone impact with cyclone parameters (wind speed, duration of storm impact and distance from cyclone track) and environmental variables (reef type and reef depth). We use survey data collected as part of a long-term citizen science monitoring programme at 21 coral reef sites between 2012 and 2015 in the Velondriake Locally Managed Marine Area along Madagascar&#x2019;s southwest coast. Coral cover declined at 19 sites, however damage was spatially heterogeneous ranging from a decrease in coral cover of 1.4% to 45.8%. We found the severity of cyclone damage related to: distance from the cyclone track, duration of cyclone impact and reef depth. The taxonomic and morphological composition of coral communities was significantly different after the cyclone. Notably, there was a decrease in the dominance of branching morphologies, and an increase in the relative abundance of encrusting and massive morphologies. Two years after Cyclone Haruna, mean coral cover had increased and the density of coral recruits increased to above pre-cyclone levels indicating the potential recovery of coral populations. However, recovery to pre-disturbance community composition will likely be hindered by the increasing occurrence of acute and chronic disturbance events.</p>
</abstract>
<kwd-group>
<kwd>coral</kwd>
<kwd>tropical cyclone</kwd>
<kwd>Madagascar</kwd>
<kwd>hurricane</kwd>
<kwd>citizen science</kwd>
<kwd>reef resilience</kwd>
<kwd>Western Indian Ocean (WIO) region</kwd>
<kwd>Acropora</kwd>
</kwd-group>
<contract-sponsor id="cn001">Natural Environment Research Council<named-content content-type="fundref-id">10.13039/501100000270</named-content>
</contract-sponsor>
<counts>
<fig-count count="3"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="107"/>
<page-count count="14"/>
<word-count count="7934"/>
</counts>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Cyclone Impact on Coral Reef Communities in Southwest Madagascar</title>
<p>Coral reefs provide habitat for a third of marine species (<xref ref-type="bibr" rid="B80">Pandolfi et&#xa0;al., 2011</xref>) and supply ecosystem services for millions of people worldwide (<xref ref-type="bibr" rid="B104">Woodhead et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B24">Eddy et&#xa0;al., 2021</xref>) including food provision (<xref ref-type="bibr" rid="B17">Cohen et&#xa0;al., 2019</xref>), tourism and recreation (<xref ref-type="bibr" rid="B97">Spalding et&#xa0;al., 2017</xref>), and coastal protection (<xref ref-type="bibr" rid="B29">Ferrario et&#xa0;al., 2014</xref>). Tropical cyclones (also known as typhoons and hurricanes) are a major natural disturbance to coral reefs and can impact the structure and functioning of reefs at different spatial and temporal scales (<xref ref-type="bibr" rid="B15">Cheal et&#xa0;al., 2017</xref>). Ocean warming is predicted to shorten the return interval for strong tropical cyclones (<xref ref-type="bibr" rid="B54">Knutson et&#xa0;al., 2020</xref>), increasing their potential to have severe ecological impacts on coral reef ecosystems (<xref ref-type="bibr" rid="B88">Puotinen et&#xa0;al., 2020</xref>).</p>
<p>Direct impacts of cyclones on reefs are caused by large waves and currents exerting strong mechanical forces (<xref ref-type="bibr" rid="B63">Madin et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B81">Perry et&#xa0;al., 2014</xref>). Mechanical reef damage is highly variable and can range from minor fragmentation of coral branches to the dislodgement of entire colonies (<xref ref-type="bibr" rid="B11">Bozec et&#xa0;al., 2015</xref>). Indirect impacts of cyclones include intense rainfall and high river loads, which can increase turbidity and decrease salinity on reefs leading to a stress response and mortality of coral organisms (<xref ref-type="bibr" rid="B42">Haapkyl&#xe4; et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B81">Perry et&#xa0;al., 2014</xref>). High river loads and coastal run off can also lead to the deposition of litter, potentially increasing the likelihood of coral disease (<xref ref-type="bibr" rid="B59">Lamb et&#xa0;al., 2018</xref>). Furthermore, increased nutrient availability from land run-off or strong winds bringing up nutrient rich water from depth can cause macroalgal blooms that inhibit coral recruitment (<xref ref-type="bibr" rid="B57">Kuffner et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B23">Doropoulos et&#xa0;al., 2014</xref>).</p>
<p>The spatial distribution of cyclone damage to coral communities is characteristically patchy (<xref ref-type="bibr" rid="B44">Harmelin-Vivien, 1994</xref>). Factors which influence the spatial heterogeneity of cyclone damage include the intensity of waves and their duration near a particular reef; the location, topography and depth of a reef; and the composition and state of the coral community (<xref ref-type="bibr" rid="B74">Mumby, 1999</xref>; <xref ref-type="bibr" rid="B27">Fabricius et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B9">Beeden et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B85">Price et&#xa0;al., 2021</xref>). Several studies have aimed to model predictors of cyclone damage (e.g. <xref ref-type="bibr" rid="B86">Puotinen, 2005</xref>; <xref ref-type="bibr" rid="B27">Fabricius et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B89">Puotinen et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B88">Puotinen et&#xa0;al., 2020</xref>). The simplest models use distance from the cyclone track as a predictor of damage severity (<xref ref-type="bibr" rid="B26">Edwards et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B6">Ban et&#xa0;al., 2015</xref>). However, using distance thresholds alone can be ineffective, as evidenced in storms where severe damage has occurred up to 800 km from the cyclone track (<xref ref-type="bibr" rid="B88">Puotinen et&#xa0;al., 2020</xref>). An alternative approach is to include the cyclone parameters, wind speed and duration of cyclone winds (<xref ref-type="bibr" rid="B87">Puotinen, 2007</xref>; <xref ref-type="bibr" rid="B106">Woolsey et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B85">Price et&#xa0;al., 2021</xref>). These can be used as proxy for the intensity of cyclone-generated waves (<xref ref-type="bibr" rid="B86">Puotinen, 2005</xref>) and can help delineate the region in which cyclone damage would be likely (<xref ref-type="bibr" rid="B87">Puotinen, 2007</xref>). All studies agree that any model of cyclone impact using only cyclone parameters is not likely to capture the heterogeneity of damage. This is because at a regional scale, bathymetric and topographic features such as reefs and islands will interact with wave intensity (<xref ref-type="bibr" rid="B107">Young and Hardy, 1993</xref>). Within reefs, factors including depth and reef profile cause variability in reef exposure (<xref ref-type="bibr" rid="B102">Woesik et&#xa0;al., 1991</xref>). Finally, the vulnerability of coral colonies will differ according to their size and shape. Large colonies and colonies with fragile morphologies are generally more vulnerable to wave damage than smaller colonies with sturdier growth forms (<xref ref-type="bibr" rid="B73">Muko et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B63">Madin et&#xa0;al., 2014</xref>).</p>
<p>Cyclones can change the supply of ecological goods and services provided by the reef ecosystem (<xref ref-type="bibr" rid="B72">Micheli et&#xa0;al., 2014</xref>). Direct impacts of cyclones may change the movement and behaviour pattern of fish species (<xref ref-type="bibr" rid="B51">Kawabata et&#xa0;al., 2010</xref>), influencing their availability to fishers (<xref ref-type="bibr" rid="B99">Tobin et&#xa0;al., 2010</xref>). Cyclone-associated reduction in the three-dimensional structure of the reef, hard coral cover and coral diversity can decrease the number and variety of habitats available for reef fish (<xref ref-type="bibr" rid="B38">Graham and Nash, 2013</xref>; <xref ref-type="bibr" rid="B55">Komyakova et&#xa0;al., 2013</xref>). Where major structural changes occur, it will likely have long-term effects on the abundance and diversity of reef-associated species (<xref ref-type="bibr" rid="B11">Bozec et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B20">Darling et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B84">Pratchett et&#xa0;al., 2018</xref>). In coastal communities with strong livelihood dependency on reef fisheries, unpredictability of catch may impact food and income security (<xref ref-type="bibr" rid="B47">Hicks et&#xa0;al., 2021</xref>). Madagascar has been identified as a country highly vulnerable to the degradation of coral reefs owing to its significant economic and social reliance on reef resources (<xref ref-type="bibr" rid="B16">Cinner et&#xa0;al., 2012</xref>). This is particularly relevant along the southwest coast, where aridity and poor soils limit opportunities for agriculture (<xref ref-type="bibr" rid="B43">Hanisch, 2015</xref>), and where there are few other economic or subsistence alternatives to fishing (<xref ref-type="bibr" rid="B7">Barnes-Mauthe et&#xa0;al., 2013</xref>). The southwest coast of Madagascar is home to the sea-faring Vezo people (<xref ref-type="bibr" rid="B66">Marikandia, 2001</xref>). Vezo are highly reliant on the reef-associated fisheries for their income and food security (<xref ref-type="bibr" rid="B7">Barnes-Mauthe et&#xa0;al., 2013</xref>), and the cultural identity of the Vezo is also entwined with the ocean; you are not born Vezo, you become Vezo as you learn skills to master and live off the sea (<xref ref-type="bibr" rid="B2">Astuti, 1995</xref>). Preserving coral reefs in this region is vital for the preservation of Vezo livelihoods, food security, culture and identity (<xref ref-type="bibr" rid="B2">Astuti, 1995</xref>; <xref ref-type="bibr" rid="B7">Barnes-Mauthe et&#xa0;al., 2013</xref>)</p>
<p>The documentation of cyclone impacts on coral reefs is an important precursor to on-going climate adaptation efforts and locally tailored conservation planning, particularly where reliance on coral reefs for food security and livelihoods is high. However, studies assessing the impacts of cyclones on coral reefs are spatially biased. In particular, few studies are available on the impact of cyclones in the Western Indian Ocean (WIO; but see <xref ref-type="bibr" rid="B60">Letourneur et&#xa0;al., 1993</xref>; <xref ref-type="bibr" rid="B76">Naim et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B94">Scop&#xe9;litis et&#xa0;al., 2009</xref>) and no studies have been found for Madagascar. Here, we present the first published study on the impact of a tropical cyclone on coral reefs in Madagascar. On 22<sup>nd</sup> February 2013, Cyclone Haruna, a category 3 storm on the Saffir-Simpson scale - with maximum sustained wind speeds of 150 kmh<sup>-1</sup> and gusts of up to 185 kmh<sup>-1</sup> - made landfall on the southwest coast of Madagascar, in the Velondriake Locally Managed Marine Area (LMMA). We use existing data (2011 &#x2013; 2015) from a long-term, citizen science reef monitoring programme to investigate the impact of Cyclone Haruna on the coral community at a total of 21 reef sites in Velondriake LMMA. The objectives of this research were to: (a) quantify changes in benthic cover and benthic composition following Cyclone Haruna and (b) examine the influence of cyclone parameters (duration of cyclone impact, wind speed and minimum distance from cyclone track) and environmental variables (reef type and reef depth) on the severity of cyclone impact. This study aims to increase our knowledge of reef system vulnerability to severe storm impacts in the WIO and therefore help improve understanding of climate change-associated threats on the livelihoods of coastal communities.</p>
</sec>
<sec id="s2">
<title>Methods</title>
<sec id="s2_1">
<title>Study Region</title>
<p>The study was conducted in southwest Madagascar within the Velondriake LMMA (43&#xb0;13`30 E, 22&#xb0;04`22 S), 150km north of the regional capital of Toliara (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). The Velondriake LMMA stretches along 40km of coastline, incorporating 35 coastal villages with a combined population of approximately 8000 people (see <xref ref-type="bibr" rid="B34">Gardner et&#xa0;al., 2020</xref> for further information on Velondriake). For those living in the LMMA, seafood provides 99% of protein, and 87% of the adult population derive their livelihoods from small-scale fishing (<xref ref-type="bibr" rid="B7">Barnes-Mauthe et&#xa0;al., 2013</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>
<bold>(A)</bold> The position of study region in relation to the path of Cyclone Haruna (solid red line) on the 22nd Feb 2013. Dotted line is boundary for the Velondriake Locally Managed Marine Area. <bold>(B)</bold> The location of reef sites in relation to the path of Cyclone Haruna (solid red line) on satellite image. Reef depth is indicated by the size of the orange circles.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-753325-g001.tif"/>
</fig>
<p>The marine area of the Velondriake LMMA covers approximately 600 km<sup>2</sup>. The reef complex in the LMMA is characterised by a fringing and barrier reef system with several patch reefs situated in a 5km wide channel. The region has relatively high annual variation in sea surface temperature (<xref ref-type="bibr" rid="B70">McClanahan et&#xa0;al., 2009</xref>) with a range of up to 11&#xb0;C recorded (22-33&#xb0;C in 2015; Blue Ventures, unpublished data) and the presence of large, anticyclonic eddies, caused by the interaction of the south equatorial current with the Madagascar landmass (<xref ref-type="bibr" rid="B90">Quartly and Srokosz, 2004</xref>). The distinctive oceanographic climate has resulted in a biogeographically unique reef assemblage that includes corals endemic to Madagascar such as <italic>Pocillopora fungiformis</italic> and <italic>Stylophora madagascarensis</italic> (<xref ref-type="bibr" rid="B101">Veron, 2002</xref>), and 430 species of reef fish (<xref ref-type="bibr" rid="B75">Nadon et&#xa0;al., 2008</xref>).</p>
</sec>
<sec id="s2_2">
<title>Survey Methodology</title>
<sec id="s2_2_1">
<title>Survey Sites</title>
<p>Coral surveys were undertaken between 2011 and 2015 as part of a long-term citizen science reef monitoring programme run by the NGO Blue Ventures (<uri xlink:href="http://www.blueventures.org">www.blueventures.org</uri>) in the Velondriake LMMA. The survey programme was designed to monitor the health of coral reef ecosystems over time across the LMMA as a whole. Surveys took place on reef sites comprising patch, fringing and barrier reefs of varying depths, spread across the north, central and southern parts of Velondriake. As part of our data preparation, we selected a subset of the Blue Ventures dataset, including the sites that had data available up to two years before and after Cyclone Haruna. This resulted in the inclusion of 21 sites in total (11 patch, 5 barrier and 5 fringing reefs) with a depth range of 3 -13m (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). Sites were surveyed between one and three times per year. Benthic data was not available at every site, each year. Sites included in each analysis are outlined in the <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Information</bold>
</xref> (<xref ref-type="supplementary-material" rid="SM1">
<bold>Tables S1, S2</bold>
</xref>). The following outlines the survey methodologies used by the Blue Ventures teams.</p>
</sec>
<sec id="s2_2_2">
<title>Adult Coral Community</title>
<p>Point Intersect Transects (PITs) were used to survey hard coral cover (HCC) and the morphology of adult corals (&gt;10cm in diameter). Transects were placed randomly at each site running east to west for all patch reefs and west-facing sites and, north to south for south facing sites. The number of transects undertaken ranged between 6 and 30 and was determined by the size of the site. One observer per transect made fifty observations at 20 cm intervals along each 9.8 m transect: the first being at 0.0 m and the fiftieth at 9.8 m. The type of benthic organism or substrate at each point was identified. Hard corals were recorded by their morphology (branching, digitate, tabular, foliose, encrusting, massive, solitary or columnar). In addition, quadrat surveys were used to assess the community assemblage of adult corals following the methods in (<xref ref-type="bibr" rid="B69">McClanahan, 2004</xref>). Seven randomly positioned 4 m<sup>2</sup> quadrats were completed at each site. The quadrats were haphazardly placed by the observer who randomly selected a direction of travel and a random amount of fin kicks (between 5 and 20) to determine the quadrat location. All colonies with diameter &gt;10 cm were counted in each quadrat. Colonies were identified to genus level except for <italic>Porites</italic> which was classified as either &#x2018;branching&#x2019; or &#x2018;massive&#x2019;. The sub-genus <italic>Synarea</italic> was included within <italic>Porites</italic>.</p>
</sec>
<sec id="s2_2_3">
<title>Coral Recruits and Juvenile Corals</title>
<p>Coral recruits and juvenile corals &#x2264; 10 cm diameter were surveyed using 20 randomly placed 0.1 m<sup>2</sup> quadrats. Quadrat surveys were undertaken by two observers per quadrat. The size of each colony was measured to the nearest 0.5 cm and recorded to genus level.</p>
</sec>
</sec>
<sec id="s2_3">
<title>Citizen Science Survey Data Validation</title>
<p>PITs have been identified as a time efficient survey method of monitoring disturbance over large reefs areas with non-specialist surveyors (<xref ref-type="bibr" rid="B28">Facon et&#xa0;al., 2016</xref>). To ensure data accuracy, before undertaking PITs, the Blue Ventures citizen scientists underwent training in survey and identification of corals and other benthic life forms. To be eligible to undertake surveys, participants were required to pass a computer test and an in-water identification tests with an accuracy rate of 90%. Following completion of these tests, participants undertook a PIT with a member of trained staff. On the PIT test, the participant&#x2019;s data had to be in 100% agreement with the data collected by the staff member when identifying major groups (e.g., between coral, algae, substrate), and citizen scientists had to correctly identify organisms within these major groups to at least 80% accuracy (e.g., branching or massive coral growth forms, calcareous or turf algae). Quadrat surveys of the adult coral community assemblage and the recruit community assemblage (where identifying to genus level was required) were undertaken only by trained field staff.</p>
</sec>
<sec id="s2_4">
<title>Cyclone Parameters</title>
<p>We investigated the severity of cyclone damage in relation to three continuous cyclone parameters: (i) wind speed (average maximum wind speed when the cyclone was within 70km of the reef site in km/h), (ii) duration (the number of hours the cyclone was within 70km of the reef site) and (iii) distance (the minimum distance from centre of the cyclone to the reef site in km). Wind speed and track data for Cyclone Haruna and historic cyclones in the region were extracted from the International Best Track Archive for Climate Stewardship (<xref ref-type="bibr" rid="B52">Knapp et&#xa0;al., 2010</xref>). Seventy kilometres was selected as the distance threshold as it is within the range observed for severe damage following cyclone events of similar intensity to Cyclone Haruna (<xref ref-type="bibr" rid="B65">Manzello et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B87">Puotinen, 2007</xref>).</p>
</sec>
<sec id="s2_5">
<title>Statistical Methods</title>
<p>Generalized linear mixed model (GLMM) analysis was used to assess variation of cyclone impact on (i) hard coral cover (ii) taxonomic richness (number of coral genera per site) and (iii) and recruit density (number of colonies &lt;10cm diameter per m<sup>2</sup>). We divided the survey data into four time periods related to the date of the cyclone. We refer to the two years before the cyclone as year -2 (22nd February 2011 - 22nd February 2012) and year -1 (23rd February 2012 - 22nd February 2013) and the two years after the cyclone as year 1 (23rd February 2013 - 22nd February 2014) and year 2 (23rd February 2013 - 22nd February 2014). GLMM analysis of hard coral cover and recruit density included survey data two years before and two years after the cyclone. For taxonomic richness, data was available for only one year before and two years after the cyclone. GLMM analysis was selected to allow for the inclusion of fixed and random effects. Fixed effects included cyclone parameters wind speed, duration and distance and environmental variables and reef type and reef depth (<xref ref-type="supplementary-material" rid="SM1">
<bold>Table S1</bold>
</xref>). We also included a fixed effect (before/after) for whether a survey was conducted before or after the cyclone occurred to quantify the overall impact of the cyclone on coral cover, taxonomic richness and coral recruits. The before/after term was allowed to interact with cyclone parameters to try and understand how exactly cyclones impact on coral communities (<xref ref-type="bibr" rid="B58">Laird and Ware, 1982</xref>). We also included reef type and reef depth in interaction with the before/after term to determine if different reef environments were impacted differently by the cyclone. We examined Pearson correlation coefficients and Variance Inflation Factors (VIFs) to assess potential multi-collinearity between fixed effect variables. Wind and duration metrics were found to be strongly negatively correlated (r = -0.83 to - 0.85). We therefore did not include both wind and duration in the same model, and calculated VIF for the two potential subsets of predictors. The highest VIF for any fixed effect in all subsets of models was 1.15. In each model, site was included as a random effect. Observer identity was included as a random effect in models investigating taxonomic richness and recruit density.</p>
<p>We assessed whether model assumptions were followed using graphical procedures, evaluating homogeneity of variance by plotting residuals against each fixed effect and against fitted values. All numerical explanatory variables were scaled by standardisation to the same mean and variance in order to compare their relative effects on response variables. Taxonomic richness was modelled as a poisson distribution with a log link function. Hard coral cover and recruit density were modelled as a negative binomial distribution with a log link function (poisson models for these variables were overdispersed). All models were fit using Laplace Approximation. For each of the GLMM analyses, null models (with no fixed effects), a model including only before/after as a fixed effect and all possible combinations of fixed effects in interaction with the before/after term were tested. Model performance was compared using Akaike&#x2019;s Information Criterion, corrected for small sample sizes (AICc; <xref ref-type="bibr" rid="B1">Akaike, 1974</xref>). The model with the smallest AICc value was considered the &#x2018;best&#x2019; model and competing models were considered equivalent if &#x394;AICc &lt; 2. In addition to AIC, we used Likelihood Ratio Tests to compare the goodness of fit and test the significance of individual fixed effects when dropped from the best model.</p>
<p>The analysis of similarities (ANOSIM) test is a non-parametric test that can be used to assess for significant differences between the composition of different groups. ANOSIM was used to test if there is a significant difference between coral community composition before and after Cyclone Haruna. A one-way, pairwise ANOSIM based on Bray-Curtis distance on a square root transformed compositional matrix (species by survey) was conducted to determine the significance of differences in the (i) taxonomic composition of adult corals (ii) morphological composition of adult corals and the (iii) taxonomic composition of coral recruits, one year before and one year after Cyclone Haruna. Sites included in the analysis are listed in <xref ref-type="supplementary-material" rid="SM1">
<bold>Table S2</bold>
</xref>. The identification of which taxa and morphologies were most important at driving the differences pre and post cyclone were conducted using similarity percentage (SIMPER) analysis. Wilcoxon signed rank tests were used to assess if there was a significant difference in mean coral recruit size before and after the cyclone. Mean relative cover of coral genera and coral morphologies and the relative frequency of recruits size classes were calculated for each year as the number of colonies of each coral genera, morphology or recruit size class per site divided by the total number of observations at that site.</p>
<p>Analysis was conducted using the &#x2018;lme4&#x2019; package (<xref ref-type="bibr" rid="B8">Bates et&#xa0;al., 2007</xref>) and the &#x2018;vegan&#x2019; package (Oksanen et&#xa0;al., 2007) in R Version 1.0.143 (<xref ref-type="bibr" rid="B91">R Core Team, 2020</xref>).</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3_1">
<title>Hard Coral Cover</title>
<p>Mean coral cover in the study region was 37.8% ( &#xb1; 1.2 SE) in year &#x2013;2 and 36.9% ( &#xb1; 1.1 SE) in year -1. During the first year after the cyclone (year 1), mean coral cover declined to 21.1% ( &#xb1; 0.9). Coral cover declined across all surveyed sites, but the extent of coral decline varied among locations from -1.4% to -45.8%. Two years after the cyclone (year 2) mean coral cover increased slightly to 23.0% ( &#xb1; 1.1 SE; <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). However, recovery between year 1 and 2 was not observed at all sites and changes in coral cover ranged from &#x2013; 11% to + 21.9%.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>
<bold>(A)</bold> Hard coral cover and <bold>(B)</bold> mean taxonomic richness <bold>(C)</bold> mean relative cover of coral morphologies and <bold>(D)</bold> mean relative cover of coral genera at reef sites in the Velondriake Locally Managed Marine Area before and after Cyclone Haruna (22nd February 2013). Values are for adult coral colonies with diameter &gt;10cm. <bold>(A, B)</bold> The solid line in the box represents the median; the top and bottom of the boxes represent the 25th and 75th percentiles; the whiskers above and below the box extend no further than 1.5*the interquartile range; the dots represent outliers and (n) is number of sites. N is number of sites. <bold>(C, D)</bold> Values are for surveys within one year before and one year after Cyclone Haruna and bars are standard error.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-753325-g002.tif"/>
</fig>
<p>The most parsimonious models based on AICc values (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>) and Likelihood Ratio Tests (<xref ref-type="supplementary-material" rid="SM1">
<bold>Table S3</bold>
</xref>) contained the cyclone parameters duration and distance and the environmental characteristic reef depth, all in interaction with the before/after term (<xref ref-type="supplementary-material" rid="SM1">
<bold>Table S4</bold>
</xref>). The model results indicate that cyclone duration had a significant negative effect, with sites in the path of the cyclone for longer showing a greater decrease in coral cover. Distance and reef depth were also found to have negative effects, with sites located furthest from the cyclone track and sites at a greater depth having greater losses in coral cover after the cyclone. The difference between the marginal R<sup>2</sup> (0.21) and the conditional R<sup>2</sup> (0.56) of the best model indicates unexplained site-to-site variation in hard coral cover. Including wind speed and reef type in the models did not improve the model fit. Our best model slightly under-predicted hard coral cover where coral cover was highest, but overall we found a largely linear relationship between observed hard coral cover and that predicted by the model (<xref ref-type="supplementary-material" rid="SM1">
<bold>Figures S1, S2</bold>
</xref>). When we removed those surveys with the highest coral cover from the model, the same results are obtained with respect to which fixed effects are included in the best model and the directionality of their influence on hard coral cover. An additional analysis assessing proportional change in coral cover rather than raw coral cover values gave highly similar results with respect to duration, depth and distance [see <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material</bold>
</xref> (<xref ref-type="supplementary-material" rid="SM1">
<bold>Tables S5, S6</bold>
</xref>)].</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Hard coral cover (HCC), taxonomic richness and recruit density were modelled as a function of three cyclone parameters (i) wind (average maximum wind speed when the cyclone was within 70km of the reef site in m/s), (ii) duration (number of hours the cyclone was within 70km of the reef site) (iii) distance (minimum distance from centre of the cyclone to the reef site in km) and two reef characteristics (i) reef type and (ii) reef depth.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" rowspan="2" align="left">Response Variable</th>
<th valign="top" rowspan="2" align="center">Fixed Effects</th>
<th valign="top" rowspan="2" align="center">K</th>
<th valign="top" rowspan="2" align="center">AICc</th>
<th valign="top" rowspan="2" align="center">&#x394;AIC</th>
<th valign="top" rowspan="2" align="center">Cum.Wt</th>
<th valign="top" rowspan="2" align="center">Log Likelihood</th>
<th valign="top" align="center">
<inline-formula>
<mml:math display="inline" id="im1">
<mml:mrow>
<mml:msubsup>
<mml:mtext>R</mml:mtext>
<mml:mrow>
<mml:mtext>marginal</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
<th valign="top" align="center">
<inline-formula>
<mml:math display="inline" id="im2">
<mml:mrow>
<mml:msubsup>
<mml:mtext>R</mml:mtext>
<mml:mrow>
<mml:mtext>conditional</mml:mtext>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msubsup>
</mml:mrow>
</mml:math>
</inline-formula> </th>
</tr>
<tr>
<th valign="top" align="center">
</th>
<th valign="top" align="center">  </th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Hard coral cover</td>
<td valign="top" align="left">
<italic>duration*BA</italic> + <italic>distance*BA + depth*BA</italic>
</td>
<td valign="top" align="center">11</td>
<td valign="top" align="center">9193.8</td>
<td valign="top" align="center">0.0</td>
<td valign="top" align="center">0.99</td>
<td valign="top" align="center">-4586.8</td>
<td valign="top" align="center">0.21</td>
<td valign="top" align="center">0.56</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">
<italic>BA</italic>
</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">9263.6</td>
<td valign="top" align="center">69.9</td>
<td valign="top" align="center">1.00</td>
<td valign="top" align="center">-4627.8</td>
<td valign="top" align="center">0.16</td>
<td valign="top" align="center">0.53</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">
<italic>null</italic>
</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">9602.4</td>
<td valign="top" align="center">408.7</td>
<td valign="top" align="center">1.00</td>
<td valign="top" align="center">-4798.2</td>
<td valign="top" align="center">0.00</td>
<td valign="top" align="center">0.36</td>
</tr>
<tr>
<td valign="top" rowspan="2" align="left">Taxonomic richness</td>
<td valign="top" align="left">
<italic>null</italic>
</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">610.4</td>
<td valign="top" align="center">0.0</td>
<td valign="top" align="center">0.50</td>
<td valign="top" align="center">-302.1</td>
<td valign="top" align="center">0.00</td>
<td valign="top" align="center">0.53</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>BA</italic>
</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">612.4</td>
<td valign="top" align="center">2.0</td>
<td valign="top" align="center">0.69</td>
<td valign="top" align="center">-302.0</td>
<td valign="top" align="center">0.00</td>
<td valign="top" align="center">0.54</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">
<italic>wind*BA</italic>
</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">613.3</td>
<td valign="top" align="center">2.9</td>
<td valign="top" align="center">0.81</td>
<td valign="top" align="center">-300.2</td>
<td valign="top" align="center">0.05</td>
<td valign="top" align="center">0.53</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">
<italic>distance*BA</italic>
</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">615.1</td>
<td valign="top" align="center">4.7</td>
<td valign="top" align="center">0.85</td>
<td valign="top" align="center">-301.1</td>
<td valign="top" align="center">0.02</td>
<td valign="top" align="center">0.53</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">
<italic>duration*BA</italic>
</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">615.6</td>
<td valign="top" align="center">5.1</td>
<td valign="top" align="center">0.89</td>
<td valign="top" align="center">-301.3</td>
<td valign="top" align="center">0.02</td>
<td valign="top" align="center">0.54</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">
<italic>depth*BA</italic>
</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">615.8</td>
<td valign="top" align="center">5.3</td>
<td valign="top" align="center">0.93</td>
<td valign="top" align="center">-301.4</td>
<td valign="top" align="center">0.01</td>
<td valign="top" align="center">0.54</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">
<italic>distance*BA + wind*BA</italic>
</td>
<td valign="top" align="center">8</td>
<td valign="top" align="center">616.6</td>
<td valign="top" align="center">6.1</td>
<td valign="top" align="center">0.95</td>
<td valign="top" align="center">-299.5</td>
<td valign="top" align="center">0.07</td>
<td valign="top" align="center">0.52l</td>
</tr>
<tr>
<td valign="top" rowspan="6" align="left">Recruit density</td>
<td valign="top" align="left">
<italic>BA</italic>
</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">894.1</td>
<td valign="top" align="center">0.0</td>
<td valign="top" align="center">0.22</td>
<td valign="top" align="center">-441.7</td>
<td valign="top" align="center">0.06</td>
<td valign="top" align="center">0.39</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>distance*BA</italic>
</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">895.1</td>
<td valign="top" align="center">1.0</td>
<td valign="top" align="center">0.35</td>
<td valign="top" align="center">-439.9</td>
<td valign="top" align="center">0.08</td>
<td valign="top" align="center">0.43</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>wind*BA</italic>
</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">895.3</td>
<td valign="top" align="center">1.3</td>
<td valign="top" align="center">0.47</td>
<td valign="top" align="center">-440.1</td>
<td valign="top" align="center">0.08</td>
<td valign="top" align="center">0.43</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>null</italic>
</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">895.6</td>
<td valign="top" align="center">1.6</td>
<td valign="top" align="center">0.57</td>
<td valign="top" align="center">-443.6</td>
<td valign="top" align="center">0.00</td>
<td valign="top" align="center">0.26</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>depth*BA</italic>
</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">895.8</td>
<td valign="top" align="center">1.7</td>
<td valign="top" align="center">0.66</td>
<td valign="top" align="center">-440.3</td>
<td valign="top" align="center">0.07</td>
<td valign="top" align="center">0.39</td>
</tr>
<tr>
<td valign="top" align="left">
<italic>wind*BA + distance*BA + depth*BA</italic>
</td>
<td valign="top" align="center">11</td>
<td valign="top" align="center">895.8</td>
<td valign="top" align="center">1.7</td>
<td valign="top" align="center">0.75</td>
<td valign="top" align="center">-435.4</td>
<td valign="top" align="center">0.11</td>
<td valign="top" align="center">0.47</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">
<italic>reef type*BA</italic>
</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">896.1</td>
<td valign="top" align="center">2.0</td>
<td valign="top" align="center">0.84</td>
<td valign="top" align="center">-438.0</td>
<td valign="top" align="center">0.10</td>
<td valign="top" align="center">0.48</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">
<italic>wind*BA + distance*BA</italic>
</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">897.0</td>
<td valign="top" align="center">2.9</td>
<td valign="top" align="center">0.89</td>
<td valign="top" align="center">-438.5</td>
<td valign="top" align="center">0.09</td>
<td valign="top" align="center">0.46</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">
<italic>duration*BA</italic>
</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">897.3</td>
<td valign="top" align="center">3.2</td>
<td valign="top" align="center">0.93</td>
<td valign="top" align="center">-441.0</td>
<td valign="top" align="center">0.07</td>
<td valign="top" align="center">0.41</td>
</tr>
<tr>
<td valign="top" align="left"/>
<td valign="top" align="left">
<italic>distance*BA + duration*BA</italic>
</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">898.59</td>
<td valign="top" align="center">4.51</td>
<td valign="top" align="center">0.95</td>
<td valign="top" align="center">-439.28</td>
<td valign="top" align="center">0.09</td>
<td valign="top" align="center">0.44</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>The &#x201c;before/after&#x201d; (*BA) interaction term was used to quantify the impact of the cyclone. Models are ranked in ascending order of AIC values, &#x2206;AIC represents the difference in AIC between each model and the highest ranked model and K is the number of parameters. Cum.Wt represents the cumulative weight of each model. For HCC the best performing, the BA and null  model are reported. Taxonomic Richness and Recruit Density models are reported to the cumulative weight of 0.95. Site included as random effect for HCC. Site and Observer included as random effects for taxonomic richness and recruit density.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_2">
<title>Coral Assemblage Composition</title>
<p>A total of 53 coral genera were identified across all the surveys. Mean taxonomic richness was 18 (SE &#xb1;2.12) one year before (year -1) and 16 (SE &#xb1; 1.50) one year after the cyclone (year 1; <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). The most parsimonious models (&#x394;AIC &lt; 2<bold>)</bold> were the null model and one with the before/after term (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). The before/after term was not significant, suggesting the cyclone did not consistently change taxonomic richness up or down. Including cyclone parameters (duration, distance and wind speed) and reef type and depth did not significantly improve the model.</p>
<p>The taxonomic and morphological composition showed a significant change when comparing one year before (year-1) and one year after the cyclone (year 1; Genera: ANOSIM, R = 0.07, P &lt; 0.05; Morphology: ANOSIM; R = 0.12, P &lt;0.05). This dissimilarity was driven by changes in the abundance of the dominant coral taxa <italic>Acropora</italic>, <italic>Pocillopora</italic>, <italic>Galexea</italic> and <italic>Stylophora</italic> (SIMPER: 18.0%, 9.3%, 5.5% and 4.9%, respectively) and branching, encrusting and massive morphologies (SIMPER: 34.4%, 20.4%, 8.1%, respectively). From surveys conducted before the cyclone, the relative cover of <italic>Acropora</italic> ranged from 10% to 55% between sites. The mean relative cover of <italic>Acropora</italic> across the region decreased slightly in the year following the cyclone. Other branching genera, <italic>Pocillopora</italic> and <italic>Stylophora</italic> also decreased in relative cover following the cyclone. Massive <italic>Porites</italic> had the greatest increase in relative cover (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). In the year following the cyclone, the relative cover of branching corals decreased from 34.2% (&#xb1; 3.05) to 24.34% (&#xb1; 3.65) and encrusting and massive corals became the dominant morphologies [relative cover of 32.21% ( &#xb1; 3.00) and 28.34% (&#xb1; 2.78) respectively; <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>].</p>
</sec>
<sec id="s3_3">
<title>Coral Recruits</title>
<p>The greatest decrease in density of coral recruits was observed between the two years before the cyclone from 31.8 (&#xb1; 2.08) recruits/m<sup>2</sup> in year -2 to 24.5 (&#xb1; 1.93) recruits/m<sup>2</sup> in year -1 (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). In year 1 after Cyclone Haruna, the density of recruits continued to decrease to a mean of 20.5 (&#xb1; 1.21) recruits/m<sup>2</sup>. In the second-year post-cyclone, recruit density increased to above pre-cyclone levels [28.9 (&#xb1; 2.22) recruits per m<sup>-2</sup>]. Using a negative binomial GLMM, several models were statistically equivalent (&#x394;AIC&lt;2<bold>),</bold> and had limited predictive power (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Likelihood ratio tests revealed adding cyclone parameters to the model did not improve the model accuracy (p &gt; 0.05) and therefore the null model was assumed the best model.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>
<bold>(A)</bold> Recruit density <bold>(B)</bold> relative frequency of recruit colony sizes and <bold>(C)</bold> relative cover of coral genera, for coral recruits and juvenile corals (colony diameter &lt; 10cm) before and after Cyclone Haruna (22nd February 2013). <bold>(A)</bold> The solid line in the box represents the median; the top and bottom of the boxes represent the 25th and 75th percentiles; the whiskers above and below the box extend no further than 1.5 times the interquartile range; the dots represent outliers and (n) is number of sites. <bold>(B, C)</bold> Values are for surveys within one year before and one year after Cyclone Haruna and bars are standard error.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-09-753325-g003.tif"/>
</fig>
<p>The composition of coral recruits differed significantly one year before and after the cyclone (ANOSIM, R = 0.11, P &lt; 0.05). <italic>Acropora</italic>, <italic>Pocillopora</italic> and <italic>Favia</italic> contributed most towards the dissimilarity (SIMPER; 9.2%, 8.3% and 7.0% respectively). <italic>Acropora</italic> was the dominant genus of recruits and after the cyclone, increased in mean relative abundance across the study region from 15.1% (&#xb1; 1.5) to 17.0% ( &#xb1; 2.23). <italic>Pocillopora</italic> and <italic>Favia</italic> became less abundant and there was an increase in the relative count of massive <italic>Porites, Psammacora</italic> and <italic>Seriatopora</italic> (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). No significant change was observed in the mean size class of recruits following the cyclone (Wilcoxon signed-rank<bold>;</bold> <italic>V=54, p &gt; 0.05</italic>: <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>).</p>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<p>The present study found that Cyclone Haruna had a spatially heterogeneous impact on coral cover and the community composition of coral reefs located in the Velondriake LMMA in southwest Madagascar. Coral loss was greatest at sites with the longest duration of cyclone impact and at the deepest sites and sites furthest from cyclone track. There was a significant difference in the taxonomic and morphological composition of the coral assemblage before and after the cyclone. Two years after the cyclone, hard coral cover increased, and the density of coral recruits increased to above pre-cyclone levels indicating potential for recovery of the coral population.</p>
<p>Patterns of taxonomic richness and recruit density were found not to be related to cyclone parameters and reef type was found not to have a significant influence on the impact of the cyclone. In addition, the high conditional R<sup>2</sup> relative to marginal, indicates that there is site-to-site variation in hard coral cover which are not explained by the variables in the model. It is likely environmental variables not captured in our investigation, such as the orientation of reefs and the influence of localised topography on wave exposure, will have had some influence on the pattern of cyclone impact on the coral community (<xref ref-type="bibr" rid="B105">Woodley et&#xa0;al., 1981</xref>; <xref ref-type="bibr" rid="B44">Harmelin-Vivien, 1994</xref>; <xref ref-type="bibr" rid="B74">Mumby, 1999</xref>). Furthermore, when compared to other reports on cyclone impact on corals (e.g <xref ref-type="bibr" rid="B27">Fabricius et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B9">Beeden et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B85">Price et&#xa0;al., 2021</xref>), this study covers a small region with relatively low variation in wind speed, duration of cyclone impact and distance from the cyclone track. Low variation in cyclone parameters could be a contributing reason as to why we did not find further significant relationships between the cyclone parameters and responses in the coral population.</p>
<sec id="s4_1">
<title>Hard Coral Cover</title>
<p>Extreme winds and waves caused by cyclones dislodge and damage coral colonies causing a decline in coral cover (<xref ref-type="bibr" rid="B71">McLeod et&#xa0;al., 2019</xref>). Cyclone Haruna caused coral cover to decline in the Velondriake LMMA by a mean 15.8% in the study region, but the spatial distribution damage was substantially patchy. A mosaic of impact severity is typical of cyclone damage (<xref ref-type="bibr" rid="B44">Harmelin-Vivien, 1994</xref>; <xref ref-type="bibr" rid="B41">Guillemot et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B81">Perry et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B19">Cooke and Marx, 2015</xref>), as coral vulnerability is influenced by factors from local (<xref ref-type="bibr" rid="B64">Madin et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B63">Madin et&#xa0;al., 2014</xref>) to regional scales (<xref ref-type="bibr" rid="B107">Young and Hardy, 1993</xref>). No reports of cyclone impact of similar strength events are available for comparison in the WIO. Cyclone damage varies substantially between cyclone events and reef regions. However, the decline observed at the present study site is comparable to the severity of damage caused by category 3 Cyclone Rona (1999) on the Great Barrier Reef (16% decline in average HCC; <xref ref-type="bibr" rid="B14">Cheal et&#xa0;al., 2002</xref>) and the average reduction of coral cover caused by hurricanes in the Caribbean (17% decline on average HCC; <xref ref-type="bibr" rid="B33">Gardner et&#xa0;al., 2005</xref>).</p>
<p>Previous studies have found sustained wind speed, storm duration and distance from the storm track as effective predictors of coral cover loss (<xref ref-type="bibr" rid="B87">Puotinen, 2007</xref>; <xref ref-type="bibr" rid="B27">Fabricius et&#xa0;al., 2008</xref>). For Cyclone Haruna, the duration of cyclone impact, the distance from the cyclone path and depth of the reef were the most effective predictors of coral cover decline. Across the study region, reef sites were within 70km of Cyclone Haruna for between 18 to 24 hours. Reef sites within the threshold distance for a longer duration, experienced more severe coral loss. The duration of cyclone impact at a reef site will impact the severity of coral loss as short exposure to high energy waves will only break or dislodge fragile colonies, while persistent exposure to high energy waves will have time to weaken and remove stronger and larger areas of reef framework (<xref ref-type="bibr" rid="B89">Puotinen et&#xa0;al., 2016</xref>). Reef depth and distance from the cyclone track modulated the effect of the cyclone on coral cover, with coral loss greater at deeper reef sites and reef sites located further away from the cyclone track. The maximum surveyed reef depth was 13 m, well within the range of which direct mechanical damage to a reef from a tropical cyclone has been observed (refs in <xref ref-type="bibr" rid="B44">Harmelin-Vivien, 1994</xref>). For this study, it is possible that more severe coral decline occurred on deeper reefs as they were generally located offshore, exposed to cyclone waves arriving from the open ocean. On the other hand, shallower reef sites located behind the offshore barrier may have been more sheltered as wave energy was dissipated by the barrier reef (<xref ref-type="bibr" rid="B22">Done, 1992</xref>; <xref ref-type="bibr" rid="B27">Fabricius et&#xa0;al., 2008</xref>). The destruction potential of waves that were generated from the cyclone as it crossed the inshore area are likely to have been limited by shallower depth and shorter fetch (<xref ref-type="bibr" rid="B107">Young and Hardy, 1993</xref>). Cyclone damage related to distance from cyclone path is often unpredictable as evidenced by corals located in the direct path of the cyclone remaining unchanged (<xref ref-type="bibr" rid="B67">Massel and Done, 1993</xref>), yet coral up to 800km away experiencing severe decline (<xref ref-type="bibr" rid="B88">Puotinen et&#xa0;al., 2020</xref>). All reef sites in the study region were located close enough to the cyclone track (between 8.7 km and 39.3 km) in which severe damage would be expected (<xref ref-type="bibr" rid="B27">Fabricius et&#xa0;al., 2008</xref>). It is likely that the pattern of coral decline was strongly influenced by localised topography producing refraction of storm waves (<xref ref-type="bibr" rid="B44">Harmelin-Vivien, 1994</xref>). The rate of damage would be higher at sites struck directly by cyclone-induced waves as opposed to those sheltered by an adjacent reef. As Cyclone Haruna crossed directly from offshore to inshore in the study region, the reefs were impacted by cyclone-induced waves from multiple directions, which may have produced complex patterns of damage that could not be captured in our model.</p>
</sec>
<sec id="s4_2">
<title>Coral Assemblage Composition</title>
<p>Cyclone Haruna did not significantly impact the taxonomic richness of the adult coral community in the study region. The relative difference of the cyclone impact on coral cover compared to taxonomic richness can be partially attributed to the fact that dominant branching morphologies reduced in cover but did not disappear (<xref ref-type="bibr" rid="B93">Rogers, 1993</xref>; <xref ref-type="bibr" rid="B27">Fabricius et&#xa0;al., 2008</xref>). Following the cyclone, the dominant coral morphology changed from branching to encrusting and massive. A loss of the more fragile coral morphologies (branching and tabular) can be expected from cyclone-induced damage, as they are more vulnerable to fragmentation or dislodgement from extreme waves (<xref ref-type="bibr" rid="B5">Baldock et&#xa0;al., 2014</xref>). At some sites, we detected an increase in the relative cover of Acropora in the year following the cyclone. This increase may be caused by fragmentation of existing Acropora colonies concurrent with the mortality of other genera. Overtime, fragments can attach and fuse with underlying coral colonies or substrate and survive (<xref ref-type="bibr" rid="B61">Linares et&#xa0;al., 2011</xref>), but due to tissue damage or partial mortality, are also more at risk of mortality from secondary impacts such as bioerosion or fouling from macroalgae (<xref ref-type="bibr" rid="B53">Knowlton et&#xa0;al., 1981</xref>). In other cyclone events, mortality from secondary impacts has caused severe mortality rates of Acropora to be recorded from 5 months to over a year after a cyclone event (<xref ref-type="bibr" rid="B53">Knowlton et&#xa0;al., 1981</xref>; <xref ref-type="bibr" rid="B73">Muko et&#xa0;al., 2013</xref>), however, this does not seem to be the case within the Velondriake LMMA following Cyclone Haruna.</p>
</sec>
<sec id="s4_3">
<title>Coral Recruits</title>
<p>Following declines in coral cover after a disturbance, the survivorship of coral recruits will play a key role in the structuring of the future adult coral assemblage (<xref ref-type="bibr" rid="B18">Coles and Brown, 2007</xref>). We observed the greatest decrease in recruit density in the two years before Cyclone Haruna. Interannual variability in recruit density relative to adult coral cover may occur as small individuals can be dislodged or killed outright by biotic (<xref ref-type="bibr" rid="B23">Doropoulos et&#xa0;al., 2014</xref>) or abiotic factors (<xref ref-type="bibr" rid="B25">Edmunds et&#xa0;al., 2010</xref>) that cause larger individuals only partial or no mortality (<xref ref-type="bibr" rid="B4">Babcock, 1991</xref>). Recruit density continued to decrease at some sites in the year following Cyclone Haruna, although we found no significant impact of the cyclone across the region. From our data, it is not possible to extrapolate the influence of Cyclone Haruna compared to other biotic and abiotic pressures on recruit density. Compared to adult coral cover, the relationship between cyclone parameters (wind speed, distance from cyclone track and duration of cyclone impact) and coral recruits may be less pronounced as small colonies will have significantly less drag than their adult counterparts (<xref ref-type="bibr" rid="B44">Harmelin-Vivien, 1994</xref>). It is also likely that parameters not captured in our model, such as local scale topography and reef rugosity provided localised shelter for smaller colonies, creating a mosaic of impact severity at an intra-reef scale.</p>
<p>Following the cyclone, observations indicate an increase in macroalgae cover (Blue Ventures, unpublished data). In other regions, algal blooms caused by severe storms have been linked to the failure of coral recruitment and survivorship, as recruits can be outcompeted by the algae for suitable settlement substrate (<xref ref-type="bibr" rid="B5">Baldock et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B23">Doropoulos et&#xa0;al., 2014</xref>). However, following Cyclone Haruna we found no significant difference in the relative abundance of recruit size classes (1-10cm) and two years after the cyclone recruit density increased to above pre-cyclone levels. This suggests macroalgae did not inhibit the survivorship of recruits which had settled before the cyclone or the settlement of new arrivals.</p>
<p>The taxonomic composition of coral recruits was significantly different following Cyclone Haruna. There was an increase in the relative abundance of sturdier genera including <italic>Porites</italic> massive, <italic>Psammacora</italic>, <italic>Montipora</italic>. This increase can likely be attributed to sturdier morphologies being less fragile to wave action during the cyclone (<xref ref-type="bibr" rid="B5">Baldock et&#xa0;al., 2014</xref>) and self- recruitment from surviving adult colonies (<xref ref-type="bibr" rid="B39">Graham et&#xa0;al., 2011</xref>). These genera may also have a competitive advantage to secondary cyclone impacts as they are relatively more tolerant to stress (<xref ref-type="bibr" rid="B21">Darling et&#xa0;al., 2013</xref>). The genus <italic>Acropora</italic> is the most abundant genus in the study region, so its recovery is crucial for the maintenance of the coral ecosystem. The ability of <italic>Acropora</italic> to rapidly colonise space following a disturbance through fragmentation or recruitment may explain the increase in the relative abundance of <italic>Acropora</italic> recruits after Cyclone Haruna (<xref ref-type="bibr" rid="B82">Pratchett et&#xa0;al., 2020</xref>). This is consistent with previous studies where <italic>Acropora</italic> has rapidly recovered in the aftermath of disturbance events, attributed to fast growth and high levels of recruitment (<xref ref-type="bibr" rid="B95">Sheppard et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B61">Linares et&#xa0;al., 2011</xref>).</p>
</sec>
<sec id="s4_4">
<title>Recovery and Implications of Cyclone Impacts</title>
<p>The persistence of the coral community assemblage is dependent on the return interval and intensity of disturbance events (<xref ref-type="bibr" rid="B82">Pratchett et&#xa0;al., 2020</xref>). The reef community in southwest Madagascar has evolved with relatively frequent cyclones (<xref ref-type="bibr" rid="B88">Puotinen et&#xa0;al., 2020</xref>). Since 1913, there have been 15 cyclones recorded in the region, 13 of these have been category 1 on the Saffir-Simpson scale (<xref ref-type="bibr" rid="B52">Knapp et&#xa0;al., 2010</xref>). The remaining two cyclones were Cyclone Earnest (category 3) in 2005 and Cyclone Haruna. No other reports regarding the impact of cyclones on coral reefs in southwest Madagascar are available. However, we can assume the severity of damage caused by category 1 cyclones would be, in general, less than observed following Cyclone Haruna (<xref ref-type="bibr" rid="B27">Fabricius et&#xa0;al., 2008</xref>). It is predicted anthropogenic climate change will cause the global average intensity of tropical cyclones to increase (<xref ref-type="bibr" rid="B54">Knutson et&#xa0;al., 2020</xref>) and therefore the return interval between damaging cyclones to shorten (<xref ref-type="bibr" rid="B88">Puotinen et&#xa0;al., 2020</xref>). Predictions of changes to the size, frequency and spatial distribution of cyclones are more uncertain (<xref ref-type="bibr" rid="B54">Knutson et&#xa0;al., 2020</xref>) however, evidence suggests the poleward migration of the latitude at which cyclones reach maximum intensity is already occurring (<xref ref-type="bibr" rid="B56">Kossin et&#xa0;al., 2014</xref>). If this trend continues, tropical cyclones may become more prevalent in southwest Madagascar.</p>
<p>The high rates of replenishment of <italic>Acropora</italic> may be sufficient for the reef ecosystem to recover between cyclone impacts (<xref ref-type="bibr" rid="B98">Thompson and Dolman, 2010</xref>). However, mass coral bleaching and mortality caused by marine heatwaves (MHWs) will likely be the leading control on the composition of reef communities (<xref ref-type="bibr" rid="B62">Loya et&#xa0;al., 2001</xref>) and lead to an increase in the relative abundance of thermally tolerant species (<xref ref-type="bibr" rid="B103">Woesik et&#xa0;al., 2011</xref>). Since the late 20<sup>th</sup> century, MHWs have increased in frequency, intensity and duration in the Mozambique Channel and southwest Madagascar has experienced the longest and most extreme MHWs in the region (<xref ref-type="bibr" rid="B68">Mawren et&#xa0;al., 2021</xref>). Under a high emission scenario (RCP 8.5), MHWs are predicted to become more intense and prolonged in the WIO (<xref ref-type="bibr" rid="B50">Jacobs et&#xa0;al., 2021</xref>). When the impact of tropical cyclones and MHWs are combined in a disturbance system of threats that also includes <italic>Acanthaster</italic> spp invasions (<xref ref-type="bibr" rid="B10">Bigot and Quod, 2000</xref>), coral diseases (<xref ref-type="bibr" rid="B96">Sheridan et&#xa0;al., 2014</xref>) and anthropogenic pressures, such as overfishing (<xref ref-type="bibr" rid="B12">Brenier et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B35">Gilchrist et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B36">Gough et&#xa0;al., 2020</xref>), it is likely the reef composition will change to be dominated by stress tolerant coral taxa (<xref ref-type="bibr" rid="B62">Loya et&#xa0;al., 2001</xref>; <xref ref-type="bibr" rid="B103">Woesik et&#xa0;al., 2011</xref>).</p>
<p>A shift in the community composition to an assemblage dominated by massive and robust stress-tolerant genera has already been observed areas of southwest Madagascar (<xref ref-type="bibr" rid="B45">Harris et&#xa0;al., 2010</xref>) and in other reef regions (<xref ref-type="bibr" rid="B49">Hughes, 1994</xref>; <xref ref-type="bibr" rid="B30">Fine et&#xa0;al., 2019</xref>). Dominance of less complex morphologies will alter the habitat availability and likely lead to a decline in the biodiversity and abundance of reef associated organisms (<xref ref-type="bibr" rid="B83">Pratchett et&#xa0;al., 2008</xref>). Small-bodied and juvenile reef fish are particularly vulnerable to a decreased reef complexity (<xref ref-type="bibr" rid="B92">Richardson et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B31">Fontoura et&#xa0;al., 2020</xref>) they rely on the coral for refuge and nutrition (<xref ref-type="bibr" rid="B40">Gratwicke and Speight, 2005</xref>).</p>
<p>In Vezo small-scale fisheries, reef fish represent 30% to 50% of target fish species (Blue Ventures, unpublished data). Therefore, a change to reef fish populations may have implications for the food security and livelihoods of Vezo communities. While it is not possible to remove the threat of cyclone damage to corals, marine management measures can help reduce the likelihood of catastrophic regime shifts. For example, protecting a diversity of coral habitats from destructive fishing gear will provide opportunity for a diversity in ecosystem responses (<xref ref-type="bibr" rid="B77">Nystr&#xf6;m et&#xa0;al., 2008</xref>) and provide an insurance policy against losing ecosystem functions (<xref ref-type="bibr" rid="B100">van Nes and Scheffer, 2005</xref>). Where herbivorous fish are heavily exploited, removing fishing pressure can support the existence of diverse functional groups of herbivores and reduce the risk of a shift from coral to algal dominance after a disturbance event (<xref ref-type="bibr" rid="B37">Graham et&#xa0;al., 2015</xref>). Within the Velondriake LMMA, no-take zones permanently closed to extractive activities have been found to have significantly higher fish biomass than fished sites (786 &#xb1; 247 kg/ha vs 247 &#xb1; 33 kg/ha; <xref ref-type="bibr" rid="B35">Gilchrist et&#xa0;al., 2020</xref>), indicating their potential role in coral recovery.</p>
</sec>
<sec id="s4_5">
<title>Opportunities for Local Monitoring and Citizen Science</title>
<p>In the present study, we used long term monitoring data collected by trained field staff (nationals and international) and international citizen science volunteers to assess the impact of Cyclone Haruna. This programme was not designed to monitor disturbance-related responses in coral health, and therefore variability in the spatial distribution and sample replication of surveys inhibited deeper investigation on the impact of Cyclone Haruna on reefs. However, despite challenges and limitations in data analysis, in remote and data-scarce regions, using the data that <italic>is</italic> available is critical to support local reef health and strengthen regional knowledge of ecological and societal outcomes for coral reefs and dependent communities. Engaging local stakeholders in reef monitoring is critical to foster public support for coral reef conservation and local ownership of management efforts (<xref ref-type="bibr" rid="B3">Aswani et&#xa0;al., 2015</xref>). Monitoring programmes must be accompanied by skills training and sustainable financing (<xref ref-type="bibr" rid="B46">Hattam et&#xa0;al., 2020</xref>). In locations with economic constraints, citizen science provides an opportunity &#x200b;&#x200b;to support robust large scale and long-term monitoring (<xref ref-type="bibr" rid="B13">Chandler et&#xa0;al., 2017</xref>). Monitoring approaches should be designed to address localised threats to coral health and social-ecological dynamics, yet guided by global best practices (e.g. Global Coral Reef Monitoring Network; <xref ref-type="bibr" rid="B48">Hill and Wilkinson, 2004</xref>) to allow for the aggregation of data at a global level (<xref ref-type="bibr" rid="B32">Freiwald et&#xa0;al., 2018</xref>). As disturbance regimes increase on coral reefs, monitoring coral reef status and trends will provide critical data which can be used to inform local marine management and national and international obligations to support reef health (<xref ref-type="bibr" rid="B78">Obura et&#xa0;al., 2019</xref>).</p>
</sec>
</sec>
<sec id="s5">
<title>Conclusion</title>
<p>This paper presents the first published record of the impact of a tropical cyclone on coral reefs in Madagascar. Disturbances, such as cyclones, have major impacts on the structure and functioning of coral reef communities. The frequency of severe disturbances to coral communities is predicted to increase as climate change progresses, with the potential for severe consequences for those that rely on reef-associated marine resources for their livelihoods. Cyclone Haruna had an immediate impact on the hard coral cover and community assemblage on the coral reefs located in the Velondriake LMMA. Following the cyclone, the morphological composition shifted from being dominated by branching genera to massive and encrusting genera. Two years after the cyclone, hard coral cover increased, and the density of coral recruits increased to above pre-cyclone levels indicating the potential for recovery of the coral population. Our results contribute to extending the geographic evidence of cyclone impacts on reefs and increase knowledge of cyclone impacts on reefs in the WIO. Understanding coral community responses to disturbances is important to inform and support effective reef and resource management actions.</p>
<p>For the Velondriake LMMA, we recommend ensuring that no take zones are in place, and that these areas protect a range of habitats with distinctive coral assemblages. Velondriake currently has a network of five coral reef no take zones, so we recommend further research exploring whether these NTZs protect a range of coral assemblages.</p>
<p>As climate-driven impacts on reefs increase in frequency and severity, a more geographically equitable picture of these impacts are needed. Often, areas that are data deficient are also places where coastal communities have a high dependence on seafood and coral reefs for nutrition, and where lives are most closely entangled with the sea. Without a detailed picture of cyclone impacts and recovery, we cannot tailor management recommendations to account for local, or even regional ecology and oceanography, ultimately further threatening both unique coral ecosystems, and the lives and livelihoods of the people who depend on them.</p>
</sec>
<sec id="s6" sec-type="data-availability">
<title>Data Availability Statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material</bold>
</xref>. Further inquiries can be directed to the corresponding author. Data is available here: <uri xlink:href="https://figshare.com/projects/southwest_Madagascar_coral_data/128954">https://figshare.com/projects/southwest_Madagascar_coral_data/128954</uri>.</p>
</sec>
<sec id="s7" sec-type="author-contributions">
<title>Author Contributions</title>
<p>AC and HG and conceived and wrote the paper. HG and CGa were involved in data collection. AC and KD undertook data analysis. KD, CGa, CGo, SR, and AW contributed sections of the manuscript and/or reviewed and edited manuscript text. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec id="s8" sec-type="funding-information">
<title>Funding</title>
<p>Funding for this research was provided by NERC through an E4 DTP studentship (NE/S007407/1).</p>
</sec>
<sec id="s9" sec-type="COI-statement">
<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 id="s10" sec-type="disclaimer">
<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>
</body>
<back>
<ack>
<title>Acknowledgments</title>
<p>We are grateful to the many field scientists and volunteers who aided in the collection of data for this study in addition to all the staff involved in the Blue Ventures Expeditions programme. Thank you to the boat captains who ensured our colleagues could safely conduct reef surveys and the Velondriake LMMA Management Association for allowing us to survey within the LMMA. Thank you to Prof. Sandy Tudhope for his helpful comments and review of the manuscript in its final stages and thank you to the anonymous reviewers who provided valuable comments to the earlier version of this manuscript.</p>
</ack>
<sec id="s11" sec-type="supplementary-material">
<title>Supplementary Material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fmars.2022.753325/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2022.753325/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="DataSheet_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Akaike</surname> <given-names>H.</given-names>
</name>
</person-group> (<year>1974</year>). <article-title>A New Look at the Statistical Model Identification</article-title>. <source>IEEE Trans. Auto. Contr.</source> <volume>19</volume>, <fpage>716</fpage>&#x2013;<lpage>723</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1109/TAC.1974.1100705</pub-id>
</citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Astuti</surname> <given-names>R.</given-names>
</name>
</person-group> (<year>1995</year>). <article-title>&#x201c;The Vezo are Not a Kind of People&#x201d;: Identity, Difference, and &#x201c;Ethnicity&#x201d; Among a Fishing People of Western Madagascar</article-title>. <source>Am. Ethnolog.</source> <volume>22</volume>, <fpage>464</fpage>&#x2013;<lpage>482</lpage>. doi: <pub-id pub-id-type="doi">10.1525/ae.1995.22.3.02a00010</pub-id>
</citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Aswani</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Mumby</surname> <given-names>P. J.</given-names>
</name>
<name>
<surname>Baker</surname> <given-names>A. C.</given-names>
</name>
<name>
<surname>Christie</surname> <given-names>P.</given-names>
</name>
<name>
<surname>McCook</surname> <given-names>L. J.</given-names>
</name>
<name>
<surname>Steneck</surname> <given-names>R. S.</given-names>
</name>
<etal/>
</person-group>. (<year>2015</year>). <article-title>Scientific Frontiers in the Management of Coral Reefs</article-title>. <source>Front. Mar. Sci.</source> <volume>0</volume>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fmars.2015.00050</pub-id>
</citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Babcock</surname> <given-names>R. C.</given-names>
</name>
</person-group> (<year>1991</year>). <article-title>Comparative Demography of Three Species of Scleractinian Corals Using Age- and Size-Dependent Classifications</article-title>. <source>Ecol. Monogr.</source> <volume>61</volume>, <fpage>225</fpage>&#x2013;<lpage>244</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.2307/2937107</pub-id>
</citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Baldock</surname> <given-names>T. E.</given-names>
</name>
<name>
<surname>Karampour</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Sleep</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Vyltla</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Albermani</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Golshani</surname> <given-names>A.</given-names>
</name>
<etal/>
</person-group>. (<year>2014</year>). <article-title>Resilience of Branching and Massive Corals to Wave Loading Under Sea Level Rise&#x2013;A Coupled Computational Fluid Dynamics-Structural Analysis</article-title>. <source>Mar. Poll. Bull.</source> <volume>86</volume>, <fpage>91</fpage>&#x2013;<lpage>101</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.marpolbul.2014.07.038</pub-id>
</citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ban</surname> <given-names>S. S.</given-names>
</name>
<name>
<surname>Pressey</surname> <given-names>R. L.</given-names>
</name>
<name>
<surname>Graham</surname> <given-names>N. A. J.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Assessing the Effectiveness of Local Management of Coral Reefs Using Expert Opinion and Spatial Bayesian Modeling</article-title>. <source>PloS One</source> <volume>10</volume>, <fpage>e0135465</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1371/journal.pone.0135465</pub-id>
</citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Barnes-Mauthe</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Oleson</surname> <given-names>K. L. L.</given-names>
</name>
<name>
<surname>Zafindrasilivonona</surname> <given-names>B.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>The Total Economic Value of Small-Scale Fisheries With a Characterization of Post-Landing Trends: An Application in Madagascar With Global Relevance</article-title>. <source>Fish. Res.</source> <volume>147</volume>, <fpage>175</fpage>&#x2013;<lpage>185</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.fishres.2013.05.011</pub-id>
</citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bates</surname> <given-names>D.</given-names>
</name>
<name>
<surname>M&#xe4;chler</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Bolker</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Walker</surname> <given-names>S.</given-names>
</name>
</person-group> (<year>2007</year>). <article-title>Fitting Linear Mixed-Effects Models Using lme4</article-title>. <source>J. Stat. Softw.</source> <volume>67</volume>(<issue>1</issue>), <fpage>1</fpage>&#x2013;<lpage>48</lpage>. doi: <pub-id pub-id-type="doi">10.18637/jss.v067.i01</pub-id>
</citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Beeden</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Maynard</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Puotinen</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Marshall</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Dryden</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Goldberg</surname> <given-names>J.</given-names>
</name>
<etal/>
</person-group>. (<year>2015</year>). <article-title>Impacts and Recovery From Severe Tropical Cyclone Yasi on the Great Barrier Reef</article-title>. <source>PloS One</source> <volume>10</volume>, <fpage>e0121272</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1371/journal.pone.0121272</pub-id>
</citation>
</ref>
<ref id="B10">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bigot</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Quod</surname> <given-names>J.</given-names>
</name>
</person-group> (<year>2000</year>). <article-title>Coral Bleaching in the Indian Ocean Islands: Ecological Consequences and Recovery in Madagascar, Comoros, Mayotte and Reunion</article-title>. <source>CORDIO/SAREC Mar. Sci. Progr</source> <fpage>108</fpage>&#x2013;<lpage>113</lpage>.</citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bozec</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Alvarez-Filip</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Mumby</surname> <given-names>P. J.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>The Dynamics of Architectural Complexity on Coral Reefs Under Climate Change</article-title>. <source>Global Change Biol.</source> <volume>21</volume>, <fpage>223</fpage>&#x2013;<lpage>235</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/gcb.12698</pub-id>
</citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Brenier</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Ferraris</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Mahafina</surname> <given-names>J.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Participatory Assessment of the Toliara Bay Reef Fishery, Southwest Madagascar</article-title>. <source>Madagasc. Conserv. Dev.</source> <volume>6</volume>, <fpage>60</fpage>&#x2013;<lpage>67</lpage>.doi: <pub-id pub-id-type="doi">10.4314/mcd.v6i2.4</pub-id>
</citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Chandler</surname> <given-names>M.</given-names>
</name>
<name>
<surname>See</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Copas</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Bonde</surname> <given-names>A. M. Z.</given-names>
</name>
<name>
<surname>L&#xf3;pez</surname> <given-names>B. C.</given-names>
</name>
<name>
<surname>Danielsen</surname> <given-names>F.</given-names>
</name>
<etal/>
</person-group>. (<year>2017</year>). <article-title>Contribution of Citizen Science Towards International Biodiversity Monitoring</article-title>. <source>Biol. Conserv.</source> <volume>213</volume>, <fpage>280</fpage>&#x2013;<lpage>294</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.biocon.2016.09.004</pub-id>
</citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cheal</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Coleman</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Delean</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Miller</surname> <given-names>I.</given-names>
</name>
<name>
<surname>Osborne</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Sweatman</surname> <given-names>H.</given-names>
</name>
</person-group> (<year>2002</year>). <article-title>Responses of Coral and Fish Assemblages to a Severe But Short-Lived Tropical Cyclone on the Great Barrier Reef, Australia</article-title>. <source>Coral. Reef.</source> <volume>21</volume>, <fpage>131</fpage>&#x2013;<lpage>142</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s00338-002-0227-8</pub-id>
</citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cheal</surname> <given-names>A. J.</given-names>
</name>
<name>
<surname>MacNeil</surname> <given-names>M. A.</given-names>
</name>
<name>
<surname>Emslie</surname> <given-names>M. J.</given-names>
</name>
<name>
<surname>Sweatman</surname> <given-names>H.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>The Threat to Coral Reefs From More Intense Cyclones Under Climate Change</article-title>. <source>Global Change Biol.</source> <volume>23</volume>, <fpage>1511</fpage>&#x2013;<lpage>1524</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/gcb.13593</pub-id>
</citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cinner</surname> <given-names>J. E.</given-names>
</name>
<name>
<surname>McClanahan</surname> <given-names>T. R.</given-names>
</name>
<name>
<surname>Graham</surname> <given-names>N. A. J.</given-names>
</name>
<name>
<surname>Daw</surname> <given-names>T. M.</given-names>
</name>
<name>
<surname>Maina</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Stead</surname> <given-names>S. M.</given-names>
</name>
<etal/>
</person-group>. (<year>2012</year>). <article-title>Vulnerability of Coastal Communities to Key Impacts of Climate Change on Coral Reef Fisheries</article-title>. <source>Global Environ. Change</source> <volume>22</volume>, <fpage>12</fpage>&#x2013;<lpage>20</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.gloenvcha.2011.09.018</pub-id>
</citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Cohen</surname> <given-names>P. J.</given-names>
</name>
<name>
<surname>Allison</surname> <given-names>E. H.</given-names>
</name>
<name>
<surname>Andrew</surname> <given-names>N. L.</given-names>
</name>
<name>
<surname>Cinner</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Evans</surname> <given-names>L. S.</given-names>
</name>
<name>
<surname>Fabinyi</surname> <given-names>M.</given-names>
</name>
<etal/>
</person-group>. (<year>2019</year>). <article-title>Securing a Just Space for Small-Scale Fisheries in the Blue Economy</article-title>. <source>Front. Mar. Sci.</source> <volume>6</volume>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fmars.2019.00171</pub-id>
</citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Coles</surname> <given-names>S. L.</given-names>
</name>
<name>
<surname>Brown</surname> <given-names>E. K.</given-names>
</name>
</person-group> (<year>2007</year>). <article-title>Twenty-Five Years of Change in Coral Coverage on a Hurricane Impacted Reef in Hawai&#x2019;i: The Importance of Recruitment</article-title>. <source>Coral. Reef.</source> <volume>26</volume>, <fpage>705</fpage>&#x2013;<lpage>717</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s00338-007-0257-3</pub-id>
</citation>
</ref>
<ref id="B19">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Cooke</surname> <given-names>C. A.</given-names>
</name>
<name>
<surname>Marx</surname> <given-names>D. J. E.</given-names>
</name>
</person-group> (<year>2015</year>). <source>Assessment of the Impact of Super Storm Sandy on Coral Reefs of Guant&#xe1;namo Bay, Cuba</source> (<publisher-loc>United States</publisher-loc>: <publisher-name>Space and Naval Warfare Systems Central Pacific San Diego</publisher-name>).</citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Darling</surname> <given-names>E. S.</given-names>
</name>
<name>
<surname>Graham</surname> <given-names>N. A. J.</given-names>
</name>
<name>
<surname>Januchowski-Hartley</surname> <given-names>F. A.</given-names>
</name>
<name>
<surname>Nash</surname> <given-names>K. L.</given-names>
</name>
<name>
<surname>Pratchett</surname> <given-names>M. S.</given-names>
</name>
<name>
<surname>Wilson</surname> <given-names>S. K.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Relationships Between Structural Complexity, Coral Traits, and Reef Fish Assemblages</article-title>. <source>Coral. Reef.</source> <volume>36</volume>, <fpage>561</fpage>&#x2013;<lpage>575</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s00338-017-1539-z</pub-id>
</citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Darling</surname> <given-names>E. S.</given-names>
</name>
<name>
<surname>McClanahan</surname> <given-names>T. R.</given-names>
</name>
<name>
<surname>C&#xf4;t&#xe9;</surname> <given-names>I. M.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Life Histories Predict Coral Community Disassembly Under Multiple Stressors</article-title>. <source>Global Change Biol.</source> <volume>19</volume>, <fpage>1930</fpage>&#x2013;<lpage>1940</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/gcb.12191</pub-id>
</citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Done</surname> <given-names>T.</given-names>
</name>
</person-group> (<year>1992</year>). <article-title>Effects of Tropical Cyclone Waves on Ecological and Geomorphological Structures on the Great Barrier Reef</article-title>. <source>Continent. Shelf. Res.</source> <volume>12</volume>, <fpage>859</fpage>&#x2013;<lpage>872</lpage>. doi: <pub-id pub-id-type="doi">10.1016/0278-4343(92)90048-O</pub-id>
</citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Doropoulos</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Roff</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Zupan</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Nestor</surname> <given-names>V.</given-names>
</name>
<name>
<surname>Isechal</surname> <given-names>A. L.</given-names>
</name>
<name>
<surname>Mumby</surname> <given-names>P. J.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Reef-Scale Failure of Coral Settlement Following Typhoon Disturbance and Macroalgal Bloom in Palau, Western Pacific</article-title>. <source>Coral. Reef.</source> <volume>33</volume>, <fpage>613</fpage>&#x2013;<lpage>623</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s00338-014-1149-y</pub-id>
</citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Eddy</surname> <given-names>T. D.</given-names>
</name>
<name>
<surname>Lam</surname> <given-names>V. W. Y.</given-names>
</name>
<name>
<surname>Reygondeau</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Cisneros-Montemayor</surname> <given-names>A. M.</given-names>
</name>
<name>
<surname>Greer</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Palomares</surname> <given-names>M. L. D.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>). <article-title>Global Decline in Capacity of Coral Reefs to Provide Ecosystem Services</article-title>. <source>One Earth</source> <volume>4</volume>, <fpage>1278</fpage>&#x2013;<lpage>1285</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.oneear.2021.08.016</pub-id>
</citation>
</ref>
<ref id="B25">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Edmunds</surname> <given-names>P. J.</given-names>
</name>
<name>
<surname>Leichter</surname> <given-names>J. J.</given-names>
</name>
<name>
<surname>Adjeroud</surname> <given-names>M.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Landscape-Scale Variation in Coral Recruitment in Moorea, French Polynesia</article-title>. <source>Mar. Ecol. Prog. Ser.</source> <volume>414</volume>, <fpage>75</fpage>&#x2013;<lpage>89</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3354/meps08728</pub-id>
</citation>
</ref>
<ref id="B26">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Edwards</surname> <given-names>H. J.</given-names>
</name>
<name>
<surname>Elliott</surname> <given-names>I. A.</given-names>
</name>
<name>
<surname>Eakin</surname> <given-names>C. M.</given-names>
</name>
<name>
<surname>Irikawa</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Madin</surname> <given-names>J. S.</given-names>
</name>
<name>
<surname>Mcfield</surname> <given-names>M.</given-names>
</name>
<etal/>
</person-group>. (<year>2011</year>). <article-title>How Much Time can Herbivore Protection Buy for Coral Reefs Under Realistic Regimes of Hurricanes and Coral Bleaching</article-title>? <source>Global Change Biol.</source> <volume>17</volume>, <fpage>2033</fpage>&#x2013;<lpage>2048</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/j.1365-2486.2010.02366.x</pub-id>
</citation>
</ref>
<ref id="B27">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fabricius</surname> <given-names>K. E.</given-names>
</name>
<name>
<surname>De&#x2019;ath</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Puotinen</surname> <given-names>M. L.</given-names>
</name>
<name>
<surname>Done</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Cooper</surname> <given-names>T. F.</given-names>
</name>
<name>
<surname>Burgess</surname> <given-names>S. C.</given-names>
</name>
</person-group> (<year>2008</year>). <article-title>Disturbance Gradients on Inshore and Offshore Coral Reefs Caused by a Severe Tropical Cyclone</article-title>. <source>Limnol. Oceanogr.</source> <volume>53</volume>, <fpage>690</fpage>&#x2013;<lpage>704</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.4319/lo.2008.53.2.0690</pub-id>
</citation>
</ref>
<ref id="B28">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Facon</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Pinault</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Obura</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Pioch</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Pothin</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Bigot</surname> <given-names>L.</given-names>
</name>
<etal/>
</person-group>. (<year>2016</year>). <article-title>A Comparative Study of the Accuracy and Effectiveness of Line and Point Intercept Transect Methods for Coral Reef Monitoring in the Southwestern Indian Ocean Islands</article-title>. <source>Ecol. Indic.</source> <volume>60</volume>, <fpage>1045</fpage>&#x2013;<lpage>1055</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.ecolind.2015.09.005</pub-id>
</citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ferrario</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Beck</surname> <given-names>M. W.</given-names>
</name>
<name>
<surname>Storlazzi</surname> <given-names>C. D.</given-names>
</name>
<name>
<surname>Micheli</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Shepard</surname> <given-names>C. C.</given-names>
</name>
<name>
<surname>Airoldi</surname> <given-names>L.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>The Effectiveness of Coral Reefs for Coastal Hazard Risk Reduction and Adaptation</article-title>. <source>Nat. Commun.</source> <volume>5</volume>, <fpage>3794</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/ncomms4794</pub-id>
</citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fine</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Hoegh-Guldberg</surname> <given-names>O.</given-names>
</name>
<name>
<surname>Meroz-Fine</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Dove</surname> <given-names>S.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Ecological Changes Over 90 Years at Low Isles on the Great Barrier Reef</article-title>. <source>Nat. Commun.</source> <volume>10</volume>, <fpage>4409</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/s41467-019-12431-y</pub-id>
</citation>
</ref>
<ref id="B31">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fontoura</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Zawada</surname> <given-names>K. J. A.</given-names>
</name>
<name>
<surname>D&#x2019;agata</surname> <given-names>S.</given-names>
</name>
<name>
<surname>&#xc1;lvarez-Noriega</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Baird</surname> <given-names>A. H.</given-names>
</name>
<name>
<surname>Boutros</surname> <given-names>N.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>Climate-Driven Shift in Coral Morphological Structure Predicts Decline of Juvenile Reef Fishes</article-title>. <source>Global Change Biol.</source> <volume>26</volume>, <fpage>557</fpage>&#x2013;<lpage>567</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/gcb.14911</pub-id>
</citation>
</ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Freiwald</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Meyer</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Caselle</surname> <given-names>J. E.</given-names>
</name>
<name>
<surname>Blanchette</surname> <given-names>C. A.</given-names>
</name>
<name>
<surname>Hovel</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Neilson</surname> <given-names>D.</given-names>
</name>
<etal/>
</person-group>. (<year>2018</year>). <article-title>Citizen Science Monitoring of Marine Protected Areas: Case Studies and Recommendations for Integration Into Monitoring Programs</article-title>. <source>Mar. Ecol.</source> <volume>39</volume>, <fpage>e12470</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/maec.12470</pub-id>
</citation>
</ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gardner</surname> <given-names>T. A.</given-names>
</name>
<name>
<surname>C&#xf4;t&#xe9;</surname> <given-names>I. M.</given-names>
</name>
<name>
<surname>Gill</surname> <given-names>J. A.</given-names>
</name>
<name>
<surname>Grant</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Watkinson</surname> <given-names>A. R.</given-names>
</name>
</person-group> (<year>2005</year>). <article-title>Hurricanes and Caribbean Coral Reefs: Impacts, Recovery Patterns, and Role in Long-Term Decline</article-title>. <source>Ecology</source> <volume>86</volume>, <fpage>174</fpage>&#x2013;<lpage>184</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1890/04-0141</pub-id>
</citation>
</ref>
<ref id="B34">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gardner</surname> <given-names>C. J.</given-names>
</name>
<name>
<surname>Cripps</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Pr&#xe9;mesnil Day</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Dewar</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Gough</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Peabody</surname> <given-names>S.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>A Decade and a Half of Learning From Madagascar&#x2019;s First Locally Managed Marine Area</article-title>. <source>Conserv. Sci. Pract.</source> <volume>2</volume> (<issue>12</issue>), <elocation-id>e298</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/csp2.298</pub-id>
</citation>
</ref>
<ref id="B35">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gilchrist</surname> <given-names>H.</given-names>
</name>
<name>
<surname>Rocliffe</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Anderson</surname> <given-names>L. G.</given-names>
</name>
<name>
<surname>Gough</surname> <given-names>C. L.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Reef Fish Biomass Recovery Within Community-Managed No Take Zones</article-title>. <source>Ocean. Coast. Manage.</source> <volume>192</volume>, <elocation-id>105210</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.ocecoaman.2020.105210Get</pub-id>
</citation>
</ref>
<ref id="B36">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gough</surname> <given-names>C. L.</given-names>
</name>
<name>
<surname>Dewar</surname> <given-names>K. M.</given-names>
</name>
<name>
<surname>Godley</surname> <given-names>B. J.</given-names>
</name>
<name>
<surname>Zafindranosy</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Broderick</surname> <given-names>A. C.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Evidence of Overfishing in Small-Scale Fisheries in Madagascar</article-title>. <source>Front. Mar. Sci.</source> <volume>7</volume>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fmars.2020.00317</pub-id>
</citation>
</ref>
<ref id="B37">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Graham</surname> <given-names>N. A. J.</given-names>
</name>
<name>
<surname>Jennings</surname> <given-names>S.</given-names>
</name>
<name>
<surname>MacNeil</surname> <given-names>M. A.</given-names>
</name>
<name>
<surname>Mouillot</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Wilson</surname> <given-names>S. K.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Predicting Climate-Driven Regime Shifts Versus Rebound Potential in Coral Reefs</article-title>. <source>Nature</source> <volume>518</volume>, <fpage>94</fpage>&#x2013;<lpage>97</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/nature14140</pub-id>
</citation>
</ref>
<ref id="B38">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Graham</surname> <given-names>N. A. J.</given-names>
</name>
<name>
<surname>Nash</surname> <given-names>K. L.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>The Importance of Structural Complexity in Coral Reef Ecosystems</article-title>. <source>Coral. Reef.</source> <volume>32</volume>, <fpage>315</fpage>&#x2013;<lpage>326</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s00338-012-0984-y</pub-id>
</citation>
</ref>
<ref id="B39">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Graham</surname> <given-names>N. A. J.</given-names>
</name>
<name>
<surname>Nash</surname> <given-names>K. L.</given-names>
</name>
<name>
<surname>Kool</surname> <given-names>J. T.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Coral Reef Recovery Dynamics in a Changing World</article-title>. <source>Coral. Reef.</source> <volume>30</volume>, <fpage>283</fpage>&#x2013;<lpage>294</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s00338-010-0717-z</pub-id>
</citation>
</ref>
<ref id="B40">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gratwicke</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Speight</surname> <given-names>M. R.</given-names>
</name>
</person-group> (<year>2005</year>). <article-title>The Relationship Between Fish Species Richness, Abundance and Habitat Complexity in a Range of Shallow Tropical Marine Habitats</article-title>. <source>J. Fish. Biol.</source> <volume>66</volume>, <fpage>650</fpage>&#x2013;<lpage>667</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/j.0022-1112.2005.00629.x</pub-id>
</citation>
</ref>
<ref id="B41">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Guillemot</surname> <given-names>N.</given-names>
</name>
<name>
<surname>Chabanet</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Le Pape</surname> <given-names>O.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Cyclone Effects on Coral Reef Habitats in New Caledonia (South Pacific)</article-title>. <source>Coral. Reef.</source> <volume>29</volume>, <fpage>445</fpage>&#x2013;<lpage>453</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s00338-010-0587-4</pub-id>
</citation>
</ref>
<ref id="B42">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Haapkyl&#xe4;</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Melbourne-Thomas</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Flavell</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Willis</surname> <given-names>B.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Disease Outbreaks, Bleaching and a Cyclone Drive Changes in Coral Assemblages on an Inshore Reef of the Great Barrier Reef</article-title>. <source>Coral. Reef.</source> <volume>32</volume>, <fpage>815</fpage>&#x2013;<lpage>824</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s00338-013-1029-x</pub-id>
</citation>
</ref>
<ref id="B43">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Hanisch</surname> <given-names>S.</given-names>
</name>
</person-group> (<year>2015</year>). <source>Improving Cropping Systems of Semi-Arid South-Western Madagascar Under Multiple Ecological and Socio-Economic Constraints</source>. <publisher-loc>Kassel, Germany</publisher-loc>, <fpage>199 pp.</fpage>
</citation>
</ref>
<ref id="B44">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Harmelin-Vivien</surname> <given-names>M. L.</given-names>
</name>
</person-group> (<year>1994</year>). <article-title>The Effects of Storms and Cyclones on Coral Reefs: A Review</article-title>. <source>J. Coast. Res.</source>, <fpage>211</fpage>&#x2013;<lpage>231</lpage>.</citation>
</ref>
<ref id="B45">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Harris</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Manahira</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Sheppard</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Gouch</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Sheppard</surname> <given-names>C.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Demise of Madagascar&#x2019;s Once Great Barrier Reef: Changes in Coral Reef Conditions Over 40 Years</article-title>. <source>Atoll. Res. Bull.</source> <volume>574</volume>, <fpage>1</fpage>&#x2013;<lpage>16</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.5479/si.00775630.574.16</pub-id>
</citation>
</ref>
<ref id="B46">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hattam</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Evans</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Morrissey</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Hooper</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Young</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Khalid</surname> <given-names>F.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>Building Resilience in Practice to Support Coral Communities in the Western Indian Ocean</article-title>. <source>Environ. Sci. Policy</source> <volume>106</volume>, <fpage>182</fpage>&#x2013;<lpage>190</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.envsci.2020.02.006</pub-id>
</citation>
</ref>
<ref id="B47">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hicks</surname> <given-names>C. C.</given-names>
</name>
<name>
<surname>Graham</surname> <given-names>N. A. J.</given-names>
</name>
<name>
<surname>Maire</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Robinson</surname> <given-names>J. P. W.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Secure Local Aquatic Food Systems in the Face of Declining Coral Reefs</article-title>. <source>One Earth</source> <volume>4</volume>, <fpage>1214</fpage>&#x2013;<lpage>1216</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.oneear.2021.08.023</pub-id>
</citation>
</ref>
<ref id="B48">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hill</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Wilkinson</surname> <given-names>C.</given-names>
</name>
</person-group> (<year>2004</year>). <article-title>Methods for Ecological Monitoring of Coral Reefs</article-title>. <source>Aust. Insti. Mar. Sci. Townsv.</source> <volume>117</volume>, <fpage>1</fpage>&#x2013;<lpage>116</lpage>.</citation>
</ref>
<ref id="B49">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hughes</surname> <given-names>T. P.</given-names>
</name>
</person-group> (<year>1994</year>). <article-title>Catastrophes, Phase Shifts, and Large-Scale Degradation of a Caribbean Coral Reef</article-title>. <source>Science</source> <volume>265</volume>, <fpage>1547</fpage>&#x2013;<lpage>1551</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1126/science.265.5178.1547</pub-id>
</citation>
</ref>
<ref id="B50">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Jacobs</surname> <given-names>Z. L.</given-names>
</name>
<name>
<surname>Yool</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Jebri</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Srokosz</surname> <given-names>M.</given-names>
</name>
<name>
<surname>van Gennip</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Kelly</surname> <given-names>S. J.</given-names>
</name>
<etal/>
</person-group>. (<year>2021</year>). <article-title>Key Climate Change Stressors of Marine Ecosystems Along the Path of the East African Coastal Current</article-title>. <source>Ocean. Coast. Manage.</source> <volume>208</volume>, <elocation-id>105627</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.ocecoaman.2021.105627</pub-id>
</citation>
</ref>
<ref id="B51">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kawabata</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Okuyama</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Asami</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Okuzawa</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Yoseda</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Arai</surname> <given-names>N.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Effects of a Tropical Cyclone on the Distribution of Hatchery-Reared Black-Spot Tuskfish Choerodon Schoenleinii Determined by Acoustic Telemetry</article-title>. <source>J. Fish. Biol.</source> <volume>77</volume>, <fpage>627</fpage>&#x2013;<lpage>642</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/j.1095-8649.2010.02702.x</pub-id>
</citation>
</ref>
<ref id="B52">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Knapp</surname> <given-names>K. R.</given-names>
</name>
<name>
<surname>Kruk</surname> <given-names>M. C.</given-names>
</name>
<name>
<surname>Levinson</surname> <given-names>D. H.</given-names>
</name>
<name>
<surname>Diamond</surname> <given-names>H. J.</given-names>
</name>
<name>
<surname>Neumann</surname> <given-names>C. J.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>The International Best Track Archive for Climate Stewardship (IBTrACS) Unifying Tropical Cyclone Data</article-title>. <source>Bull. Am. Meteorolog. Soc.</source> <volume>91</volume>, <fpage>363</fpage>&#x2013;<lpage>376</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1175/2009BAMS2755.1</pub-id>
</citation>
</ref>
<ref id="B53">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Knowlton</surname> <given-names>N.</given-names>
</name>
<name>
<surname>Lang</surname> <given-names>J. C.</given-names>
</name>
<name>
<surname>Christine Rooney</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Clifford</surname> <given-names>P.</given-names>
</name>
</person-group> (<year>1981</year>). <article-title>Evidence for Delayed Mortality in Hurricane-Damaged Jamaican Staghorn Corals</article-title>. <source>Nature</source> <volume>294</volume>, <fpage>251</fpage>&#x2013;<lpage>252</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/294251a0</pub-id>
</citation>
</ref>
<ref id="B54">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Knutson</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Camargo</surname> <given-names>S. J.</given-names>
</name>
<name>
<surname>Chan</surname> <given-names>J. C. L.</given-names>
</name>
<name>
<surname>Emanuel</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Ho</surname> <given-names>C.-H.</given-names>
</name>
<name>
<surname>Kossin</surname> <given-names>J.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>Tropical Cyclones and Climate Change Assessment: Part II: Projected Response to Anthropogenic Warming</article-title>. <source>Bull. Am. Meteorolog. Soc.</source> <volume>101</volume>, <fpage>E303</fpage>&#x2013;<lpage>E322</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1175/BAMS-D-18-0194.1</pub-id>
</citation>
</ref>
<ref id="B55">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Komyakova</surname> <given-names>V.</given-names>
</name>
<name>
<surname>Munday</surname> <given-names>P. L.</given-names>
</name>
<name>
<surname>Jones</surname> <given-names>G. P.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Relative Importance of Coral Cover, Habitat Complexity and Diversity in Determining the Structure of Reef Fish Communities</article-title>. <source>PloS One</source> <volume>8</volume>, <fpage>e83178</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1371/journal.pone.0083178</pub-id>
</citation>
</ref>
<ref id="B56">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kossin</surname> <given-names>J. P.</given-names>
</name>
<name>
<surname>Emanuel</surname> <given-names>K. A.</given-names>
</name>
<name>
<surname>Vecchi</surname> <given-names>G. A.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>The Poleward Migration of the Location of Tropical Cyclone Maximum Intensity</article-title>. <source>Nature</source> <volume>509</volume>, <fpage>349</fpage>&#x2013;<lpage>352</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/nature13278</pub-id>
</citation>
</ref>
<ref id="B57">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kuffner</surname> <given-names>I. B.</given-names>
</name>
<name>
<surname>Walters</surname> <given-names>L. J.</given-names>
</name>
<name>
<surname>Becerro</surname> <given-names>M. A.</given-names>
</name>
<name>
<surname>Paul</surname> <given-names>V. J.</given-names>
</name>
<name>
<surname>Ritson-Williams</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Beach</surname> <given-names>K. S.</given-names>
</name>
</person-group> (<year>2006</year>). <article-title>Inhibition of Coral Recruitment by Macroalgae and Cyanobacteria</article-title>. <source>Mar. Ecol. Prog. Ser.</source> <volume>323</volume>, <fpage>107</fpage>&#x2013;<lpage>117</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3354/meps323107</pub-id>
</citation>
</ref>
<ref id="B58">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Laird</surname> <given-names>N. M.</given-names>
</name>
<name>
<surname>Ware</surname> <given-names>J. H.</given-names>
</name>
</person-group> (<year>1982</year>). <article-title>Random-Effects Models for Longitudinal Data</article-title>. <source>Biometrics</source> <volume>38</volume>, <fpage>963</fpage>&#x2013;<lpage>974</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.2307/2529876</pub-id>
</citation>
</ref>
<ref id="B59">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Lamb</surname> <given-names>J. B.</given-names>
</name>
<name>
<surname>Willis</surname> <given-names>B. L.</given-names>
</name>
<name>
<surname>Fiorenza</surname> <given-names>E. A.</given-names>
</name>
<name>
<surname>Couch</surname> <given-names>C. S.</given-names>
</name>
<name>
<surname>Howard</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Rader</surname> <given-names>D. N.</given-names>
</name>
<etal/>
</person-group>. (<year>2018</year>). <article-title>Plastic Waste Associated With Disease on Coral Reefs</article-title>. <source>Science</source> <volume>359</volume>, <fpage>460</fpage>&#x2013;<lpage>462</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1126/science.aar3320</pub-id>
</citation>
</ref>
<ref id="B60">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Letourneur</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Harmelin-Vivien</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Galzin</surname> <given-names>R.</given-names>
</name>
</person-group> (<year>1993</year>). <article-title>Impact of Hurricane Firinga on Fish Community Structure on Fringing Reefs of Reunion Island, SW Indian Ocean</article-title>. <source>Environ. Biol. Fish.</source> <volume>37</volume>, <fpage>109</fpage>&#x2013;<lpage>120</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/BF00000586</pub-id>
</citation>
</ref>
<ref id="B61">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Linares</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Pratchett</surname> <given-names>M. S.</given-names>
</name>
<name>
<surname>Coker</surname> <given-names>D. J.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Recolonisation of Acropora Hyacinthus Following Climate-Induced Coral Bleaching on the Great Barrier Reef</article-title>. <source>Mar. Ecol. Prog. Ser.</source> <volume>438</volume>, <fpage>97</fpage>&#x2013;<lpage>104</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3354/meps09272</pub-id>
</citation>
</ref>
<ref id="B62">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Loya</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Sakai</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Yamazato</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Nakano</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Sambali</surname> <given-names>H.</given-names>
</name>
<name>
<surname>van Woesik</surname> <given-names>R.</given-names>
</name>
</person-group> (<year>2001</year>). <article-title>Coral Bleaching: The Winners and the Losers</article-title>. <source>Ecol. Lett.</source> <volume>4</volume>, <fpage>122</fpage>&#x2013;<lpage>131</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1046/j.1461-0248.2001.00203.x</pub-id>
</citation>
</ref>
<ref id="B63">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Madin</surname> <given-names>J. S.</given-names>
</name>
<name>
<surname>Baird</surname> <given-names>A. H.</given-names>
</name>
<name>
<surname>Dornelas</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Connolly</surname> <given-names>S. R.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Mechanical Vulnerability Explains Size-Dependent Mortality of Reef Corals</article-title>. <source>Ecol. Lett.</source> <volume>17</volume>, <fpage>1008</fpage>&#x2013;<lpage>1015</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/ele.12306</pub-id>
</citation>
</ref>
<ref id="B64">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Madin</surname> <given-names>J. S.</given-names>
</name>
<name>
<surname>Hughes</surname> <given-names>T. P.</given-names>
</name>
<name>
<surname>Connolly</surname> <given-names>S. R.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Calcification, Storm Damage and Population Resilience of Tabular Corals Under Climate Change</article-title>. <source>PloS One</source> <volume>7</volume>, <fpage>e46637</fpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1371/journal.pone.0046637</pub-id>
</citation>
</ref>
<ref id="B65">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Manzello</surname> <given-names>D. P.</given-names>
</name>
<name>
<surname>Brandt</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Smith</surname> <given-names>T. B.</given-names>
</name>
<name>
<surname>Lirman</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Hendee</surname> <given-names>J. C.</given-names>
</name>
<name>
<surname>Nemeth</surname> <given-names>R. S.</given-names>
</name>
</person-group> (<year>2007</year>). <article-title>Hurricanes Benefit Bleached Corals</article-title>. <source>Proc. Natl. Acad. Sci.</source> <volume>104</volume>, <fpage>12035</fpage>&#x2013;<lpage>12039</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1073/pnas.0701194104</pub-id>
</citation>
</ref>
<ref id="B66">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Marikandia</surname> <given-names>M.</given-names>
</name>
</person-group> (<year>2001</year>). <article-title>The Vezo of the Fiherena Coast, Southwest Madagascar: Yesterday and Today</article-title>. <source>Ethnohistory</source> <volume>48</volume>, <fpage>157</fpage>&#x2013;<lpage>170</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1215/00141801-48-1-2-157</pub-id>
</citation>
</ref>
<ref id="B67">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Massel</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Done</surname> <given-names>T.</given-names>
</name>
</person-group> (<year>1993</year>). <article-title>Effects of Cyclone Waves on Massive Coral Assemblages on the Great Barrier Reef: Meteorology, Hydrodynamics and Demography</article-title>. <source>Coral. Reef.</source> <volume>12</volume>, <fpage>153</fpage>&#x2013;<lpage>166</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/0278-4343(92)90048-O</pub-id>
</citation>
</ref>
<ref id="B68">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mawren</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Hermes</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Reason</surname> <given-names>C.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Marine Heatwaves in the Mozambique Channel</article-title>. <source>Clim. Dynam.</source> <volume>1&#x2013;23</volume>, <fpage>305</fpage>&#x2013;<lpage>327</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s00382-021-05909-3</pub-id>
</citation>
</ref>
<ref id="B69">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>McClanahan</surname> <given-names>T.</given-names>
</name>
</person-group> (<year>2004</year>). <article-title>The Relationship Between Bleaching and Mortality of Common Corals</article-title>. <source>Mar. Biol.</source> <volume>144</volume>, <fpage>1239</fpage>&#x2013;<lpage>1245</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s00227-003-1271-9</pub-id>
</citation>
</ref>
<ref id="B70">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>McClanahan</surname> <given-names>T. R.</given-names>
</name>
<name>
<surname>Castilla</surname> <given-names>J. C.</given-names>
</name>
<name>
<surname>White</surname> <given-names>A. T.</given-names>
</name>
<name>
<surname>Defeo</surname> <given-names>O.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>Healing Small-Scale Fisheries by Facilitating Complex Socio-Ecological Systems</article-title>. <source>Rev. Fish. Biol. Fish.</source> <volume>19</volume>, <fpage>33</fpage>&#x2013;<lpage>47</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s11160-008-9088-8</pub-id>
</citation>
</ref>
<ref id="B71">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>McLeod</surname> <given-names>I. M.</given-names>
</name>
<name>
<surname>Williamson</surname> <given-names>D. H.</given-names>
</name>
<name>
<surname>Taylor</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Srinivasan</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Read</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Boxer</surname> <given-names>C.</given-names>
</name>
<etal/>
</person-group>. (<year>2019</year>). <article-title>Bommies Away! Logistics and Early Effects of Repositioning 400 Tonnes of Displaced Coral Colonies Following Cyclone Impacts on the Great Barrier Reef</article-title>. <source>Ecol. Manage. Restor.</source> <volume>20</volume>, <fpage>262</fpage>&#x2013;<lpage>265</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/emr.12381</pub-id>
</citation>
</ref>
<ref id="B72">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Micheli</surname> <given-names>F.</given-names>
</name>
<name>
<surname>Mumby</surname> <given-names>P. J.</given-names>
</name>
<name>
<surname>Brumbaugh</surname> <given-names>D. R.</given-names>
</name>
<name>
<surname>Broad</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Dahlgren</surname> <given-names>C. P.</given-names>
</name>
<name>
<surname>Harborne</surname> <given-names>A. R.</given-names>
</name>
<etal/>
</person-group>. (<year>2014</year>). <article-title>High Vulnerability of Ecosystem Function and Services to Diversity Loss in Caribbean Coral Reefs</article-title>. <source>Biol. Conserv.</source> <volume>171</volume>, <fpage>186</fpage>&#x2013;<lpage>194</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.biocon.2013.12.029</pub-id>
</citation>
</ref>
<ref id="B73">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Muko</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Arakaki</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Nagao</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Sakai</surname> <given-names>K.</given-names>
</name>
</person-group> (<year>2013</year>). <article-title>Growth Form-Dependent Response to Physical Disturbance and Thermal Stress in Acropora Corals</article-title>. <source>Coral Reefs</source> <volume>32</volume>, <fpage>269</fpage>&#x2013;<lpage>280</lpage> doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s00338-012-0967-z</pub-id>
</citation>
</ref>
<ref id="B74">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Mumby</surname> <given-names>P. J.</given-names>
</name>
</person-group> (<year>1999</year>). <article-title>Bleaching and Hurricane Disturbances to Populations of Coral Recruits in Belize</article-title>. <source>Mar. Ecol. Prog. Ser.</source> <volume>190</volume>, <fpage>27</fpage>&#x2013;<lpage>35</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3354/meps190027</pub-id>
</citation>
</ref>
<ref id="B75">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nadon</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Griffiths</surname> <given-names>D.</given-names>
</name>
<name>
<surname>Doherty</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Harris</surname> <given-names>A.</given-names>
</name>
</person-group> (<year>2008</year>). <article-title>The Status of Coral Reefs in the Remote Region of Andavadoaka, Southwest Madagascar</article-title>. <source>West. Indian Ocean. J. Mar. Sci.</source> <volume>6</volume>, <fpage>207</fpage>&#x2013;<lpage>218</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.4314/wiojms.v6i2.48244</pub-id>
</citation>
</ref>
<ref id="B76">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Naim</surname> <given-names>O.</given-names>
</name>
<name>
<surname>Chabanet</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Done</surname> <given-names>T.</given-names>
</name>
<name>
<surname>Tourrand</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Letourneur</surname> <given-names>Y.</given-names>
</name>
</person-group> (<year>2000</year>). <article-title>Regeneration of a Reef Flat Ten Years After the Impact of the Cyclone Firinga</article-title>. In  <source>9th International Coral Reef Symposium</source> (<publisher-loc>Reunion, SW Indian Ocean</publisher-loc>).  Vol. <volume>1</volume>, <fpage>547</fpage>&#x2013;<lpage>554</lpage>.</citation>
</ref>
<ref id="B77">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Nystr&#xf6;m</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Graham</surname> <given-names>N.</given-names>
</name>
<name>
<surname>Lokrantz</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Norstr&#xf6;m</surname> <given-names>A. V.</given-names>
</name>
</person-group> (<year>2008</year>). <article-title>Capturing the Cornerstones of Coral Reef Resilience: Linking Theory to Practice</article-title>. <source>Coral. Reef.</source> <volume>27</volume>, <fpage>795</fpage>&#x2013;<lpage>809</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s00338-008-0426-z</pub-id>
</citation>
</ref>
<ref id="B78">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Obura</surname> <given-names>D. O.</given-names>
</name>
<name>
<surname>Aeby</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Amornthammarong</surname> <given-names>N.</given-names>
</name>
<name>
<surname>Appeltans</surname> <given-names>W.</given-names>
</name>
<name>
<surname>Bax</surname> <given-names>N.</given-names>
</name>
<name>
<surname>Bishop</surname> <given-names>J.</given-names>
</name>
<etal/>
</person-group>. (<year>2019</year>). <article-title>Coral Reef Monitoring, Reef Assessment Technologies, and Ecosystem-Based Management</article-title>. <source>Front. Mar. Sci.</source> <volume>0</volume>. doi:&#xa0;<pub-id pub-id-type="doi">10.3389/fmars.2019.00580</pub-id>
</citation>
</ref>
<ref id="B79">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Oksanen</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Blanchet</surname> <given-names>F. G.</given-names>
</name>
<name>
<surname>Friendly</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Kindt</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Legendre</surname> <given-names>P.</given-names>
</name>
<name>
<surname>McGlinn</surname> <given-names>D.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>Vegan: Community Ecology Package</article-title>. <source>R Package Version 2.5-7</source> <volume>10</volume>, <fpage>719</fpage>. Available at: <uri xlink:href="https://CRAN.R-project.org/package=vega">https://CRAN.R-project.org/package=vega</uri>
</citation>
</ref>
<ref id="B80">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pandolfi</surname> <given-names>J. M.</given-names>
</name>
<name>
<surname>Connolly</surname> <given-names>S. R.</given-names>
</name>
<name>
<surname>Marshall</surname> <given-names>D. J.</given-names>
</name>
<name>
<surname>Cohen</surname> <given-names>A. L.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Projecting Coral Reef Futures Under Global Warming and Ocean Acidification</article-title>. <source>Science</source> <volume>333</volume>, <fpage>418</fpage>&#x2013;<lpage>422</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1126/science.1204794</pub-id>
</citation>
</ref>
<ref id="B81">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Perry</surname> <given-names>C. T.</given-names>
</name>
<name>
<surname>Smithers</surname> <given-names>S. G.</given-names>
</name>
<name>
<surname>Kench</surname> <given-names>P. S.</given-names>
</name>
<name>
<surname>Pears</surname> <given-names>B.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Impacts of Cyclone Yasi on Nearshore, Terrigenous Sediment-Dominated Reefs of the Central Great Barrier Reef, Australia</article-title>. <source>Geomorphology</source> <volume>222</volume>, <fpage>92</fpage>&#x2013;<lpage>105</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.geomorph.2014.03.012</pub-id>
</citation>
</ref>
<ref id="B82">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pratchett</surname> <given-names>M. S.</given-names>
</name>
<name>
<surname>McWilliam</surname> <given-names>M. J.</given-names>
</name>
<name>
<surname>Riegl</surname> <given-names>B.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Contrasting Shifts in Coral Assemblages With Increasing Disturbances</article-title>. <source>Coral. Reef.</source> <volume>39</volume>, <fpage>783</fpage>&#x2013;<lpage>793</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s00338-020-01936-4</pub-id>
</citation>
</ref>
<ref id="B83">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Pratchett</surname> <given-names>M. S.</given-names>
</name>
<name>
<surname>Munday</surname> <given-names>P. L.</given-names>
</name>
<name>
<surname>Wilson</surname> <given-names>S. K.</given-names>
</name>
<name>
<surname>Graham</surname> <given-names>N. A.</given-names>
</name>
<name>
<surname>Cinner</surname> <given-names>J. E.</given-names>
</name>
<name>
<surname>Bellwood</surname> <given-names>D. R.</given-names>
</name>
<etal/>
</person-group>. (<year>2008</year>). &#x201c;<article-title>Effects of Climate-Induced Coral Bleaching on Coral-Reef Fishes&#x2014;Ecological and Economic Consequences</article-title>,&#x201d; in <source>Oceanography and Marine Biology</source> (<publisher-loc>Boca Raton, FL</publisher-loc>: <publisher-name>CRC Press</publisher-name>), <fpage>257</fpage>&#x2013;<lpage>302</lpage>.</citation>
</ref>
<ref id="B84">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Pratchett</surname> <given-names>M. S.</given-names>
</name>
<name>
<surname>Thompson</surname> <given-names>C. A.</given-names>
</name>
<name>
<surname>Hoey</surname> <given-names>A. S.</given-names>
</name>
<name>
<surname>Cowman</surname> <given-names>P. F.</given-names>
</name>
<name>
<surname>Wilson</surname> <given-names>S. K.</given-names>
</name>
</person-group> (<year>2018</year>). &#x201c;<article-title>Effects of Coral Bleaching and Coral Loss on the Structure and Function of Reef Fish Assemblages</article-title>,&#x201d; in <source>Coral Bleaching: Patterns, Processes, Causes and Consequences</source>. Eds. <person-group person-group-type="editor">
<name>
<surname>van Oppen</surname> <given-names>M. J. H.</given-names>
</name>
<name>
<surname>Lough</surname> <given-names>J. M.</given-names>
</name>
</person-group>. <publisher-loc>Boca Raton, FL</publisher-loc>: <publisher-name>CRC Press</publisher-name>.(<publisher-loc>Cham</publisher-loc>: <publisher-name>Springer International Publishing</publisher-name>), <fpage>265</fpage>&#x2013;<lpage>293</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/978-3-319-75393-5_11</pub-id>
</citation>
</ref>
<ref id="B85">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Price</surname> <given-names>B. A.</given-names>
</name>
<name>
<surname>Harvey</surname> <given-names>E. S.</given-names>
</name>
<name>
<surname>Mangubhai</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Saunders</surname> <given-names>B. J.</given-names>
</name>
<name>
<surname>Puotinen</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Goetze</surname> <given-names>J. S.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Responses of Benthic Habitat and Fish to Severe Tropical Cyclone Winston in Fiji</article-title>. <source>Coral. Reef.</source> <volume>40</volume>, <fpage>807</fpage>&#x2013;<lpage>819</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s00338-021-02086-x</pub-id>
</citation>
</ref>
<ref id="B86">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Puotinen</surname> <given-names>M. L.</given-names>
</name>
</person-group> (<year>2005</year>). <article-title>An Automated GIS Method for Modeling Relative Wave Exposure Within Complex Reef-Island Systems: A Case Study of the Great Barrier Reef</article-title>. <person-group person-group-type="editor">
<name>
<surname>Zerger</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Argent</surname> <given-names>R. M.</given-names>
</name>
</person-group>
<source>MODSIM: Int Congr Modelling and Simulation, Dec 2005</source>, <fpage>170</fpage>&#x2013;<lpage>176</lpage>. <publisher-name>Modelling and Simulation Society of Australia and New Zealand</publisher-name>
</citation>
</ref>
<ref id="B87">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Puotinen</surname> <given-names>M. L.</given-names>
</name>
</person-group> (<year>2007</year>). <article-title>Modelling the Risk of Cyclone Wave Damage to Coral Reefs Using GIS: A Case Study of the Great Barrier Ree</article-title>
<article-title>&#x2013;2003</article-title>. <source>Int. J. Geograph. Inf. Sci.</source> <volume>21</volume>, <fpage>97</fpage>&#x2013;<lpage>120</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1080/13658810600852230</pub-id>
</citation>
</ref>
<ref id="B88">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Puotinen</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Drost</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Lowe</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Depczynski</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Radford</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Heyward</surname> <given-names>A.</given-names>
</name>
<etal/>
</person-group>. (<year>2020</year>). <article-title>Towards Modelling the Future Risk of Cyclone Wave Damage to the World&#x2019;s Coral Reefs</article-title>. <source>Global Change Biol.</source> <volume>26</volume>, <fpage>4302</fpage>&#x2013;<lpage>4315</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/gcb.15136</pub-id>
</citation>
</ref>
<ref id="B89">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Puotinen</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Maynard</surname> <given-names>J. A.</given-names>
</name>
<name>
<surname>Beeden</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Radford</surname> <given-names>B.</given-names>
</name>
<name>
<surname>Williams</surname> <given-names>G. J.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>A Robust Operational Model for Predicting Where Tropical Cyclone Waves Damage Coral Reefs</article-title>. <source>Sci. Rep.</source> <volume>6</volume>, <elocation-id>26009</elocation-id>. doi:&#xa0;<pub-id pub-id-type="doi">10.1038/srep26009</pub-id>
</citation>
</ref>
<ref id="B90">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Quartly</surname> <given-names>G.</given-names>
</name>
<name>
<surname>Srokosz</surname> <given-names>M.</given-names>
</name>
</person-group> (<year>2004</year>). <article-title>Eddies in the Southern Mozambique Channel</article-title>. <source>Deep. Sea. Res. Part II.: Top. Stud. Oceanogr.</source> <volume>51</volume>, <fpage>69</fpage>&#x2013;<lpage>83</lpage>. doi: <pub-id pub-id-type="doi">10.1016/j.dsr2.2003.03.001</pub-id>
</citation>
</ref>
<ref id="B91">
<citation citation-type="book">
<person-group person-group-type="author">
<collab>R Core Team</collab>
</person-group> (<year>2020</year>). <source>R: A Language and Environment for Statistical Computing</source>. <publisher-name>R Foundation for Statistical Computing</publisher-name>, <publisher-loc>Vienna, Austria</publisher-loc>. Available at: <uri xlink:href="https://www.R-project.org/">https://www.R-project.org/</uri>
</citation>
</ref>
<ref id="B92">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Richardson</surname> <given-names>L. E.</given-names>
</name>
<name>
<surname>Graham</surname> <given-names>N. A. J.</given-names>
</name>
<name>
<surname>Pratchett</surname> <given-names>M. S.</given-names>
</name>
<name>
<surname>Hoey</surname> <given-names>A. S.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Structural Complexity Mediates Functional Structure of Reef Fish Assemblages Among Coral Habitats</article-title>. <source>Environ. Biol. Fish.</source> <volume>100</volume>, <fpage>193</fpage>&#x2013;<lpage>207</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s10641-016-0571-0</pub-id>
</citation>
</ref>
<ref id="B93">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Rogers</surname> <given-names>C. S.</given-names>
</name>
</person-group> (<year>1993</year>). <article-title>Hurricanes and Coral Reefs: The Intermediate Disturbance Hypothesis Revisited</article-title>. <source>Coral. Reef.</source> <volume>12</volume>, <fpage>127</fpage>&#x2013;<lpage>137</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/BF00334471</pub-id>
</citation>
</ref>
<ref id="B94">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Scop&#xe9;litis</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Andr&#xe9;fou&#xeb;t</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Phinn</surname> <given-names>S.</given-names>
</name>
<name>
<surname>Chabanet</surname> <given-names>P.</given-names>
</name>
<name>
<surname>Naim</surname> <given-names>O.</given-names>
</name>
<name>
<surname>Tourrand</surname> <given-names>C.</given-names>
</name>
<etal/>
</person-group>. (<year>2009</year>). <article-title>Changes of Coral Communities Over 35 Years: Integrating <italic>in Situ</italic> and Remote-Sensing Data on Saint-Leu Reef (La R&#xe9;union, Indian Ocean)</article-title>. <source>Estua. Coast. Shelf. Sci.</source> <volume>84</volume>, <fpage>342</fpage>&#x2013;<lpage>352</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.ecss.2009.04.030</pub-id>
</citation>
</ref>
<ref id="B95">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sheppard</surname> <given-names>C. R.</given-names>
</name>
<name>
<surname>Spalding</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Bradshaw</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Wilson</surname> <given-names>S.</given-names>
</name>
</person-group> (<year>2002</year>). <article-title>Erosion vs. Recovery of Coral Reefs After 1998 El Ni&#xf1;o: Chagos Reefs, Indian Ocean</article-title>. <source>AMBIO: A. J. Hum. Environ.</source> <volume>31</volume>, <fpage>40</fpage>&#x2013;<lpage>48</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.marpolbul.2010.03.033</pub-id>
</citation>
</ref>
<ref id="B96">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sheridan</surname> <given-names>C.</given-names>
</name>
<name>
<surname>Baele</surname> <given-names>J. M.</given-names>
</name>
<name>
<surname>Kushmaro</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Fr&#xe9;javille</surname> <given-names>Y.</given-names>
</name>
<name>
<surname>Eeckhaut</surname> <given-names>I.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Terrestrial Runoff Influences White Syndrome Prevalence in SW Madagascar</article-title>. <source>Mar. Environ. Res.</source> <volume>101</volume>, <fpage>44</fpage>&#x2013;<lpage>51</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.marenvres.2014.08.003</pub-id>
</citation>
</ref>
<ref id="B97">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Spalding</surname> <given-names>M.</given-names>
</name>
<name>
<surname>Burke</surname> <given-names>L.</given-names>
</name>
<name>
<surname>Wood</surname> <given-names>S. A.</given-names>
</name>
<name>
<surname>Ashpole</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Hutchison</surname> <given-names>J.</given-names>
</name>
<name>
<surname>Zu Ermgassen</surname> <given-names>P.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Mapping the Global Value and Distribution of Coral Reef Tourism</article-title>. <source>Mar. Policy</source> <volume>82</volume>, <fpage>104</fpage>&#x2013;<lpage>113</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1016/j.marpol.2017.05.014</pub-id>
</citation>
</ref>
<ref id="B98">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Thompson</surname> <given-names>A. A.</given-names>
</name>
<name>
<surname>Dolman</surname> <given-names>A. M.</given-names>
</name>
</person-group> (<year>2010</year>). <article-title>Coral Bleaching: One Disturbance Too Many for Near-Shore Reefs of the Great Barrier Reef</article-title>. <source>Coral. Reef.</source> <volume>29</volume>, <fpage>637</fpage>&#x2013;<lpage>648</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s00338-009-0562-0</pub-id>
</citation>
</ref>
<ref id="B99">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Tobin</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Schlaff</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Tobin</surname> <given-names>R.</given-names>
</name>
<name>
<surname>Penny</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Ayling</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Krause</surname> <given-names>B.</given-names>
</name>
<etal/>
</person-group>. (<year>2010</year>). <source>Adapting to Change: Minimising Uncertainty About the Effects of Rapidly-Changing Environmental Conditions on the Queensland Coral Reef Fin Fish Fishery</source> (<publisher-loc>Townsville, Qld, Australia</publisher-loc>: <publisher-name>Fishing and Fisheries Research Centre, James Cook University</publisher-name>).</citation>
</ref>
<ref id="B100">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>van Nes</surname> <given-names>E. H.</given-names>
</name>
<name>
<surname>Scheffer</surname> <given-names>M.</given-names>
</name>
</person-group> (<year>2005</year>). <article-title>Implications of Spatial Heterogeneity for Catastrophic Regime Shifts in Ecosystems</article-title>. <source>Ecology</source> <volume>86</volume>, <fpage>1797</fpage>&#x2013;<lpage>1807</lpage>. doi: <pub-id pub-id-type="doi">10.1890/04-0550</pub-id>
</citation>
</ref>
<ref id="B101">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Veron</surname> <given-names>J. E. N.</given-names>
</name>
</person-group> (<year>2002</year>). <source>New Species Described in Corals of the World</source> (<publisher-loc>Townsville, QL</publisher-loc>: <publisher-name>Citeseer</publisher-name>).</citation>
</ref>
<ref id="B102">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Woesik</surname> <given-names>R. V.</given-names>
</name>
<name>
<surname>Ayling</surname> <given-names>A. M.</given-names>
</name>
<name>
<surname>Mapstone</surname> <given-names>B.</given-names>
</name>
</person-group> (<year>1991</year>). <article-title>Impact of Tropical Cyclone &#x201c;Ivor&#x201d; on the Great Barrier Reef, Australia</article-title>. <source>J. Coast. Res.</source> <volume>7</volume>, <fpage>551</fpage>&#x2013;<lpage>557</lpage>.</citation>
</ref>
<ref id="B103">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Woesik</surname> <given-names>R.</given-names>
</name>
<name>
<surname>van, Sakai</surname> <given-names>K.</given-names>
</name>
<name>
<surname>Ganase</surname> <given-names>A.</given-names>
</name>
<name>
<surname>Loya</surname> <given-names>Y.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Revisiting the Winners and the Losers a Decade After Coral Bleaching</article-title>. <source>Mar. Ecol. Prog. Ser.</source> <volume>434</volume>, <fpage>67</fpage>&#x2013;<lpage>76</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.3354/meps09203</pub-id>
</citation>
</ref>
<ref id="B104">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Woodhead</surname> <given-names>A. J.</given-names>
</name>
<name>
<surname>Hicks</surname> <given-names>C. C.</given-names>
</name>
<name>
<surname>Norstr&#xf6;m</surname> <given-names>A. V.</given-names>
</name>
<name>
<surname>Williams</surname> <given-names>G. J.</given-names>
</name>
<name>
<surname>Graham</surname> <given-names>N. A.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Coral Reef Ecosystem Services in the Anthropocene</article-title>. <source>Funct. Ecol.</source> <volume>33</volume>, <fpage>1023</fpage>&#x2013;<lpage>1034</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1111/1365-2435.13331</pub-id>
</citation>
</ref>
<ref id="B105">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Woodley</surname> <given-names>J. D.</given-names>
</name>
<name>
<surname>Chornesky</surname> <given-names>E. A.</given-names>
</name>
<name>
<surname>Clifford</surname> <given-names>P. A.</given-names>
</name>
<name>
<surname>Jackson</surname> <given-names>J. B. C.</given-names>
</name>
<name>
<surname>Kaufman</surname> <given-names>L. S.</given-names>
</name>
<name>
<surname>Knowlton</surname> <given-names>N.</given-names>
</name>
<etal/>
</person-group>. (<year>1981</year>). <article-title>Hurricane Allen&#x2019;s Impact on Jamaican Coral Reefs</article-title>. <source>Science</source> <volume>214</volume>, <fpage>749</fpage>&#x2013;<lpage>755</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1126/science.214.4522.749</pub-id>
</citation>
</ref>
<ref id="B106">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Woolsey</surname> <given-names>E.</given-names>
</name>
<name>
<surname>Bainbridge</surname> <given-names>S. J.</given-names>
</name>
<name>
<surname>Kingsford</surname> <given-names>M. J.</given-names>
</name>
<name>
<surname>Byrne</surname> <given-names>M.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Impacts of Cyclone Hamish at One Tree Reef: Integrating Environmental and Benthic Habitat Data</article-title>. <source>Mar. Biol.</source> <volume>159</volume>, <fpage>793</fpage>&#x2013;<lpage>803</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/s00227-011-1855-8</pub-id>
</citation>
</ref>
<ref id="B107">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Young</surname> <given-names>I. R.</given-names>
</name>
<name>
<surname>Hardy</surname> <given-names>T. A.</given-names>
</name>
</person-group> (<year>1993</year>). <article-title>Measurement and Modelling of Tropical Cyclone Waves in the Great Barrier Reef</article-title>. <source>Coral. Reef.</source> <volume>12</volume>, <fpage>85</fpage>&#x2013;<lpage>95</lpage>. doi:&#xa0;<pub-id pub-id-type="doi">10.1007/BF00302108</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>