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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mar. Sci.</journal-id>
<journal-title-group>
<journal-title>Frontiers in Marine Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mar. Sci.</abbrev-journal-title>
</journal-title-group>
<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.2026.1755926</article-id>
<article-version article-version-type="Version of Record" vocab="NISO-RP-8-2008"/>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Data Report</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Wind-driven upwelling on the Nova Scotia coast (Atlantic Canada) is related to ENSO conditions</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Scrosati</surname><given-names>Ricardo A.</given-names></name>
<xref ref-type="corresp" rid="c001"><sup>*</sup></xref>
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<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Data curation" vocab-term-identifier="https://credit.niso.org/contributor-roles/data-curation/">Data curation</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Formal analysis" vocab-term-identifier="https://credit.niso.org/contributor-roles/formal-analysis/">Formal analysis</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Funding acquisition" vocab-term-identifier="https://credit.niso.org/contributor-roles/funding-acquisition/">Funding acquisition</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="investigation" vocab-term-identifier="https://credit.niso.org/contributor-roles/investigation/">Investigation</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="methodology" vocab-term-identifier="https://credit.niso.org/contributor-roles/methodology/">Methodology</role>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Project-administration" vocab-term-identifier="https://credit.niso.org/contributor-roles/project-administration/">Project administration</role>
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<contrib contrib-type="author">
<name><surname>Ellrich</surname><given-names>Julius A.</given-names></name>
<uri xlink:href="https://loop.frontiersin.org/people/1003141/overview"/>
<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Data curation" vocab-term-identifier="https://credit.niso.org/contributor-roles/data-curation/">Data curation</role>
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</contrib-group>
<aff id="aff1"><institution>Department of Biology, St. Francis Xavier University</institution>, <city>Antigonish</city>, <state>NS</state>,&#xa0;<country country="ca">Canada</country></aff>
<author-notes>
<corresp id="c001"><label>*</label>Correspondence: Ricardo A. Scrosati, <email xlink:href="mailto:rscrosat@stfx.ca">rscrosat@stfx.ca</email></corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2026-02-23">
<day>23</day>
<month>02</month>
<year>2026</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2026</year>
</pub-date>
<volume>13</volume>
<elocation-id>1755926</elocation-id>
<history>
<date date-type="received">
<day>27</day>
<month>11</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>20</day>
<month>01</month>
<year>2026</year>
</date>
<date date-type="rev-recd">
<day>17</day>
<month>01</month>
<year>2026</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2026 Scrosati and Ellrich.</copyright-statement>
<copyright-year>2026</copyright-year>
<copyright-holder>Scrosati and Ellrich</copyright-holder>
<license>
<ali:license_ref start_date="2026-02-23">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. 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.</license-p>
</license>
</permissions>
<kwd-group>
<kwd>Bakun index</kwd>
<kwd>El Ni&#xf1;o</kwd>
<kwd>ENSO</kwd>
<kwd>La Ni&#xf1;a</kwd>
<kwd>sea surface temperature</kwd>
<kwd>upwelling</kwd>
</kwd-group>
<funding-group>
<funding-statement>The authors declared that financial support was received for this work and/or its publication. This study was funded by a Discovery Grant awarded to RAS by the Natural Sciences and Engineering Research Council of Canada (NSERC, grant number 311624).</funding-statement>
</funding-group>
<counts>
<fig-count count="2"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="57"/>
<page-count count="6"/>
<word-count count="2172"/>
</counts>
<custom-meta-group>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Coastal Ocean Processes</meta-value>
</custom-meta>
</custom-meta-group>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>Coastal upwelling is a common oceanographic phenomenon around the world. It typically involves the upsurge of cold, nutrient-rich waters from depths while surface waters move offshore. The increased nutrient concentration in the euphotic zone of coastal waters fuels pelagic primary productivity, ultimately benefiting coastal fisheries through bottom-up effects (<xref ref-type="bibr" rid="B14">Du et&#xa0;al., 2024</xref>). In addition, the cooling of coastal waters moderates coastal weather through air&#x2013;water heat fluxes (<xref ref-type="bibr" rid="B10">Clancy et&#xa0;al., 1979</xref>; <xref ref-type="bibr" rid="B12">Dabuleviciene et&#xa0;al., 2024</xref>) and can affect the thermal physiology of coastal organisms (<xref ref-type="bibr" rid="B55">Thiel et&#xa0;al., 2007</xref>). Coastal upwelling can also affect the larval supply of intertidal invertebrates, influencing their recruitment and indirectly food web structure (<xref ref-type="bibr" rid="B28">Menge et&#xa0;al., 2019</xref>). For these reasons, understanding the drivers of the intensity of coastal upwelling has traditionally been an important goal in marine science.</p>
<p>Coastal upwelling is often caused by winds. Persistent alongshore winds blowing with the coast on the left in the northern hemisphere or on the right in the southern hemisphere trigger (due to stress and Coriolis forcing) an offshore transport of surface waters that are ultimately replaced by upwelled waters (<xref ref-type="bibr" rid="B52">Stewart, 2008</xref>). One of the largest systems of that kind in the world is the Peruvian coastal upwelling system, in the eastern South Pacific (<xref ref-type="bibr" rid="B53">Tarazona and Arntz, 2001</xref>). Upwelling can be particularly strong on that coast driven by equatorward alongshore winds (<xref ref-type="bibr" rid="B8">Chamorro et&#xa0;al., 2018</xref>) and has been linked to a high pelagic productivity (<xref ref-type="bibr" rid="B3">Bakun and Weeks, 2008</xref>; <xref ref-type="bibr" rid="B16">Espinoza et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B27">Massing et&#xa0;al., 2022</xref>). A major factor affecting the intensity of upwelling on that coast is the El Ni&#xf1;o&#x2013;Southern Oscillation (ENSO). ENSO is a seasonal-scale climatic pattern determined by differences in atmospheric pressure between the western and eastern tropical Pacific. While most years exhibit typical upwelling conditions on the Peruvian coast, the two extreme phases of ENSO (called El Ni&#xf1;o and La Ni&#xf1;a) alter those conditions. In the El Ni&#xf1;o phase, the equatorial trade winds weaken and warm surface waters move from the central Pacific to the Peruvian coast, deepening the coastal thermocline (<xref ref-type="bibr" rid="B8">Chamorro et&#xa0;al., 2018</xref>). The intensity of upwelling on that coast during El Ni&#xf1;o depends on the balance between local alongshore winds (which typically intensify with El Ni&#xf1;o) and a compensating onshore current, but overall the upwelling of cold waters decreases because the thermocline remains deeper with El Ni&#xf1;o (<xref ref-type="bibr" rid="B17">Espinoza-Morriber&#xf3;n et&#xa0;al., 2017</xref>). In the La Ni&#xf1;a phase, the reverse is true, as the upwelling of cold waters intensifies above normal levels on that coast (<xref ref-type="bibr" rid="B17">Espinoza-Morriber&#xf3;n et&#xa0;al., 2017</xref>).</p>
<p>Although ENSO is eminently a Pacific phenomenon, it also affects other parts of the world through climatic teleconnections. In fact, ENSO is considered to be a major driver of global interannual climate variability (<xref ref-type="bibr" rid="B56">Timmermann et&#xa0;al., 2018</xref>). Thus, ENSO-related changes in atmospheric pressure and winds have been recorded around the globe (<xref ref-type="bibr" rid="B23">Kim et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B1">Alizadeh, 2024</xref>; <xref ref-type="bibr" rid="B4">Beverley et&#xa0;al., 2024</xref>; <xref ref-type="bibr" rid="B35">Park and Son, 2024</xref>; <xref ref-type="bibr" rid="B6">Cai et&#xa0;al., 2025</xref>; <xref ref-type="bibr" rid="B30">Miao et&#xa0;al., 2025</xref>). As a consequence, ENSO is also related to variability in wind-driven upwelling on other coasts in the Pacific Ocean (<xref ref-type="bibr" rid="B55">Thiel et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B21">Jacox et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B25">Li et&#xa0;al., 2025</xref>) as well as on coasts in the Indian Ocean (<xref ref-type="bibr" rid="B57">Vinayachandran et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B33">Nigam and Pant, 2024</xref>; <xref ref-type="bibr" rid="B38">Rachman et&#xa0;al., 2024</xref>) and Atlantic Ocean (<xref ref-type="bibr" rid="B40">Roy and Reason, 2001</xref>; <xref ref-type="bibr" rid="B39">Rouault and Tomety, 2022</xref>).</p>
<p>The Atlantic coast of Canada in Nova Scotia exhibits areas of wind-driven upwelling, but links between ENSO and upwelling intensity on that coast are poorly understood. This is likely because coastal upwelling on this western ocean boundary is less prominent relative to other shores, particularly those exhibiting strong upwelling on eastern ocean boundaries (<xref ref-type="bibr" rid="B22">K&#xe4;mpf and Chapman, 2016</xref>). Off the southwestern coast of Nova Scotia, which faces the outer Gulf of Maine (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>), upwelling is mainly caused by tidal mixing and submarine topography (<xref ref-type="bibr" rid="B54">Tee et&#xa0;al., 1993</xref>; <xref ref-type="bibr" rid="B9">Chegini et&#xa0;al., 2018</xref>). However, on the southeastern coast of Nova Scotia, which faces the open Atlantic Ocean (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>), upwelling is mainly caused by winds (<xref ref-type="bibr" rid="B37">Petrie et&#xa0;al., 1987</xref>; <xref ref-type="bibr" rid="B51">Shan et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B50">Shan and Sheng, 2022</xref>), particularly in July triggered by southwesterly winds blowing parallel to the shore (<xref ref-type="bibr" rid="B37">Petrie et&#xa0;al., 1987</xref>). On this coast, upwelling in July was found to be weaker under El Ni&#xf1;o conditions than under ENSO-neutral conditions (<xref ref-type="bibr" rid="B45">Scrosati and Ellrich, 2020</xref>). However, only two years were contrasted in that study, revealing the need to analyze more years to better evaluate to what extent upwelling may be related to ENSO on this coast. This Data Report provides data on July upwelling and ENSO for the last 39 years (1987 to 2025) to investigate the generality of this relationship for this coast. In addition, this article provides data on coastal surface seawater temperature (SST) to show that, ultimately, increases in July upwelling on this coast are related to coastal ocean cooling. These data are hereby made publicly available to facilitate future studies on upwelling&#x2013;ENSO dynamics in this part of the world.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>(Left Panel) Map of Atlantic Canada showing the location of the reference station (Western Head) on the southeastern coast of Nova Scotia. (Right panel) Photograph of the Western Head coast (taken by RAS).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-13-1755926-g001.tif">
<alt-text content-type="machine-generated">Map showing Nova Scotia (Canada) with the studied coastal location, Western Head. The photograph shows ocean waves crashing against the rocky shore at Western Head.</alt-text>
</graphic></fig>
</sec>
<sec id="s2">
<title>Methods used to collect the data</title>
<p>We quantified coastal upwelling using Bakun&#x2019;s upwelling index (BUI), which is based on wind data and geographic information (<xref ref-type="bibr" rid="B2">Bakun, 1973</xref>). The wind data were retrieved from records (<xref ref-type="bibr" rid="B20">Government of Canada, 2025</xref>) generated by a land weather station called Western Head (N 43.9900, W 64.6642; <xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>), which is situated less than 300 m from the coast in a region with flat terrain. The Western Head area is representative of the thermal conditions (<xref ref-type="bibr" rid="B47">Scrosati et&#xa0;al., 2020</xref>) and intertidal biological communities (<xref ref-type="bibr" rid="B48">Scrosati et&#xa0;al., 2022</xref>) that characterize the southeastern coast of Nova Scotia. Other land weather stations in this region are farther away from the coast, making their wind data less reliable to calculate wind-driven coastal upwelling. The earliest year for which we retrieved wind data was 1987 because, before that year, there were often gaps in the data in terms of hours, days, or even weeks, while from 1987 onwards wind data were recorded hourly mostly every day. For the month of July of each studied year (1987 to 2025), we calculated an average value of BUI for Western Head following the steps detailed in a recent article (<xref ref-type="bibr" rid="B44">Scrosati et al., 2025</xref>). Essentially, those calculations used equation 4.2 in <xref ref-type="bibr" rid="B52">Stewart (2008)</xref> to calculate wind stress, equation 2.2 in <xref ref-type="bibr" rid="B22">K&#xe4;mpf and Chapman (2016)</xref> to calculate Ekman transport, and finally equation 2.3 in <xref ref-type="bibr" rid="B22">K&#xe4;mpf and Chapman (2016)</xref> to calculate BUI. To describe the ENSO conditions in July from 1987 to 2025, we retrieved from <xref ref-type="bibr" rid="B34">NOAA (2025)</xref> the corresponding values of the Oceanic Ni&#xf1;o Index (ONI) centered in July. For any given month, ONI is published as the rolling 3-month average temperature anomaly in the surface waters of the east-central tropical Pacific (<xref ref-type="bibr" rid="B34">NOAA, 2025</xref>). To characterize SST for our coast, we used data measured remotely by satellites (<xref ref-type="bibr" rid="B31">NASA, 2025</xref>) between 2002 and 2025 (no data were available before 2002). For the month of July of each of those years, we retrieved all available daily SST data for the 4-km-x-4-km cell that includes Western Head (N 43.9896, W 64.6607), which is a major rocky headland (<xref ref-type="fig" rid="f1"><bold>Figure&#xa0;1</bold></xref>) often used for intertidal ecology (<xref ref-type="bibr" rid="B49">Scrosati and Holt, 2021</xref>; <xref ref-type="bibr" rid="B7">Cameron and Scrosati, 2023</xref>; <xref ref-type="bibr" rid="B43">Scrosati and Cameron, 2023</xref>; <xref ref-type="bibr" rid="B46">Scrosati and Ellrich, 2025</xref>) located near the weather station of the same name. When SST data for that cell size were unavailable for certain days, we filled the gaps using data for the 9-km-x-9-km cell that includes Western Head whenever available. With those values, we calculated mean July SST for each year from 2002 to 2025. In the next section, we discuss the main patterns revealed by the data. The dataset used for this article is freely available from the Zenodo online repository (<xref ref-type="bibr" rid="B15">Ellrich and Scrosati, 2026</xref>).</p>
</sec>
<sec id="s3">
<title>Patterns in BUI, ONI, and SST</title>
<p>Between 1987 and 2025, BUI was always positive for the month of July at Western Head, indicating a consistent predominance of upwelling (not downwelling) conditions (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>). Interannual variability was clear, as the highest value of July BUI (recorded in 2014) was 6 times higher than the lowest value (recorded in 1997; <xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>). During these 39 years, ENSO conditions in July spanned the full range from El Ni&#xf1;o (ONI &gt; 0.5) to La Ni&#xf1;a (ONI &lt; -0.5) conditions, with many years having ENSO-neutral conditions (ONI between -0.5 and 0.5; <xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>). For these 39 years, BUI in July was negatively related to ONI (<italic>r</italic> = -0.427, <italic>P</italic> = 0.007; <xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>), ONI explaining a moderate amount of variation in BUI (18.2%). For the 24 years between 2002 and 2025, SST in July was negatively related to BUI (<italic>r</italic> = -0.425, <italic>P</italic> = 0.039; <xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>), with a 18.1% of the variation in SST being explained by BUI.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p><bold>(A)</bold> Changes in July BUI for Western Head over the studied years. <bold>(B)</bold> Changes in ONI centered in July over the studied years. <bold>(C)</bold> Relationship between July BUI for Western Head and ONI centered in July, each dot representing a different year (the significant linear relationship is plotted). <bold>(D)</bold> Relationship between July SST and BUI for Western Head, each dot representing a different year (the significant linear relationship is plotted).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-13-1755926-g002.tif">
<alt-text content-type="machine-generated"> Four graphs labeled A to D. A: Bar chart showing changes in BUI from 1987 to 2025. B: Bar chart displaying ONI values from 1987 to 2025. C: Scatter plot showing a negative correlation between BUI and ONI. D: Scatter plot indicating a negative correlation between SST and BUI.</alt-text>
</graphic></fig>
</sec>
<sec id="s4">
<title>Concluding remarks on the relevance of this dataset</title>
<p>The main contribution of this multiannual dataset is the confirmation of an inverse relationship between the intensity of wind-driven upwelling on the southeastern Nova Scotia coast and ONI as a measure of ENSO conditions. On average, coastal upwelling weakened under El Ni&#xf1;o conditions (ONI &gt; 0.5) and strengthened under La Ni&#xf1;a conditions (ONI &lt; -0.5) relative to the intermediate values expected under ENSO-neutral conditions. Therefore, this pattern for Nova Scotia agrees with links between ENSO and wind-driven upwelling noted for other coasts of the world far away from the Peruvian upwelling system (see references above). This pattern also strengthens the notion of distant teleconnections between ENSO and conditions outside of the Pacific basin. The specific mechanisms underlying the link found for Nova Scotia between coastal upwelling and ENSO could be investigated through climatic and oceanographic modelling, as done for equivalent cases elsewhere in the world (see above references). In a way, the pattern revealed by this dataset for Nova Scotia resembles the so-called &#x201c;coastal El Ni&#xf1;o&#x201d; phenomenon seen occasionally on the Peruvian coast. The &#x201c;coastal&#x201d; El Ni&#xf1;o (name used to differentiate it from the basin-scale El Ni&#xf1;o described in the Introduction) also warms coastal Peruvian waters but through a direct decrease of coastal upwelling (<xref ref-type="bibr" rid="B36">Peng et&#xa0;al., 2024</xref>). In Nova Scotia, weaker coastal upwelling was indeed related to warmer surface waters (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>).</p>
<p>Another contribution of this dataset is the confirmation of the relatively moderate intensity of upwelling on the southeastern Nova Scotia coast. Between 1987 and 2025, the highest daily value of BUI in July (when upwelling is important; <xref ref-type="bibr" rid="B37">Petrie et&#xa0;al., 1987</xref>) was 161 m<sup>3</sup> s<sup>-1</sup> (100 m of coastline)<sup>-1</sup> (in 2014), but the highest daily value for the other 38 years ranged only between 20 and 97 m<sup>3</sup> s<sup>-1</sup> (100 m of coastline)<sup>-1</sup> (see all daily values in <xref ref-type="bibr" rid="B15">Ellrich and Scrosati, 2026</xref>). Moreover, for these 39 years, the monthly averages for July ranged between 5 and 30 m<sup>3</sup> s<sup>-1</sup> (100 m of coastline)<sup>-1</sup> (<xref ref-type="fig" rid="f2"><bold>Figure&#xa0;2</bold></xref>). These values contrast with those that characterize the major systems of coastal upwelling in the world, which occur on eastern ocean boundaries where BUI can reach or surpass 500 m<sup>3</sup> s<sup>-1</sup> (100 m of coastline)<sup>-1</sup> (<xref ref-type="bibr" rid="B41">Schwing et&#xa0;al., 1996</xref>; <xref ref-type="bibr" rid="B13">Demarcq, 1998</xref>; <xref ref-type="bibr" rid="B29">Menge and Menge, 2013</xref>; <xref ref-type="bibr" rid="B11">Costa Goela et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B22">K&#xe4;mpf and Chapman, 2016</xref>).</p>
<p>Ultimately, through its influences on the intensity of coastal upwelling, ENSO affects the growth, reproduction, and survival of coastal pelagic (<xref ref-type="bibr" rid="B18">Gal&#xe1;n and Bayl&#xf3;n, 2025</xref>; <xref ref-type="bibr" rid="B19">Galloso et&#xa0;al., 2025</xref>) and benthic (<xref ref-type="bibr" rid="B5">Bosman et&#xa0;al., 1987</xref>; <xref ref-type="bibr" rid="B24">Ladah et&#xa0;al., 1999</xref>; <xref ref-type="bibr" rid="B42">Scrosati, 2001</xref>; <xref ref-type="bibr" rid="B26">Louren&#xe7;o et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B46">Scrosati and Ellrich, 2025</xref>; <xref ref-type="bibr" rid="B32">Nava et&#xa0;al., 2025</xref>) organisms and communities. Therefore, it is reasonable to speculate that the interannual variation observed in species abundance on the Nova Scotia coast (<xref ref-type="bibr" rid="B48">Scrosati et&#xa0;al., 2022</xref>, <xref ref-type="bibr" rid="B46">2025</xref>) might at least partially respond to this climatic&#x2013;oceanographic coupling. Overall, understanding these links continues to be a highly relevant component of coastal marine science.</p>
</sec>
</body>
<back>
<sec id="s5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The dataset presented in this study can be found in the Zenodo online repository: <uri xlink:href="https://doi.org/10.5281/zenodo.18271632">https://doi.org/10.5281/zenodo.18271632</uri>.</p></sec>
<sec id="s6" sec-type="author-contributions">
<title>Author contributions</title>
<p>RAS: Conceptualization, Data curation, Formal analysis, Funding acquisition, Investigation, Methodology, Project administration, Supervision, Writing &#x2013; original draft. JAE: Data curation, Formal analysis, Investigation, Methodology, Writing &#x2013; review &amp; editing.</p></sec>
<ack>
<title>Acknowledgments</title>
<p>We are grateful to two reviewers for constructive comments on an earlier version of this paper.</p>
</ack>
<sec id="s8" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declared that this work 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="s9" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The authors declared that generative AI was not used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible.</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>
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