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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.2023.1192102</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>Ecological and environmental predictors of juvenile coral density across the central and western Pacific</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Couch</surname>
<given-names>Courtney S.</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/697997"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Oliver</surname>
<given-names>Thomas A.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1253332"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Dettloff</surname>
<given-names>Kyle</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1106164"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Huntington</surname>
<given-names>Brittany</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/727585"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Tanaka</surname>
<given-names>Kisei R.</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1264897"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Vargas-&#xc1;ngel</surname>
<given-names>Bernardo</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Cooperative Institute for Marine and Atmospheric Research, University of Hawai'i at M&#x101;noa</institution>, <addr-line>Honolulu, HI</addr-line>, <country>United States</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Pacific Islands Fisheries Science Center, National Marine Fisheries Service, National Oceanic and Atmospheric Administration</institution>, <addr-line>Honolulu, HI</addr-line>, <country>United States</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Southeast Fisheries Science Center, National Marine Fisheries Service, National Oceanic and Atmospheric Administration</institution>, <addr-line>Miami, FL</addr-line>, <country>United States</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Charles Alan Jacoby, St. Johns River Water Management District, United States</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Patrick Buerger, Macquarie University, Australia; Peter Houk, University of Guam Marine Laboratory, United States; Carly J. Randall, Australian Institute of Marine Science (AIMS), Australia</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Courtney S. Couch, <email xlink:href="mailto:courtney.s.couch@noaa.gov">courtney.s.couch@noaa.gov</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>13</day>
<month>09</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>10</volume>
<elocation-id>1192102</elocation-id>
<history>
<date date-type="received">
<day>22</day>
<month>03</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>14</day>
<month>08</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Couch, Oliver, Dettloff, Huntington, Tanaka and Vargas-&#xc1;ngel</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Couch, Oliver, Dettloff, Huntington, Tanaka and Vargas-&#xc1;ngel</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>The persistence of Pacific coral reefs is threatened by large-scale mortality resulting from heat stress, storms, overfishing, disease, and land-based pollution. While reefs have demonstrated the ability to recover from these disturbances, recovery potential is highly variable; in part driven by the high spatial variability in the abundance of coral juveniles. However, our understanding of the patterns and predictors of juvenile coral density is hampered by the limited geographic scope of previous studies. Our objectives in this study were to: (1) explore the spatial and temporal patterns of juvenile (1- &lt; 5cm in diameter) colony density across the U.S.-affiliated Pacific islands and atolls; and (2) identify the potential role of ecological and environmental factors which may influence coral juvenile abundance. Juvenile density was quantified as part of NOAA&#x2019;s National Coral Reef Monitoring Program between 2013 and 2019 using a stratified sampling design across 1,405 forereef sites on 34 islands and atolls. Regional mean juvenile density varied from 1.4 to 10.5 colonies m<sup>-2</sup> with the highest densities observed in the northern Mariana Islands, Northwestern Hawaiian Islands, and southern Mariana Islands. Juvenile density significantly increased between sampling periods in the Main Hawaiian Islands, Line Islands and northern Mariana Islands. Survey-weighted generalized linear modeling demonstrated that juvenile density was best predicted by the interaction between time since a heat stress event and heat stress severity, depth, site and sector-level percent coral cover, human density, percent unconsolidated substrate, macroalgal cover, herbivore biomass, and the interaction of sector coral cover area and heat stress, and the interaction of wave power (combination of wave height and period) and heat stress. With the unique scale and gradients across the U.S. Pacific, our study found that the high latitude regions have enhanced juvenile density compared to their lower latitude counterparts. Our results also suggest density is most dependent on the timing and severity of heat stress, depth, stock-recruitment with an open adult population, availability of suitable habitat at the site-scale, and the number of humans in the system.</p>
</abstract>
<kwd-group>
<kwd>juvenile corals</kwd>
<kwd>recruitment</kwd>
<kwd>coral bleaching</kwd>
<kwd>coral demography</kwd>
<kwd>coral recovery</kwd>
<kwd>U.S. Pacific</kwd>
</kwd-group>
<counts>
<fig-count count="5"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="104"/>
<page-count count="15"/>
<word-count count="8397"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Coral Reef Research</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Globally, coral reefs are experiencing unprecedented mortality as the result of more severe heat stress (<xref ref-type="bibr" rid="B29">Eakin et&#xa0;al., 2019</xref>), storms (<xref ref-type="bibr" rid="B17">Cheal et&#xa0;al., 2017</xref>), disease outbreaks (<xref ref-type="bibr" rid="B2">Alvarez-Filip et&#xa0;al., 2019</xref>), and land-based pollution (<xref ref-type="bibr" rid="B12">Burkepile et&#xa0;al., 2020</xref>). The 2014-2017 global coral bleaching event&#x2014;the most severe and widespread on record&#x2014;was responsible for an estimated 35% loss of coral cover world-wide (<xref ref-type="bibr" rid="B29">Eakin et&#xa0;al., 2019</xref>). The trajectory of coral reefs following disturbance is mediated by the ability of coral populations to recover; the abundance of young corals is one of the primary factors governing natural recovery (<xref ref-type="bibr" rid="B42">Graham et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B39">Gouezo et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B31">Edmunds, 2023</xref>). While coral juveniles have been defined using a range of size classes (see <xref ref-type="bibr" rid="B31">Edmunds, 2023</xref> and <xref ref-type="supplementary-material" rid="SM1">
<bold>Table S1</bold>
</xref>), they are most commonly referred to as colonies &lt; 4 to 5&#xa0;cm given the size at which corals typically reach sexual maturity (e.g. <xref ref-type="bibr" rid="B5">Bak and Engel, 1979</xref>; <xref ref-type="bibr" rid="B46">Harrison and Wallace, 1990</xref>). Their abundance can be informative as an indicator of brood stock survivorship (<xref ref-type="bibr" rid="B54">Hughes et&#xa0;al., 2019</xref>), settlement success (<xref ref-type="bibr" rid="B4">Babcock and Mundy, 1996</xref>), and post-settlement survivorship (<xref ref-type="bibr" rid="B31">Edmunds, 2023</xref>).</p>
<p>The abundance of early coral life stages is driven by a complex series of demographic processes as well as ecological interactions. The distribution of young corals is strongly influenced by access to a robust population of reproductively mature adults that supply coral larvae (<xref ref-type="bibr" rid="B52">Hughes, 1985</xref>; <xref ref-type="bibr" rid="B13">Caley et&#xa0;al., 1996</xref>; <xref ref-type="bibr" rid="B54">Hughes et&#xa0;al., 2019</xref>). Once larvae arrive to a reef, their settlement is dictated by the type and availability of substrate (<xref ref-type="bibr" rid="B4">Babcock and Mundy, 1996</xref>; <xref ref-type="bibr" rid="B45">Harrington et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B8">Birrell et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B9">Birrell et&#xa0;al., 2008</xref>). Numerous studies suggest that crustose coralline algae (CCA) and its associated microbial community release chemical signals that are critical for larval settlement and metamorphosis (e.g. <xref ref-type="bibr" rid="B69">Morse et&#xa0;al., 1988</xref>; <xref ref-type="bibr" rid="B49">Heyward and Negri, 1999</xref>; <xref ref-type="bibr" rid="B45">Harrington et&#xa0;al., 2004</xref>). On many reefs, space is also in high demand (<xref ref-type="bibr" rid="B20">Connell, 1997</xref>). Thick turf or fleshy macroalgae (<xref ref-type="bibr" rid="B95">Vermeij et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B26">Doropoulos et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B99">Webster et&#xa0;al., 2015</xref>) as well as hard and soft corals can be a significant barrier to larval settlement (<xref ref-type="bibr" rid="B67">Maida et&#xa0;al., 1995</xref>; <xref ref-type="bibr" rid="B36">Fearon and Cameron, 1997</xref>). Once settled, early coral life stages must then overcome a variety of bottlenecks to survive to adulthood. Macroalgae and sessile invertebrates can significantly impede post-settlement survival through direct overgrowth of coral spat and juveniles (<xref ref-type="bibr" rid="B10">Box and Mumby, 2007</xref>; <xref ref-type="bibr" rid="B95">Vermeij et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B99">Webster et&#xa0;al., 2015</xref>). Consequently, herbivory and the abundance of herbivores have been linked to elevated juvenile density by their ability to control macroalgae and increase post-settlement survival (<xref ref-type="bibr" rid="B32">Edmunds and Carpenter, 2001</xref>; <xref ref-type="bibr" rid="B72">Mumby et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B34">Evensen et&#xa0;al., 2021</xref>). However, herbivores also have the potential to reduce juvenile survival through indirect or direct corallivory (<xref ref-type="bibr" rid="B5">Bak and Engel, 1979</xref>; <xref ref-type="bibr" rid="B73">Mumby et&#xa0;al., 2016</xref>). Finally, survival can be mediated by the stability of the substrate. Unconsolidated substrate such as sand and rubble can increase juvenile mortality especially in wave impacted areas where sand shearing and substrate movement limit growth and bury small colonies (<xref ref-type="bibr" rid="B37">Fox et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B8">Birrell et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B59">Kenyon et&#xa0;al., 2023</xref>).</p>
<p>Environmental forces also shape coral communities which often starts with the influence on early coral life stages. Coral planulae have strong settlement preferences in terms of light and depth; some taxa prefer shallow high light environments and others choose deeper or more cryptic low light environments (<xref ref-type="bibr" rid="B4">Babcock and Mundy, 1996</xref>; <xref ref-type="bibr" rid="B74">Mundy and Babcock, 1998</xref>). In addition, high wave energy increases shear stress and can reduce successful attachment (<xref ref-type="bibr" rid="B82">Reidenbach et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B83">Reidenbach et&#xa0;al., 2021</xref>). While relatively little is known about how wave energy influences the distribution of juvenile corals, <xref ref-type="bibr" rid="B71">Mumby et&#xa0;al. (2013)</xref> reported lower juvenile density on more exposed high wave energy sites. Human density and activities in coastal regions can result in a range of localized disturbances such as land-based pollution, sedimentation, and overfishing on coral reefs that may affect the demographic processes influencing coral juvenile density (<xref ref-type="bibr" rid="B35">Fabricius, 2005</xref>; <xref ref-type="bibr" rid="B72">Mumby et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B97">Wakwella et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B34">Evensen et&#xa0;al., 2021</xref>). In the West Indies, coastal eutrophication and sedimentation resulted in decreased juvenile abundance as a result of lower abundance of adult corals, lower suitable substrate for larval settlement and higher mortality (<xref ref-type="bibr" rid="B56">Hunte and Wittenberg, 1992</xref>; <xref ref-type="bibr" rid="B102">Wittenberg and Hunte, 1992</xref>).</p>
<p>Beyond local environmental conditions, coral settlement and survival may be influenced by broader regional factors. In a regional analysis on the Great Barrier Reef, <xref ref-type="bibr" rid="B53">Hughes et&#xa0;al. (2002)</xref> found that total recruitment declined with latitude, suggesting that larval supply and/or survival vary across environmental gradients. Temperature plays a complex role in coral&#x2019;s ability to survive to adulthood. Although juvenile density, growth, and calcification have been positively correlated with mean sea surface temperature (<xref ref-type="bibr" rid="B30">Edmunds, 2004</xref>; <xref ref-type="bibr" rid="B55">Humanes et&#xa0;al., 2016</xref>), higher mean temperature has also been associated with increased juvenile mortality (<xref ref-type="bibr" rid="B30">Edmunds, 2004</xref>). In some adult colonies, exposure to certain types of thermal variability can affect the ability of their juvenile offspring to tolerate future heat stress (<xref ref-type="bibr" rid="B103">Wong et&#xa0;al., 2021</xref>). In early coral life stages, high diurnal temperature fluctuation has been linked to improved photosynthetic performance (<xref ref-type="bibr" rid="B80">Putnam et&#xa0;al., 2010</xref>) and larval settlement during heat stress (<xref ref-type="bibr" rid="B58">Jiang et&#xa0;al., 2017</xref>), but reduced growth of spat exposed to elevated temperature (<xref ref-type="bibr" rid="B58">Jiang et&#xa0;al., 2017</xref>). Lastly, corals can also respond to changes in primary productivity. Exposure to moderate nutrient enrichment associated with oceanographic processes such as upwelling can enhance primary productivity and zooplankton availability for coral juveniles (<xref ref-type="bibr" rid="B38">Fox et&#xa0;al., 2018</xref>). In feeding trials, increased heterotrophy in coral spat has been linked with enhanced calcification and growth (<xref ref-type="bibr" rid="B28">Drenkard et&#xa0;al., 2013</xref>) as well as higher survival during high thermal stress (<xref ref-type="bibr" rid="B51">Huffmyer et&#xa0;al., 2021</xref>).</p>
<p>The U.S.-affiliated islands, atolls, and reefs of the central and western Pacific contain an estimated 47% of shallow water coral reefs under U.S. jurisdiction (<xref ref-type="bibr" rid="B91">Towle et&#xa0;al., 2022</xref>) and include American Samoa, Guam and the Commonwealth of the Northern Mariana Islands, the main Hawaiian Islands, the Northwestern Hawaiian Islands, and the Pacific Remote Island Area (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). Collectively, these reef systems span latitudes from 15&#xb0;S to the Darwin point where coral growth fails to keep pace with sea level rise, 29&#xb0;N (<xref ref-type="bibr" rid="B43">Grigg, 1982</xref>) &#x2014;providing a unique scale across which to study the spatiotemporal patterns of coral juvenile density and factors influencing their distribution. With this latitudinal gradient, conditions differ in terms of ocean temperature, oceanic productivity, depth, and benthic composition (<xref ref-type="bibr" rid="B41">Gove et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B40">Gove et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B88">Smith et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B15">Carilli et&#xa0;al., 2017</xref>). These coral reefs vary widely in exposure to human influence with approximately 60% of the islands uninhabited and other islands containing over one million people (<xref ref-type="bibr" rid="B19">CIESIN, 2010</xref>). These reefs also have a highly diverse thermal history over the last decade with certain islands experiencing a single catastrophic heat stress event (<xref ref-type="bibr" rid="B94">Vargas-&#xc1;ngel et&#xa0;al., 2019</xref>), others experiencing repeated bleaching-level heat stress (&#x2265; 4  &#xb0;C-weeks), and a small subset of reefs experiencing low to no heat stress (<xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S1</bold>
</xref>). The National Oceanic and Atmospheric Administration (NOAA) has monitored the shallow reefs in the U.S. Pacific waters since 2000. The NOAA National Coral Reef Monitoring Program (NCRMP), which started in 2013, is expanding this regional monitoring effort nationally and adopting standardized methodologies. In this study, we define juveniles as colonies 1 to &lt; 5cm, having overcome initial post-settlement mortality to be easily visible with the naked eye, but are still sexually immature. To date, a majority of the ecological studies of juvenile corals have been conducted on a single reef, island, or region (<xref ref-type="supplementary-material" rid="SM1">
<bold>Table S1</bold>
</xref>). This study is the first to assess juvenile corals across this large spatial scale to (1) explore the spatial and&#xa0;temporal patterns of juvenile colony density across the U.S. Pacific and (2) identify the potential roles of coral cover, habitat, heat stress, and other environmental factors in influencing coral juvenile abundance.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>
<bold>(A)</bold> Islands and atolls in the U.S. Pacific Islands surveyed as part of NOAA&#x2019;s National Coral Reef Monitoring Program, colored by region. <bold>(B)</bold> Mean (&#xb1; SE) coral juvenile density of all scleractinians summarized across regions and survey years. Letters represent significant differences between regions (Tukey HSD <italic>post hoc</italic> tests. Colors represent different regions (sorted by absolute latitude). MHI, main Hawaiian Islands (n = 421 sites); WAKE, Wake Atoll (n = 48); PHOENIX, Phoenix Islands (n = 55); LINE, Line Islands (n = 182); SAMOA, American Samoa (n = 263); SMI, south Mariana Islands (n = 156); NMI, north Mariana Islands (n = 136). Point size represents island-level weighted mean juvenile density.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1192102-g001.tif"/>
</fig>
</sec>
<sec id="s2">
<title>Methods</title>
<sec id="s2_1">
<title>Benthic data collection</title>
<p>Surveys were conducted between 2013 and 2019 across the U.S. Pacific as part of the NOAA Coral Reef Conservation Program&#x2019;s National Coral Reef Monitoring Program (NCRMP) (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1A</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Table S2</bold>
</xref>). Eight regions were surveyed: main Hawaiian Islands (MHI), Northwestern Hawaiian Islands (NWHI), northern Mariana Islands (NMI), southern Mariana Islands (SMI), Wake Island, Line Islands, Phoenix Islands, and American Samoa (SAMOA). Guam and CNMI were divided into the NMI and SMI based on the large variation in environmental conditions and heat stress exposure. The Line Islands, Phoenix Islands and Wake are part of the Pacific Remote Islands Marine National Monument but were separated into different regions for this study given their geographic distance and range of exposure to heat stress. Each region was surveyed once every three years, which resulted in two to three time points per region (<xref ref-type="supplementary-material" rid="SM1">
<bold>Table S2</bold>
</xref>).</p>
<p>A total of 1,405 forereef sites across 34 islands, atolls, or reef systems, henceforth referred to as &#x201c;islands&#x201d;, were included in this study (<xref ref-type="supplementary-material" rid="SM1">
<bold>Table S2</bold>
</xref>). Sites within each region, were selected using a stratified random sampling design; they were randomly selected within hard bottom forereef habitats stratified into three depth strata (shallow: 0&#x2013;6 m, mid: &gt; 6&#x2013;18 m, and deep: &gt; 18&#x2013;30 m). Sample size within each stratum was proportional to the amount of hardbottom area and the variance of coral density in previous years (<xref ref-type="bibr" rid="B89">Smith et&#xa0;al., 2011</xref>) such that more sites were sampled in strata with higher variance and more hardbottom. We subdivided large islands (which consist of spatially varying oceanographic exposure, reef structure, local human population density and management area) into smaller units called &#x201c;sectors&#x201d; (<xref ref-type="bibr" rid="B47">Heenan et&#xa0;al., 2017</xref>). Sub-island sectors only exist for larger populated islands such as Tutuila, Guam, and the main Hawaiian Islands.</p>
<p>At each site, one 30-m transect line was deployed along the depth contour. Juvenile scleractinian colonies (1 &#x2013; &lt; 5&#xa0;cm maximum diameter) were enumerated visually <italic>in situ</italic> as part of comprehensive demographic survey (<xref ref-type="bibr" rid="B100">Winston et&#xa0;al., 2020</xref>). Juveniles were counted within one to three 1 x 1&#xa0;m segments along the transect (at 0&#x2013;1 m, 5&#x2013;6 m and 10&#x2013;11 m). Three segments were surveyed at 93% of the sites, with the remaining sites having fewer segments due to high colony density, depth or logistical constraints. Juveniles were distinguished from tissue remnants by their growing edges and mostly circular nature. Segments were used to capture the heterogeneity in colony distribution, but were not considered spatially independent replicates, therefore colonies were pooled across segments to calculate total juvenile density (colonies m<sup>-2</sup>) at each site. To assess benthic cover, digital images (3-10 MB and 0.7 to 1 m<sup>-2</sup> per image) were taken with a Canon PowerShot SD1200IS (2013&#x2013;2014), Canon PowerShot S110 (2015&#x2013;2017), and Canon PowerShot G9x (2018&#x2013;2019). Thirty images were collected along the same transect as the juvenile surveys at 1&#xa0;m increments 1&#xa0;m above the benthos. Benthic cover data were extracted from images using Coral Point Count with extensions (<xref ref-type="bibr" rid="B61">Kohler and Gill, 2006</xref>) (2013&#x2013;2014) and the web-based image annotation tool, CoralNet (<xref ref-type="bibr" rid="B6">Beijbom et&#xa0;al., 2015</xref>) (2015&#x2013;2019). For each image, the organism or type of substrate was identified beneath each of ten randomly overlaid points. Points were pooled across all imagery to generate site-level percent cover of key benthic functional groups (300 points/site) (<xref ref-type="bibr" rid="B64">Lozada-Misa et&#xa0;al., 2017</xref>). Functional groups included hard coral, CCA, turf algae, macroalgae (including upright and encrusting macroalgae), and unconsolidated substrate (e.g. sand and rubble).</p>
</sec>
<sec id="s2_2">
<title>Data analysis</title>
<p>In this study, we conducted three sets of statistical analyses with total juvenile density as the response variable&#x2013; a spatial analysis of regional patterns in juvenile density, a temporal analysis of changes in density across years, and a correlative analysis that identified relationships between juvenile density and ecological/environmental predictors. Due to the complex design across depth strata and unbalanced nature of our study design, we have employed the &#x2018;survey&#x2019; package in R which allows us to generate unbiased estimates when using site-level data (<xref ref-type="bibr" rid="B65">Lumley, 2022</xref>). For the regional spatial analysis, 1,405 sites (only including depth strata that had at least 2 sites) were first inverse proportion weighted based on their selection probability within strata for each survey year (number of possible sites in a stratum/number of sites surveyed). The nested structure was defined as Survey Year, Region, Island, Sector, and Depth Bin using the &#x2018;strata&#x2019; argument of the <italic>svydesign</italic> function. To test for statistical differences between regions, survey-weighted generalized linear models (GLMs) were fit using the <italic>svyglm</italic> function followed by <italic>post hoc</italic> tests (<italic>svytest</italic>), with juvenile abundance as a Poisson response variable, log(survey area) as an offset to account for variable survey areas, and region as a fixed effect. For the spatial analysis, &#x2018;Survey Year&#x2019; was included in the nesting structure to account for variable sampling across years, but was not included as a fixed effect in the model. To visualize regional patterns in juvenile density, weighted means and standard errors were calculated at the regional level by averaging weighted site-level data across all years for a given region using the <italic>svymean</italic> function in the &#x2018;survey&#x2019; package in R. We also calculated island-level weighted means to describe general patterns but did not conduct statistical analyses at the island-level. Year was not included as a fixed effect in the regional analysis because some regions and strata had inadequate temporal sampling. For the temporal analysis, only strata that had at least 2 sites and were surveyed in all years were included in the analysis (total of 1010 sites) to facilitate consistent trend detection. NWHI was not included in the temporal analysis because there were not enough strata that were sampled consistently across the survey years. The nesting structure was consistent with the regional analysis. To identify temporal differences in density within each region, we used the <italic>svyglm</italic> function to fit separate models for each region using juvenile abundance as a Poisson response variable, log (survey area) as an offset, and survey year continuous as a fixed effect. We then conducted <italic>post hoc</italic> tests (<italic>svytest</italic>) with a Benjamini-Hochberg multiple test correction to limit false discovery rate while preserving statistical power (<xref ref-type="bibr" rid="B96">Waite and Campbell, 2006</xref>). Temporal patterns were visualized using regionally weighted means and standard errors for each year.</p>
<p>To identify predictors of juvenile density, we summarized a range of ecological, habitat and environmental factors known to influence coral recruitment, post-settlement survival and coral communities (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). A total of 95 sites distributed across the 8 regions were dropped due to missing predictor data, resulting in a total of 1,310 sites. Site and sector-level percent cover area of scleractinian corals was included given its ability to affect juvenile abundance through mechanisms of larval supply and substrate availability for larval settlement. Island size is not an ideal predictor because regions such as the NWHI have very little emergent land, but often have considerable submerged reef area. Hence, we chose to represent island size/reef area as &#x2018;sector coral cover area&#x2019;. This metric is defined as mean cover (%) of all hard coral at the sector-scale multiplied by the hard bottom habitat area for a given sector. Habitat features such as depth, percent cover of CCA, macroalgae, and unconsolidated substrate were included due to their known influence on settlement preference and survival of early life stages. Biomass of herbivorous reef fishes was averaged to the stratum-level from stationary point count surveys in the same strata and years that juvenile surveys were conducted (for detailed methods see <xref ref-type="bibr" rid="B47">Heenan et&#xa0;al., 2017</xref>). NCRMP fish surveys were not co-located with juvenile coral surveys. Survey effort varied across strata due to the stratified random sampling design and contained at least 3 sites/stratum. Heat stress was included and accounted for using two methods. The first, heat stress severity (HS<sub>sev</sub>), was quantified using the mean of NOAA&#x2019;s Coral Reef Watch annual maximum degree heating weeks (DHW) (<xref ref-type="bibr" rid="B63">Liu et&#xa0;al., 2013</xref>) for years when DHW was greater than 0  &#xb0;C-weeks in the ten years prior to the date of each survey. Years since a bleaching-level heat stress event (&gt;4  &#xb0;C-weeks; HS<sub>ts</sub>) was also included. HS<sub>ts</sub> at sites which had never experienced a heat stress event (245 sites), HS<sub>ts</sub> was set to 32 years, the maximum of the climatological record, to retain them in the analysis. Gridded daily sea surface temperature (SST) data were derived from the NOAA Daily Global 5km Geo-Polar Blended Sea Surface Temperature Analysis (v1.0; ~ 0.05&#xb0;). Range in SST is a commonly used metric to quantify short-term thermal variability on coral reefs (<xref ref-type="bibr" rid="B90">Sully et&#xa0;al., 2019</xref>). Here, we quantifed SST<sub>var</sub> as the mean biweekly range in daily nighttime SST at each site in the ten years preceding the survey. Other satellite-derived environmental variables such as 8-day surface chlorophyll-a (Chla; <xref ref-type="bibr" rid="B50">Hollmann et&#xa0;al., 2013</xref>; ESA OC CCI v5.0; ~ 0.05&#xb0;), a proxy of phytoplankton biomass, primary productivity, and turbidity, were included given their ability to affect juvenile growth and survival. Satellite-based Chl<sub>a</sub> values were masked at its original resolution (~ 0.05&#xb0;) prior to the analysis as a quality control measure. Chl<sub>a</sub> rasters were first overlaid with a bathymetry raster at 15 arc seconds (<xref ref-type="bibr" rid="B92">Tozer et&#xa0;al., 2019</xref>). Chl<sub>a</sub> pixels with an area greater than 5% characterized in depth of 30&#xa0;m or shallower were then masked and substituted by using Chl<sub>a</sub> values from the nearest unmasked pixel (<xref ref-type="bibr" rid="B101">Winston et&#xa0;al., 2022</xref>). These spatially and temporally resolved satellite data were statistically summarized over the ten years prior to every individual georeferenced and time-stamped survey record. The relative difference in wave energy between sites was calculated using wave power which is a combination of wave height and period derived from NOAA&#x2019;s WaveWatch III global, full spectral wave model over the entire 1979&#x2013;2012 climatology (<xref ref-type="bibr" rid="B3">Aston et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B101">Winston et&#xa0;al., 2022</xref>). Wave power was included due to its influence on larval settlement and survival. Gridded human density at 2.5 minutes (~ 5&#xa0;km; 2000&#x2013;2015; NASA GPW v4.11; doi.org/10.7927/H49C6VHW) was included as a proxy of human disturbance and its ability to affect coral communities. Latitude (absolute) was included as a proxy for factors that impact corals across our broad spatial gradient but were not explicitly measured here. Interaction terms were also included to examine the influence of each predictor on juvenile density under variable HS<sub>sev</sub>. The interactions of SST<sub>var</sub> x HS<sub>sev</sub> and Mean Chl<sub>a</sub> x HS<sub>sev</sub> were not included in the full model because Mean SST and Mean Chl<sub>a</sub> represented only a very narrow range of values at heat stress &gt; 5&#xb0;C-weeks, making interpretation difficult at high levels of heat stress.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Table of predictor variables including units and data sources.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="bottom" align="left">Variable</th>
<th valign="bottom" align="left">Description and unit</th>
<th valign="bottom" align="left">Data Source</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="bottom" align="left">Coral cover</td>
<td valign="bottom" align="left">Cover (%) of all hard coral at a site.</td>
<td valign="bottom" align="left">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.7289/v52v2dfw">https://doi.org/10.7289/v52v2dfw</ext-link>
<break/>
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.7289/v5154fbh">https://doi.org/10.7289/v5154fbh</ext-link>
<break/>
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.7289/v57m0673">https://doi.org/10.7289/v57m0673</ext-link>
<break/>
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.7289/v5js9nr4">https://doi.org/10.7289/v5js9nr4</ext-link>
</td>
</tr>
<tr>
<td valign="bottom" align="left">Sector coral cover area area</td>
<td valign="bottom" align="left">Mean cover (%) of all hard coral at the sector-scale * sector hard bottom habitat area (km<sup>2</sup>). Sector = sub-island coastline for the Main Hawaiian Islands, Tutuila and Guam and entire island for remaining islands.</td>
<td valign="bottom" align="left">Same as site-level coral cover</td>
</tr>
<tr>
<td valign="bottom" align="left">CCA cover</td>
<td valign="bottom" align="left">Cover (%) of crustose coralline algae (CCA) at a site.</td>
<td valign="bottom" align="left">Same as site-level coral cover</td>
</tr>
<tr>
<td valign="bottom" align="left">Macroalgae cover</td>
<td valign="bottom" align="left">Cover (%) of fleshy macroalgae and encrusting macroalgae at a site.</td>
<td valign="bottom" align="left">Same as site-level coral cover</td>
</tr>
<tr>
<td valign="bottom" align="left">
<italic>Turf cover</italic>
</td>
<td valign="bottom" align="left">
<italic>Cover (%) of turf algae at a site.</italic>
</td>
<td valign="bottom" align="left">Same as site-level coral cover</td>
</tr>
<tr>
<td valign="bottom" align="left">Unconsolidated cover</td>
<td valign="bottom" align="left">Cover (%) of unconsolidated substrate (sand and rubble) at a site.</td>
<td valign="bottom" align="left">Same as site-level coral cover</td>
</tr>
<tr>
<td valign="bottom" align="left">Depth</td>
<td valign="bottom" align="left">Median depth at a site (m).</td>
<td valign="bottom" align="left">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.7289/v53n21q5">https://doi.org/10.7289/v53n21q5</ext-link>
<break/>
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.7289/v579431k">https://doi.org/10.7289/v579431k</ext-link>
<break/>
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.7289/v5c24trh">https://doi.org/10.7289/v5c24trh</ext-link>
<break/>
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.7289/v5zw1j8b">https://doi.org/10.7289/v5zw1j8b</ext-link>
</td>
</tr>
<tr>
<td valign="bottom" align="left">Herbivore Biomass</td>
<td valign="bottom" align="left">Mean strata-level biomass (g m<sup>-2</sup>) of herbivorous fish from stationary point count surveys (see <xref ref-type="bibr" rid="B47">Heenan et&#xa0;al., 2017</xref> for methods)</td>
<td valign="bottom" align="left">
<ext-link ext-link-type="uri" xlink:href="https://www.fisheries.noaa.gov/inport/item/34520">https://www.fisheries.noaa.gov/inport/item/34520</ext-link>
<break/>
<ext-link ext-link-type="uri" xlink:href="https://www.fisheries.noaa.gov/inport/item/24447">https://www.fisheries.noaa.gov/inport/item/24447</ext-link>
<break/>
<ext-link ext-link-type="uri" xlink:href="https://www.fisheries.noaa.gov/inport/item/34518">https://www.fisheries.noaa.gov/inport/item/34518</ext-link>
<break/>
<ext-link ext-link-type="uri" xlink:href="https://www.fisheries.noaa.gov/inport/item/34519">https://www.fisheries.noaa.gov/inport/item/34519</ext-link>
</td>
</tr>
<tr>
<td valign="bottom" align="left">
<italic>Latitude</italic>
</td>
<td valign="bottom" align="left">
<italic>Absolute value of latitude of a survey site (decimal degrees)</italic>
</td>
<td valign="bottom" align="left">Same as depth</td>
</tr>
<tr>
<td valign="bottom" align="left">Mean Chla</td>
<td valign="bottom" align="left">8-days mean chlorophyll-a concentration (mg m<sup>-3</sup>) at ~0.042&#xb0; averaged across the 10 years preceding individual survey date.</td>
<td valign="bottom" align="left">ESA OC CCI v5.0 (Plymouth Marine Laboratory. 2020. ESA CCI Ocean Colour Product 1997-2020.), <ext-link ext-link-type="uri" xlink:href="https://coastwatch.pfeg.noaa.gov/erddap/info/pmlEsaCCI42OceanColorMonthly/index.html">https://coastwatch.pfeg.noaa.gov/erddap/info/pmlEsaCCI42OceanColorMonthly/index.html</ext-link>.</td>
</tr>
<tr>
<td valign="bottom" align="left">Mean SST</td>
<td valign="bottom" align="left">Mean daily SST (degree C) in the 10 years preceding individual survey date. Spatial resolution is 0.05&#xb0; (~5km).</td>
<td valign="bottom" align="left">NOAA Coral Reef Watch Daily GlobalSea Surface Temperature, Coral Reef Watch, CoralTemp v1.0, 2022, <ext-link ext-link-type="uri" xlink:href="https://oceanwatch.pifsc.noaa.gov/erddap/info/CRW_sst_v1_0/index.html">https://oceanwatch.pifsc.noaa.gov/erddap/info/CRW_sst_v1_0/index.html</ext-link>
</td>
</tr>
<tr>
<td valign="bottom" align="left">
<italic>SST Variability (SST<sub>var</sub>)</italic>
</td>
<td valign="bottom" align="left">
<italic>Biweekly SST range (degree C) 10 years preceding individual survey date. Spatial resolution is 0.05&#xb0; (~5km).</italic>
</td>
<td valign="bottom" align="left">Same as Mean SST</td>
</tr>
<tr>
<td valign="bottom" align="left">Wave Power</td>
<td valign="bottom" align="left">The long-term climatology (1979-2012) of wave power (watts per meter of wave front (kWh m-1)) was calculated from wave height, period and dominant direction generated from the Global WaveWatchIII data shadowed by coastlines using Incident Wave Swath (IWS) measured within the nearest 800m of a site (<xref ref-type="bibr" rid="B3">Aston et&#xa0;al., 2019</xref>).</td>
<td valign="bottom" align="left">
<ext-link ext-link-type="uri" xlink:href="https://coastwatch.pfeg.noaa.gov/erddap/griddap/NWW3_Global_Best.html">https://coastwatch.pfeg.noaa.gov/erddap/griddap/NWW3_Global_Best.html</ext-link>
</td>
</tr>
<tr>
<td valign="bottom" align="left">Log Human Density</td>
<td valign="bottom" align="left">Log of mean number of people/km<sup>2</sup> within approximately 5km of a site. Mean values generated by averaging human density across census years (2000, 2005, 2010, 2015). Spatial resolution is 2.5 minute (~ 5&#xa0;km)</td>
<td valign="bottom" align="left">
<ext-link ext-link-type="uri" xlink:href="https://sedac.ciesin.columbia.edu/data/set/gpw-v4-population-density-rev11">https://sedac.ciesin.columbia.edu/data/set/gpw-v4-population-density-rev11</ext-link>
</td>
</tr>
<tr>
<td valign="bottom" align="left">Heat Stress Severity (HS<sub>sev</sub>)</td>
<td valign="bottom" align="left">Mean of the maximum degree heating week value ( &#xb0;C-weeks) from years where DHW &gt; 1&#xa0;&#xb0;C-weeks during the 10 years prior to the survey. Spatial resolution is 5km.</td>
<td valign="bottom" align="left">
<ext-link ext-link-type="uri" xlink:href="https://oceanwatch.pifsc.noaa.gov/erddap/info/CRW_dhw_v1_0/index.html">https://oceanwatch.pifsc.noaa.gov/erddap/info/CRW_dhw_v1_0/index.html</ext-link>
</td>
</tr>
<tr>
<td valign="bottom" align="left">Time Since Heat Stress (HS<sub>ts</sub>)</td>
<td valign="bottom" align="left">Year since a given site experienced a heat stress event of &#x2265; 4  &#xb0;C-weeks. Sites that had never experienced heat stress or had not experienced heat stress in the last 15 years were set to 32 years, the maximum of the climatological record.</td>
<td valign="bottom" align="left">
<ext-link ext-link-type="uri" xlink:href="https://oceanwatch.pifsc.noaa.gov/erddap/info/CRW_dhw_v1_0/index.html">https://oceanwatch.pifsc.noaa.gov/erddap/info/CRW_dhw_v1_0/index.html</ext-link>
</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Italicized text indicates those predictors that were strongly correlated with other variables and were therefore dropped from the analysis.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>We tested for potential collinearity between predictors using pairwise Pearson correlation coefficient (r), conservatively discarding variables when |r| &gt; 0.65 (<xref ref-type="bibr" rid="B24">Dormann et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B90">Sully et&#xa0;al., 2019</xref>). Turf algae was strongly negatively correlated with CCA cover and was subsequently dropped. Likewise, latitude exhibited a strong correlation with Mean SST and was subsequently dropped. SST<sub>var</sub> was also strongly correlated with HS<sub>sev</sub> and subsequently dropped to allow us to test the role that heat stress severity has on juvenile density. The absence of collinearity was confirmed with variance inflation factors (VIF), which were lower than the <italic>a priori</italic> threshold of 3 for the subset of remaining predictors (<xref ref-type="bibr" rid="B104">Zuur et&#xa0;al., 2010</xref>). We used <italic>svyglm</italic> models to account for our sampling design using inverse probability weights as described above for the regional spatial analysis. To identify possible non-linear relationships between juvenile density and the predictors, we first visualized the data graphically, then used <italic>svyglm</italic> to model each parameter individually as a linear, 2<sup>nd</sup>, and 3<sup>rd</sup> order polynomial term. We used Wald&#x2019;s tests and Akaike Information Criterion (AIC) values to identify orders that led to the best model performance. Depth was best modeled as a 2<sup>nd</sup> order polynomial, and site-level coral cover was best modeled as a 3<sup>rd</sup> order polynomial; all other variables were fit linearly. We scaled and centered all predictors to a mean of 0 and a standard deviation of 1 to facilitate meaningful comparisons of parameter estimates. The full model was fit with the predictors in <xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>. To select the best predictive model, we used backwards model selection with Wald&#x2019;s tests to sequentially drop non-significant variables at alpha = 0.05, then confirmed relative model performance using AIC. Validation of the final model revealed the presence of overdispersion (phi = 13.1), which was accounted for in the estimation of parameter standard errors. We observed no obvious structure in the standardized residuals. Goodness of fit was calculated using McFadden&#x2019;s pseudo-R<sup>2</sup>. We visualized predicted relationships by using the best fit model to predict juvenile coral abundance across the observed range of each variable, setting the survey area constant at 1 m<sup>2</sup> and all other predictors to their observed means. To visualize interactions between two continuous variables, one predictor was converted into a binned categorical term, and the predicted relationships between the response and other continuous predictor were plotted within each bin. All data were analyzed in R version 4.1.0 (<xref ref-type="bibr" rid="B81">R Core Team, 2019</xref>).</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<title>Results</title>
<sec id="s3_1">
<title>Spatial and temporal patterns</title>
<p>Regional mean (&#xb1; SE) juvenile density averaged across years ranged from 1.51 &#xb1; 0.23 to 10.57 &#xb1; 0.70 colonies m<sup>-2</sup> and varied significantly across regions (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1B</bold>
</xref>). The highest regional densities were observed in the north Mariana Islands, Northwestern Hawaiian Islands, and south Mariana Islands. The lowest regional densities were observed at Wake Island (1.51 &#xb1; 0.23 colonies/m) and the Phoenix Islands (2.14 &#xb1; 0.52 colonies m<sup>-2</sup>). Island-level weighted means (&#xb1; SE) are reported in <xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S2</bold>
</xref>. Juvenile colony density varied significantly between survey years, but this change was not uniform across all regions. <italic>Post hoc</italic> tests revealed significant temporal changes in the Main Hawaiian, Line, and north Mariana Islands (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). In the main Hawaiian Islands, juvenile densities increased significantly by 55% between 2016 and 2019. In the Line Islands, they increased by 48% between 2015 and 2018. In north Mariana Islands, juveniles also increased significantly&#x2014;by 62% between 2014 and 2017. The other five regions experienced no significant changes in juvenile density through time, and no region experienced significant declines (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Mean weighted (&#xb1; SE) coral juvenile density of all scleractinians summarized across regions and survey years. Letters represent significant differences between sampling years within a region (survey-weighted GLM, followed by Tukey <italic>post hoc</italic> tests with B-H correction for multiple tests &#x3b1; = 0.05). Colors represent different regions. MHI, main Hawaiian Islands (n = 224 sites); WAKE, Wake Atoll (n = 48 sites); PHOENIX, Phoenix Islands (n = 55 sites); LINE, Line Islands (n = 182 sites); SAMOA, American Samoa (n = 216 sites); SMI, south Marianas Islands (n = 151 sites); NMI, north Marianas Islands (n = 134 sites). Note, no data are provided for NWHI due to inadequate sampling across all years and islands.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1192102-g002.tif"/>
</fig>
</sec>
<sec id="s3_2">
<title>Predictors of juvenile abundance</title>
<p>Juvenile density was best predicted by a combination of (listed in order of parameter estimate magnitude) the interaction of HS<sub>ts</sub> and HS<sub>sev</sub>, depth, site-level coral cover, HS<sub>ts</sub> alone, sector coral cover area, human density, unconsolidated substrate cover, macroalgal cover, herbivore biomass, the interaction of sector coral cover area and HS<sub>sev</sub>, and the interaction of wave power and HS<sub>sev</sub> sector coral cover area, and (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Table S3</bold>
</xref>). This best-fit model accounted for 41% of the variability in juvenile density. Density showed a quadratic relationship with depth, with the model predicting a peak of 14 colonies m<sup>-2</sup> at 19&#xa0;m depth, then a decrease in density down to depths of 27&#xa0;m (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4A</bold>
</xref>). Site-level coral cover also demonstrated a non-linear relationship, with predicted juvenile density peaking at 12 colonies m<sup>-2</sup> at 15% coral cover then decreasing precipitously on reefs with greater than 20% coral cover (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4B</bold>
</xref>). Juveniles increased with the number of years since a 4  &#xb0;C-week heat stress event (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4C</bold>
</xref>) and sector coral cover area (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4D</bold>
</xref>). While the increasing error with sector-scale coral cover is the result of one island in the NWHI with high coral area values &#x2014;French Frigate Shoals, this predictor is still significant even after removing French Frigate Shoals sites (n = 30,results not shown). Density decreased significantly with increasing human density (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4E</bold>
</xref>). Juvenile corals also significantly declined with increasing percent cover of unconsolidated substrate (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4F</bold>
</xref>), percent cover of macroalgae (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4G</bold>
</xref>), and herbivore biomass (<xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4H</bold>
</xref>).</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Parameter estimates of predictor variables from the best-fit svyglm model with 95% confidence intervals for juvenile abundance. Parameters with confidence intervals that do not overlap with zero are colored green and considered significant (p &lt; 0.05). HS<sub>ts</sub>, time since heat stress; HS<sub>sev</sub>, heat stress severity.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1192102-g003.tif"/>
</fig>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Model predictions of juvenile density as a function of the predictor variables included in the &#x201c;best fit&#x201d; model (green = p &lt; 0.05, black = p &gt; 0.05) <bold>(A)</bold>&#xa0;median depth (m), <bold>(B)</bold> % site-level coral cover, <bold>(C)</bold> years since 4&#xb0;C-weeks heat stress event, <bold>(D)</bold> sector % coral cover x reef area (ha), <bold>(E)</bold> log human density (km<sup>-2</sup>), <bold>(F)</bold> % unconsolidated cover, <bold>(G)</bold> % macroalgae cover, <bold>(H)</bold> herbivore biomass (g m<sup>-2</sup>), <bold>(I)</bold> HSsev (mean maximum &#xb0;C-weeks), and <bold>(J)</bold> wave power (kWh m<sup>-1</sup>) with other predictors held constant at the mean. Shaded areas indicate 95% confidence intervals around prediction. Vertical lines on the x-axis represent distribution of site-level data across each predictor variable.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1192102-g004.tif"/>
</fig>
<p>While HS<sub>sev</sub> and wave power did not significantly predict juvenile density alone (<xref ref-type="fig" rid="f4">
<bold>Figures&#xa0;4H, I</bold>
</xref>), the interaction of HS<sub>sev</sub> and HS<sub>ts</sub>, and to a lesser degree the interaction of HS<sub>sev</sub> and wave power, did significantly predict juvenile density (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Table S3</bold>
</xref>). On reefs that experienced heat stress within three years prior to the survey, predicted juvenile density decreased from 12 to 3 colonies m<sup>-2</sup> with increasing severity of heat stress (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5A</bold>
</xref>). However, if the most recent heat stress event had occurred between 3 and 10 years prior to the survey, predicted density decreased only slightly with increasing heat stress (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5A</bold>
</xref>). If bleaching level heat stress occurred more than 10 years ago, predicted density increased from 7 to 13 colonies m<sup>-2</sup> at low heat stress (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5A</bold>
</xref>), but interpretation of predictions above 2&#xb0;C-weeks is difficult given the high uncertainty. The interaction of sector coral cover area and HS<sub>sev</sub> significantly predicted juvenile density (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>; <xref ref-type="supplementary-material" rid="SM1">
<bold>Table S3</bold>
</xref>). At low HS<sub>sev</sub> (&#x2264; 4&#xb0;C-weeks), predicted juvenile density increased with increasing sector coral cover area (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5B</bold>
</xref>), but above 4  &#xb0;C-weeks, juvenile density did not change with increasing sector-level cover (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5B</bold>
</xref>). At low HS<sub>sev</sub> (&#x2264; 4&#xb0;C-weeks), predicted juvenile density increased slightly with increasing wave power (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5C</bold>
</xref>), but above 4  &#xb0;C-weeks, juvenile density decreased from an estimated 9.5 colonies m<sup>-2</sup> to 4.8 colonies m<sup>-2</sup> (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5C</bold>
</xref>) as wave power increased.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Interaction prediction plots of juvenile density as a function of <bold>(A)</bold> heat stress severity (HS<sub>sev</sub>) at 0 - 3 years since (green), 3-10 years (purple), and &gt; 10 years since a 4&#xb0;C-week event (gray), <bold>(B)</bold> sector percent coral cover x reef area at heat stress &lt; 4&#xb0;C-weeks (orange) and heat stress &#x2265; 4&#xb0;C-weeks (red), <bold>(C)</bold> wave power at heat stress &lt; 4&#xb0;C-weeks (orange) and heat stress &#x2265; 4&#xb0;C-weeks (red). Shaded areas indicate 95% confidence intervals around predictions. Vertical lines on the x-axis represent the distribution of site-level data across each predictor variable.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-10-1192102-g005.tif"/>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<title>Discussion</title>
<sec id="s4_1">
<title>Patterns of juvenile corals across the Pacific</title>
<p>As found in previous studies (<xref ref-type="supplementary-material" rid="SM1">
<bold>Table S1</bold>
</xref>), juvenile density was highly spatially heterogeneous. There was a seven-fold difference in mean juvenile density across the regions (1.51 &#xb1; 0.23 to 10.57 &#xb1; 0.70 colonies m<sup>-2</sup>), yet was within the range reported at other regional scales such as the Great Barrier Reef (6.9 &#xb1; 0.3 juveniles m<sup>-2</sup>; <xref ref-type="bibr" rid="B93">Trapon et&#xa0;al., 2013</xref>) and Micronesia (~ 4 juveniles m<sup>-2</sup>; <xref ref-type="bibr" rid="B71">Mumby et&#xa0;al., 2013</xref>). Our mean values are lower than those reported in an Indo-Pacific meta-analysis of juvenile density which reported a mean of 17.1 &#xb1; 2.08 colonies m<sup>-2</sup> across 76 sites between 1967 and 2012 (<xref ref-type="bibr" rid="B33">Edmunds et&#xa0;al., 2015</xref>). This difference could be attributed to a combination of factors. First, unlike the studies included in the meta-analysis, we excluded colonies less than 1&#xa0;cm leading us to underestimate total abundance &lt; 5cm. However, <xref ref-type="bibr" rid="B93">Trapon et&#xa0;al. (2013)</xref> noted that colonies &lt; 1cm typically comprise a small portion of the total reported abundance due to difficulty detecting these colonies with the naked eye. Second, given the high spatial heterogeneity of juveniles, the discrepancy may be simply explained by the minimal spatial overlap between studies in <xref ref-type="bibr" rid="B33">Edmunds et&#xa0;al. (2015)</xref> and the current study. Lastly, given the link between juvenile density and heat stress (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5A</bold>
</xref>), the disparity in the temporal span of these two analyses may explain the differences in density.</p>
<p>In a recent global meta-analysis of coral recruitment, <xref ref-type="bibr" rid="B79">Price et&#xa0;al. (2019)</xref> and <xref ref-type="bibr" rid="B31">Edmunds (2023)</xref> found a steady decline in recruitment on Indo-Pacific tropical reefs (&lt; 20&#xb0; latitude) since 1974 and an increasing trend in coral recruitment on subtropical reefs (&gt; 20&#xb0; latitude). They suggest that the latitudinal shifts in recruitment are evidence that corals may be responding to rising sea surface temperature in the tropics by shifting their latitudinal range poleward. This recruitment study may help explain both the lower juvenile density in tropical regions such as the Phoenix Islands and American Samoa and the higher densities in the subtropical reefs of the NWHI, MHI and NMI. The especially low juvenile density observed at Wake Island (1.41 &#xb1; 0.20 colonies m<sup>-2</sup>), does not follow the latitudinal patterns. At 19.3&#xb0;N, Wake is situated at the boundary of the tropical and subtropical zones, but its low density may be explained by its high geographic isolation (&gt; 1,500 km to closest shallow water reef) and its long history of human disturbance and military occupation. While our results demonstrate that high juvenile density can be found in certain regions, despite the recent mass bleaching, poleward expansion of corals is concerning given increasing heat stress and barriers to growth at high latitudes (<xref ref-type="bibr" rid="B21">Couch et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B31">Edmunds, 2023</xref>)</p>
</sec>
<sec id="s4_2">
<title>The role of depth</title>
<p>Depth plays a major role in structuring coral communities and the current study highlights the complex effect of depth. Our results suggests that Indo-Pacific studies should expand beyond the first 10m of depth that juveniles are typically surveyed at (<xref ref-type="supplementary-material" rid="SM1">
<bold>Table S1</bold>
</xref>) to gain a more comprehensive understanding of juvenile dynamics. Previous studies have found a negative (<xref ref-type="bibr" rid="B85">Rogers et&#xa0;al., 1984</xref>; <xref ref-type="bibr" rid="B16">Carlon, 2001</xref>; <xref ref-type="bibr" rid="B14">Cardini et&#xa0;al., 2012</xref>), unimodal (<xref ref-type="bibr" rid="B7">Birkeland et&#xa0;al., 1981</xref>; <xref ref-type="bibr" rid="B85">Rogers et&#xa0;al., 1984</xref>), or no effect of depth (<xref ref-type="bibr" rid="B30">Edmunds, 2004</xref>). There are several possible mechanisms that may explain these non-linear effects of depth. First, shallow water corals exist in a more environmentally variable and stressful habitat. Corals are routinely exposed to higher heat stress, land-based inputs, and wave energy, all of which can be bottlenecks for survival (<xref ref-type="bibr" rid="B30">Edmunds, 2004</xref>; <xref ref-type="bibr" rid="B35">Fabricius, 2005</xref>; <xref ref-type="bibr" rid="B82">Reidenbach et&#xa0;al., 2009</xref>). The lower juvenile density deeper than 20&#xa0;m is commonly observed on reefs (<xref ref-type="bibr" rid="B7">Birkeland et&#xa0;al., 1981</xref>; <xref ref-type="bibr" rid="B85">Rogers et&#xa0;al., 1984</xref>; <xref ref-type="bibr" rid="B16">Carlon, 2001</xref>; <xref ref-type="bibr" rid="B14">Cardini et&#xa0;al., 2012</xref>) and may also suggest that reduced light availability on deeper reefs is suboptimal for larvae settlement. In fact <xref ref-type="bibr" rid="B66">Maida et&#xa0;al. (1994)</xref> found that coral spat preferentially settled on the underside of settlement tiles along the edges. This suggests that larvae often prefer cryptic habitats, but require a certain level of light for settlement. Another hypothesis posed by <xref ref-type="bibr" rid="B16">Carlon (2001)</xref>, is that deeper reefs have more competition for the cryptic habitats and higher abundance of filter feeding organisms that may impair coral settlement and growth. Thus intermediate depths provide the ideal habitat that reduces exposure to environmental stress, provides ideal light conditions and minimizes the bottlenecks to survival on deeper reefs.</p>
</sec>
<sec id="s4_3">
<title>The role of heat stress</title>
<p>Our study demonstrates that the relative importance of heat stress on juvenile corals depends on the severity and timing of heat stress. Heat stress can reduce fecundity by removing reproductively mature colonies and impairing gametogenesis (reviewed by <xref ref-type="bibr" rid="B84">Ritson-Williams et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B31">Edmunds, 2023</xref>), cause direct mortality of coral juveniles (<xref ref-type="bibr" rid="B30">Edmunds, 2004</xref>), and result in declines in juvenile density (<xref ref-type="bibr" rid="B87">Sheppard et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B22">Dajka et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B60">Koester et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B57">Huntington et&#xa0;al., 2022</xref>). Interestingly, we found that between 3 and 10 years following a heat stress event, the severity of heat stress had a much weaker effect on juvenile density. In the MHI, the 2019 surveys were conducted 3 years and 8 months after the 2015 severe bleaching event, suggesting that by July of 2019, the negative impacts of this event on juveniles may not be as apparent because new larvae had settled and survived past the coral spat stage. Across the Indo-Pacific, several studies have found evidence of increased juvenile density following mass coral bleaching. In Moorea, juvenile density rebounded to the pre-disturbance levels just four years after repeated disturbances (<xref ref-type="bibr" rid="B1">Adjeroud et&#xa0;al., 2018</xref>). In the Line Islands, Jarvis Island had extreme heat stress during the 2015/2016 event (30  &#xb0;C-weeks) and while there were early signs of recovery in 2018, juvenile density remained 30% lower than 2015 values (<xref ref-type="supplementary-material" rid="SM1">
<bold>Figure S2</bold>
</xref>). Alternatively, on reefs that experienced heat stress greater than 10 years prior to the survey, we found that juvenile density increased with heat stress. Although seemingly contradictory to the results discussed above, it is unlikely that small changes at low heat stress are meaningfully influencing juvenile density given the uncertainty around the prediction above 2  &#xb0;C-weeks. While high recruitment following severe heat stress and bleaching is promising, our results suggest that potential stock-recruitment relationships disappear following elevated heat stress (<xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5C</bold>
</xref>). These results support findings by <xref ref-type="bibr" rid="B54">Hughes et&#xa0;al. (2019)</xref> who discovered that repeated mass bleaching events in the Great Barrier Reef have resulted in an unprecedented 89% decline in recruitment following the mortality of brood stock. Together, these results highlight the increasing threat of global climate to impair stock-recruitment relationships and further impede long-term recovery.</p>
</sec>
<sec id="s4_4">
<title>The role of adult coral abundance</title>
<p>Across the Pacific, juvenile density varied non-linearly with site-scale coral cover, thus demonstrating the series of mechanisms driving coral demography. Juvenile density increased with site-level coral cover on reefs with &lt; 15% coral cover. Underscoring this pattern, juvenile density also showed a simple positive association with sector-level coral cover area. Together these results suggest the importance of stock-recruitment relationships across spatial scales. Stock-recruitment relationships in corals has been identified elsewhere and indicates that larval supply and recruitment increases with the abundance of reproductively mature adult corals (<xref ref-type="bibr" rid="B13">Caley et&#xa0;al., 1996</xref>; <xref ref-type="bibr" rid="B20">Connell, 1997</xref>; <xref ref-type="bibr" rid="B27">Doropoulos et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B54">Hughes et&#xa0;al., 2019</xref>). Stock-recruitment relationships can be especially important in remote reefs that rely on self-recruitment and may explain why early recovery at Jarvis Island three years post-bleaching has been dominated by a handful of thermally tolerant taxa, while taxa locally extirpated during bleaching have yet to return (<xref ref-type="bibr" rid="B57">Huntington et&#xa0;al., 2022</xref>). Above 15% coral cover, juvenile density decreased precipitously with few juveniles predicted above 60% coral cover. These results support previous studies that found lower juvenile density on reefs with high coral cover (<xref ref-type="bibr" rid="B52">Hughes, 1985</xref>; <xref ref-type="bibr" rid="B20">Connell, 1997</xref>; <xref ref-type="bibr" rid="B70">Mumby, 1999</xref>) and suggests that adult corals monopolize the substrate needed for larval settlement. Furthermore, scleractinian corals can have strong allelopathic effects on early coral life stages, resulting in mortality and reduced growth rates of coral spat, demonstrating their ability to outcompete early life stages after settlement (<xref ref-type="bibr" rid="B36">Fearon and Cameron, 1997</xref>). Studying coral demography across this basin-wide scale provides the robust gradient in coral abundance that allows us to see the complex series of mechanisms driving juvenile abundance that are more difficult to identify in small-scale juvenile studies.</p>
</sec>
<sec id="s4_5">
<title>The role of human density</title>
<p>In the current study, we used human density as a proxy for human activity in coastal regions and found that juvenile corals in the U.S. Pacific decrease with local human density. These results are consist with a study in the Line Islands that have found lower coral recruitment on reefs near populated regions (<xref ref-type="bibr" rid="B86">Sandin et&#xa0;al., 2008</xref>). Human activity can negatively impact early coral life stages through a wide range of well-documented mechanisms. Coastal eutrophication from human activity increases stress to adult corals and enhances competition with algae that can lead to reduced fertilization and gamete formation, reduced larval settlement, and increased juvenile mortality (reviewed by <xref ref-type="bibr" rid="B35">Fabricius, 2005</xref>). Sedimentation can prevent settlement, reducing light availability causing corals to settle on exposed substrates thus increasing post settlement mortality due to smothering (reviewed by <xref ref-type="bibr" rid="B35">Fabricius, 2005</xref>). Future studies should address which aspects of human presence are negatively impacting juvenile density in this central and western Pacific region.</p>
</sec>
<sec id="s4_6">
<title>The role of habitat</title>
<p>Percent cover of unconsolidated substrates such as sand and rubble are generally perceived as suboptimal habitats for early coral life stages. Our results support previous studies that have found a negative correlation between juvenile corals and unconsolidated substrate (<xref ref-type="bibr" rid="B18">Chong-Seng et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B22">Dajka et&#xa0;al., 2019</xref>). With the constant or periodic movement of the substrate in wave impacted areas, sand and rubble can impair post settlement survival by abrading or burying early life stages (<xref ref-type="bibr" rid="B37">Fox et&#xa0;al., 2003</xref>; <xref ref-type="bibr" rid="B8">Birrell et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B59">Kenyon et&#xa0;al., 2023</xref>). The role of unconsolidated substrates as a demographic bottleneck has the ability to impede recovery following disturbance. With the projected increase in the frequency and severity of heat stress and storm events (<xref ref-type="bibr" rid="B17">Cheal et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B29">Eakin et&#xa0;al., 2019</xref>) and the corresponding loss of live coral and increased bioerosion, reefs are projected to experience a loss of reef structure in the coming decades (<xref ref-type="bibr" rid="B11">Bozec et&#xa0;al., 2015</xref>). Continued deterioration of the reef structure could result in a feedback loop of impaired resilience to disturbance, whereby frequent disturbance prevents stabilization of the substrate, which increases mortality of early coral life stages, thus preventing coral populations from reaching reproductive maturity and re-stabilizing the substrate.</p>
<p>Our results confirm the deleterious, albeit weaker, role of macroalgae. Our study supports previous studies that have found a similar negative correlation between macroalgae cover and juvenile abundance (e.g. <xref ref-type="bibr" rid="B32">Edmunds and Carpenter, 2001</xref>; <xref ref-type="bibr" rid="B71">Mumby et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B18">Chong-Seng et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B22">Dajka et&#xa0;al., 2019</xref>). Macroalgae and turf algal mats are known to negatively impact early coral life stages by inhibiting coral settlement (<xref ref-type="bibr" rid="B9">Birrell et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B95">Vermeij et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B26">Doropoulos et&#xa0;al., 2014</xref>; <xref ref-type="bibr" rid="B99">Webster et&#xa0;al., 2015</xref>), impairing colony growth, and overgrowing coral juveniles thus increasing post settlement mortality (<xref ref-type="bibr" rid="B10">Box and Mumby, 2007</xref>). Our result is somewhat surprising given that unlike these previous studies, a majority of our sites had &lt; 10% macroalgae cover, suggesting that even at low algal cover, macroalgae may be impacting juvenile corals in the Pacific. The low macroalgal cover also suggests that detection bias is less of a concern compared to regions that have high macroalgal cover.</p>
</sec>
<sec id="s4_7">
<title>The role of herbivores</title>
<p>Herbivores have a complex relationship with juvenile corals. While herbivorous fish are known to enhance coral settlement and post-settlement survival by controlling algae which outcompete coral spat and juveniles (e.g. <xref ref-type="bibr" rid="B32">Edmunds and Carpenter, 2001</xref>; <xref ref-type="bibr" rid="B8">Birrell et&#xa0;al., 2005</xref>; <xref ref-type="bibr" rid="B10">Box and Mumby, 2007</xref>), our study found that juvenile density declined with increasing herbivorous fish biomass. This negative relationship between abundance of juvenile corals and herbivores may be the result of corallivory. In previous studies, direct and indirect corallivory by parrotfishes has been associated with increased mortality and lower growth in early life stages of corals, highlighting complex tradeoffs between predation and algal competition (e.g. <xref ref-type="bibr" rid="B78">Penin et&#xa0;al., 2010</xref>; <xref ref-type="bibr" rid="B25">Doropoulos et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B73">Mumby et&#xa0;al., 2016</xref>). Unlike other Indo-Pacific reefs, the beneficial effects of herbivores may not have been as apparent given the low macroalgal cover across much of the U.S. Pacific. While a negative association between juvenile corals and herbivorous fish biomass may suggest that herbivores are detrimental to reef recovery, <xref ref-type="bibr" rid="B73">Mumby et&#xa0;al. (2016)</xref> demonstrated that the net impact of herbivorous fish during the first five years of life is positive for corals.</p>
</sec>
<sec id="s4_8">
<title>The role of wave power</title>
<p>Wave power is a major environmental force that shapes coral reef communities, but relatively little is known about its role in early coral life stages. On reefs with low heat stress predicted juvenile density did not vary with increasing wave power, indicating that wave power may be buffering the effects of low heat stress. This hypothesis is supported by experimental studies which found that increased water flow has been associated with a lower bleaching response (<xref ref-type="bibr" rid="B75">Nakamura and van Woesik, 2001</xref>) and increased recovery from bleaching (<xref ref-type="bibr" rid="B76">Nakamura et&#xa0;al., 2003</xref>). Increased wave power reduces the boundary layer especially on small colonies, which enhances nutrient transfer and photosynthesis, thus improving survival during heat stress (<xref ref-type="bibr" rid="B77">Page et&#xa0;al., 2019</xref>). However, our study also indicates that above 4  &#xb0;C-weeks, increasing wave power may reduce juvenile density, suggesting that the combination of physiological stress from heat exposure and shear stress compounds to impair early coral life stages. While a certain level of shear stress is needed to facilitate nutrient transfer, high shear stress can impede larval settlement (<xref ref-type="bibr" rid="B82">Reidenbach et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B83">Reidenbach et&#xa0;al., 2021</xref>) and result in elevated abrasion (<xref ref-type="bibr" rid="B23">Dollar, 1982</xref>). Although wave power was a fairly weak predictor, our results suggests that wave action may help buffer the impacts of low heat stress, but more exposed reefs may have a lower recovery potential following severe heat stress.</p>
</sec>
<sec id="s4_9">
<title>Temporal patterns</title>
<p>The abundance of early coral life stages can be highly temporally variable (<xref ref-type="bibr" rid="B31">Edmunds, 2023</xref>), and is further supported by the significant temporal changes in several regions (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). In the MHI, we found that juveniles declined slightly between 2013 and 2016, but then almost doubled between 2016 and 2019 (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). Similarly, juvenile density in the NMI and Line Islands increased 40 to 50% between surveys, respectively between 2014 and 2017. Over the same time periods, coral cover declined by 17 to 20% in all three of these regions (NCRMP unpubl. data), which has been attributed to a combination of the 2014-2017 mass bleaching in the MHI, NMI, and Jarvis Island (Line Islands) (<xref ref-type="bibr" rid="B48">Heron et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B62">Kramer et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B94">Vargas-&#xc1;ngel et&#xa0;al., 2019</xref>) as well as crown-of-thorns starfish predation in the Line Islands (A. Pollock pers. comm.). Previous studies have suggested that juvenile corals more resilient to heat stress than adult colonies (reviewed by <xref ref-type="bibr" rid="B31">Edmunds, 2023</xref>), while others have reported declines in juvenile density immediately following severe prolonged bleaching (<xref ref-type="bibr" rid="B87">Sheppard et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B22">Dajka et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B60">Koester et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B57">Huntington et&#xa0;al., 2022</xref>). Our study highlights that despite the increasing heat stress, the negative effects of heat stress on juvenile abundance can be ephemeral with certain regions demonstrating promising recovery potential through increased juvenile density following mass bleaching. These results contradict much of the literature indicating that heat stress depresses gonad development, gamete viability and spawning for up to several years after the event (<xref ref-type="bibr" rid="B98">Ward et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B68">Mendes and Woodley, 2002</xref>; <xref ref-type="bibr" rid="B44">Hagedorn et&#xa0;al., 2016</xref>).</p>
</sec>
</sec>
<sec id="s5" sec-type="conclusions">
<title>Conclusions</title>
<p>The abundance of juvenile corals shapes the persistence of this dominant reef-building engineer and the ability of reefs to recover from a variety of disturbances. This study provides a unique perspective on the patterns and predictors of juvenile corals at an unprecedented spatial scale. While our study confirms that many of the predictors of juvenile abundance (e.g. depth, coral cover, substrate quality) are operating at the site-scale, juvenile abundance can also be influenced by factors that operate at larger spatial scales across kilometers (e.g. heat stress, wave energy, human density). Going beyond the single reef or island-scale at which juvenile corals are typically studied (<xref ref-type="supplementary-material" rid="SM1">
<bold>Table S1</bold>
</xref>), our study is the first to assess juveniles at the basin-scale across a range of depths using standardized methods. In addition, our study provides the first reported values of density of juvenile corals on many Pacific reef systems and how those densities are changing over time. Lastly, by analyzing predictors of juvenile density across an unprecedented number of sites and spatial gradients we provided a valuable look at the site- and sector-level factors that influence juvenile corals. This analysis serves as the first step: focused on elucidating patterns in total juvenile density from nearly a decade of long-term monitoring. Critical next steps will be leveraging this NCRMP dataset to explore how the community composition of juvenile corals is changing over time within and among regions, offering valuable insights in which coral genera are proliferating versus succumbing on contemporary Pacific island reefs.</p>
</sec>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are publicly available. This data can be found here: <uri xlink:href="https://doi.org/10.7289/v53n21q5">https://doi.org/10.7289/v53n21q5</uri>, <uri xlink:href="https://doi.org/10.7289/v579431k">https://doi.org/10.7289/v579431k</uri>, <uri xlink:href="https://doi.org/10.7289/v5c24trh">https://doi.org/10.7289/v5c24trh</uri>, <uri xlink:href="https://doi.org/10.7289/v5zw1j8b">https://doi.org/10.7289/v5zw1j8b</uri>. R scripts used can be found at: <uri xlink:href="https://github.com/cscouch/USPacific_JuvenileCorals.git">https://github.com/cscouch/USPacific_JuvenileCorals.git</uri>, <uri xlink:href="https://github.com/krtanaka/ncei_eds.git">https://github.com/krtanaka/ncei_eds.git</uri>.
</p>
</sec>
<sec id="s7" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The manuscript presents research on animals that do not require ethical approval for their study.</p>
</sec>
<sec id="s8" sec-type="author-contributions">
<title>Author contributions</title>
<p>CC was the project manager and was responsible for all aspects of this study from project inception, data collection data analysis, data management, and writing. TO and KD contributed data analysis, and writing. KT contributed to the curation and analysis of environmental data and writing. BH and BV-A contributed to data collection and writing. All authors contributed to the article and approved the submitted version.</p>
</sec>
</body>
<back>
<sec id="s9" sec-type="funding-information">
<title>Funding</title>
<p>This work was supported by the NOAA Coral Reef Conservation Program (Projects # 31357 and 743). Institutional, logistic, and financial support was also provided by NOAA Pacific Islands Fisheries Science Center&#x2019;s Ecosystem Sciences Division (ESD).</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>We would like to thank the crew of the NOAA Ships Hi&#x2019;ialakai and Oscar Elton Sette for field support. We thank Tye Kindinger for providing summarized herbivore data. We would also like to thank Jamison Gove and three reviewers for their valuable feedback on this manuscript.</p>
</ack>
<sec id="s10" 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="s11" 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>
<sec id="s12" 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.2023.1192102/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fmars.2023.1192102/full#supplementary-material</ext-link>
</p>
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