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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Ecol. Evol.</journal-id>
<journal-title>Frontiers in Ecology and Evolution</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Ecol. Evol.</abbrev-journal-title>
<issn pub-type="epub">2296-701X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fevo.2024.1256911</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Ecology and Evolution</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>From the sea to the city: explaining gulls&#x2019; use of urban habitats</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Goumas</surname>
<given-names>Madeleine</given-names>
</name>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1044911"/>
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<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/visualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Berkin</surname>
<given-names>Charlotte R.</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/2558899"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
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<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Rayner</surname>
<given-names>Charlie W.</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Boogert</surname>
<given-names>Neeltje J.</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/1122690"/>
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<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
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</contrib>
</contrib-group>
<aff id="aff1">
<institution>Centre for Ecology and Conservation, University of Exeter</institution>, <addr-line>Cornwall</addr-line>, <country>United Kingdom</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Yanina Benedetti, Czech University of Life Sciences Prague, Czechia</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Simon Ducatez, University of Cambridge, United Kingdom</p>
<p>Tom Gehring, Central Michigan University, United States</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Madeleine Goumas, <email xlink:href="mailto:m.goumas@exeter.ac.uk">m.goumas@exeter.ac.uk</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>25</day>
<month>04</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>12</volume>
<elocation-id>1256911</elocation-id>
<history>
<date date-type="received">
<day>11</day>
<month>07</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>05</day>
<month>04</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 Goumas, Berkin, Rayner and Boogert</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>Goumas, Berkin, Rayner and Boogert</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 expansion of urban areas affects wild animals in a variety of ways. Why members of closely-related species respond differently to urbanisation is often unclear, but an understanding of the factors that lead to urban habitat use or avoidance will have important implications for conservation. Previous research has suggested that urban habitats could favour larger-brained, behaviourally flexible species, which can more readily cope with the novel challenges imposed by urbanisation. However, the opportunity species have to colonise urban areas, and similarities between urban areas and species&#x2019; natural habitats, may also explain urban habitat use. We use phylogenetic path analysis to investigate factors that could promote urban breeding and foraging in the gull subfamily, a group with several urbanised species. While we find little evidence to support a relationship between brain size and urban foraging, we reveal an indirect relationship between brain size and urban breeding: cliff-nesting species have relatively larger brains and these species are more likely to breed in urban areas. We show that cliff nesting in gulls is a derived trait and may therefore reflect plasticity in breeding habitat choice, facilitating the use of buildings as nesting sites. Finally, we show that urbanised gull species are less likely to be of international conservation concern or decreasing in population size, exposing the need for more research on the causes and consequences of urban habitat use.</p>
</abstract>
<kwd-group>
<kwd>gulls</kwd>
<kwd>behavioural flexibility</kwd>
<kwd>urban habitat use</kwd>
<kwd>breeding ecology</kwd>
<kwd>foraging ecology</kwd>
</kwd-group>
<counts>
<fig-count count="3"/>
<table-count count="5"/>
<equation-count count="0"/>
<ref-count count="76"/>
<page-count count="11"/>
<word-count count="6282"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Urban Ecology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>Urbanisation of habitats can create both challenges and opportunities for wild animals (<xref ref-type="bibr" rid="B44">McKinney, 2006</xref>). Explaining why certain species choose to use urban areas, and how they manage to thrive in these habitats while others are unable to do so, is essential for fully understanding humans&#x2019; impact on wildlife. While it is evident that some species, such as foxes (<italic>Vulpes vulpes</italic>) and raccoons (<italic>Procyon lotor</italic>), fare better in urban areas than they do in rural ones (<xref ref-type="bibr" rid="B10">Chace and Walsh, 2006</xref>; <xref ref-type="bibr" rid="B5">Bateman and Fleming, 2012</xref>), urbanisation is generally associated with negative consequences for wild animals, such as greater exposure to toxicants and parasites (<xref ref-type="bibr" rid="B46">Murray et&#xa0;al., 2019</xref>), fatal collisions with buildings (<xref ref-type="bibr" rid="B36">Loss et&#xa0;al., 2014</xref>) and traffic-induced mortality (<xref ref-type="bibr" rid="B20">Glista et&#xa0;al., 2008</xref>). Furthermore, species that use urban areas are sometimes considered a nuisance due to unwanted interactions with humans, creating conflict between prioritising human wellbeing and preserving wildlife (<xref ref-type="bibr" rid="B39">Lyytim&#xe4;ki et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B4">Barrett et&#xa0;al., 2019</xref>). It is therefore not always clear whether urban living can promote stable populations of wild animals over the long term. On the other hand, species that avoid urban areas may be at a disadvantage as towns and cities continue to expand and suitable undeveloped habitat becomes increasingly difficult to find (<xref ref-type="bibr" rid="B55">Rayner et&#xa0;al., 2015</xref>).</p>
<p>To persist in urban areas, animals must tolerate human disturbance, avoid traffic and potentially adopt novel food sources (<xref ref-type="bibr" rid="B65">Sol et&#xa0;al., 2013</xref>). Urban habitat use has been linked to larger relative brain sizes across bird species (<xref ref-type="bibr" rid="B40">Maklakov et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B58">Sayol et&#xa0;al., 2020</xref>). Brain size is used as a proxy for cognitive abilities and, although the relationship between brain size and cognitive abilities has often been assumed without prior validation (<xref ref-type="bibr" rid="B22">Healy and Rowe, 2007</xref>), recent work on birds has demonstrated a link between brain size, the number of neurons in the brain, and behavioural flexibility (in the form of innovativeness; <xref ref-type="bibr" rid="B64">Sol et&#xa0;al., 2022</xref>). Behavioural flexibility could facilitate urban habitat use through, for example, increasing an animal&#x2019;s ability to select atypical resources for breeding or foraging (<xref ref-type="bibr" rid="B65">Sol et&#xa0;al., 2013</xref>), or to enable categorisation of harmful and non-harmful anthropogenic objects (<xref ref-type="bibr" rid="B33">Lee and Thornton, 2021</xref>).</p>
<p>In recent decades, some bird species, such as house sparrows (<italic>Passer domesticus</italic>) and feral pigeons (<italic>Columba livia</italic>), have become closely associated with urban areas. These are often dietary generalists (<xref ref-type="bibr" rid="B51">Palacio, 2020</xref>), allowing them to consume anthropogenic food. Dietary generalism is positively associated with brain size as well as innovativeness, which could be an indication that behavioural flexibility enables flexibility in diet (<xref ref-type="bibr" rid="B16">Ducatez et&#xa0;al., 2015</xref>). As well as foraging in urban habitats, many species of birds use buildings for nesting. Gulls are unusual among seabirds in that several species in various parts of the world readily breed and/or forage in urban areas (e.g. <xref ref-type="bibr" rid="B8">Brousseau, Lefebvre and Giroux, 1996</xref>; <xref ref-type="bibr" rid="B38">Ludynia, Garthe and Luna-Jorquera, 2005</xref>; <xref ref-type="bibr" rid="B3">Auman, Meathrel and Richardson, 2008</xref>; <xref ref-type="bibr" rid="B60">Shaffer et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B66">Spelt et&#xa0;al., 2019</xref>). They represent a relatively recent clade, arising after the emergence of <italic>Homo sapiens</italic>, with some species diverging in the last 20,000 years (<xref ref-type="bibr" rid="B29">Jetz et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B25">Hublin et&#xa0;al., 2017</xref>). Therefore, gulls have potentially been influenced by human activity throughout their history, although urbanisation of habitats is a relatively modern phenomenon of the last 200 years (<xref ref-type="bibr" rid="B57">Ritchie and Roser, 2018</xref>).</p>
<p>Gull species tend to have relatively large brains for their body size (<xref ref-type="bibr" rid="B45">Morand-Ferron et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B19">Fristoe et&#xa0;al., 2017</xref>) and exhibit advanced cognitive skills, such as observational learning (<xref ref-type="bibr" rid="B49">Obozova et&#xa0;al., 2011</xref>), tool use (<xref ref-type="bibr" rid="B23">Henry and Aznar, 2006</xref>) and the use of human cues when foraging (<xref ref-type="bibr" rid="B21">Goumas et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B18">Feist et&#xa0;al., 2023</xref>). Gulls are also kleptoparasites (<xref ref-type="bibr" rid="B45">Morand-Ferron et&#xa0;al., 2007</xref>), and the tendency of some individuals to steal food from people, combined with widespread nesting of these large and noisy birds on roofs, is often considered problematic (<xref ref-type="bibr" rid="B70">Trotter, 2019</xref>).</p>
<p>While the cognitive abilities afforded by a large brain could be one plausible explanation for urban habitat use by gulls, such behaviour might also be explained by a species&#x2019; ecology and either work in concert with, or not necessarily require, behavioural flexibility (<xref ref-type="bibr" rid="B12">Dale et&#xa0;al., 2015</xref>). For example, buildings may resemble cliffs, which could consequently facilitate breeding by cliff-nesting species. Likewise, foraging ecology could explain gulls&#x2019; use of urban areas for feeding. Gulls as a clade are considered dietary generalists, with none showing a high degree of specialisation, and all species use marine resources (<xref ref-type="bibr" rid="B41">Malling Olsen, 2018</xref>). However, certain species, such as kittiwakes (<italic>Rissa</italic>; two species), have a more pelagic lifestyle (<xref ref-type="bibr" rid="B14">Daunt et&#xa0;al., 2002</xref>), requiring more time spent airborne and away from terrestrial habitats and their associated food resources. Such traits may predispose these species against urban foraging.</p>
<p>A species&#x2019; foraging lifestyle (or locomotory niche while foraging; <xref ref-type="bibr" rid="B69">Tobias et&#xa0;al., 2022</xref>) is related to a measure of wing pointedness called hand-wing index (HWI), with larger indices associated with a more aerial, rather than terrestrial, lifestyle (<xref ref-type="bibr" rid="B73">Weeks et&#xa0;al., 2022</xref>). Foraging lifestyle may relate to urban habitat use in two ways. Firstly, because longer, pointier wings are more efficient for long-distance flight (<xref ref-type="bibr" rid="B68">Sullivan et&#xa0;al., 2019</xref>), species that spend a lot of time flying have evolved wings with a higher HWI, and these species may spend more time out at sea than in terrestrial environments where they would otherwise encounter urban environments by chance. Secondly, a lower HWI, indicative of relatively shorter, broader wings, permits greater manoeuvrability and a more efficient take-off (<xref ref-type="bibr" rid="B68">Sullivan et&#xa0;al., 2019</xref>), which may be better suited to urban areas, where there are confined spaces and high levels of disturbance.</p>
<p>Like many seabirds, some gull species are of conservation concern, either at the international level (e.g. Audouin&#x2019;s Gull, <italic>Larus audouinii</italic>; <xref ref-type="bibr" rid="B6">BirdLife International, 2020</xref>) or nationally (e.g. European Herring Gull, <italic>L. argentatus</italic>, in the UK; <xref ref-type="bibr" rid="B67">Stanbury et&#xa0;al., 2021</xref>). Understanding whether urban habitat use is related to population status (i.e. whether the species is declining and/or considered potentially vulnerable to extinction) would provide an insight into how urbanisation could be impacting this taxon. Here, we consider the factors associated with urban habitat use across all species of the gull subfamily (Larinae). These could be cognitive, with relatively larger-brained species more likely to breed and/or forage in urban areas, and ecological: cliff nesting may predispose species to urban breeding, and a more terrestrial, less aerial foraging lifestyle (for which HWI is a proxy; <xref ref-type="bibr" rid="B73">Weeks et&#xa0;al., 2022</xref>) may facilitate urban foraging. We hypothesise that brain size, cliff-nesting and terrestrial foraging ecology have a positive effect on urban habitat use. However, urban habitat use may also be opportunistic, explained by the extent to which each species&#x2019; range overlaps with urban areas, or could be an artefact of higher research effort in urban areas. As these factors may influence each other and/or have indirect effects on urban habitat use, we use path analysis to infer the most probable causal pathways. Finally, to gain a better understanding of the conservation implications of urban habitat use, we assess whether it is related to population status at the species level.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Predictors of urban habitat use</title>
<p>We collected data on urban breeding and urban foraging separately, since these distinct behaviours may be explained by different factors (<xref ref-type="bibr" rid="B16">Ducatez et&#xa0;al., 2015</xref>). We defined urban breeding as the use of buildings as nesting sites, and urban foraging as the use of built-up areas to obtain food (whether anthropogenic, i.e. produced by humans, or naturogenic, such as earthworms in parks). We used the citation databases Web of Science and Google Scholar with the following search terms: for urban breeding, ALL=(&#x201c;[binomial species name]&#x201d; AND (roof OR buildings OR urban) AND (breed* OR nest*)), and for urban foraging, ALL=(&#x201c;[binomial species name]&#x201d; AND (towns OR cities OR urban) AND (feed* OR forag*)). In cases where nomenclature has changed (for example, <italic>Larus ridibundus</italic> is now <italic>Chroicocephalus ridibundus</italic>), the search included current and previous species names in an OR statement. We checked sources to ensure that urban breeding or foraging by the focal species was reported. The search was completed on 4<sup>th</sup> October 2022.</p>
<p>Brain mass data were taken from <xref ref-type="bibr" rid="B19">Fristoe et&#xa0;al. (2017)</xref>, with additional data for three species from Daniel Sol (<italic>pers comm</italic>). Residual brain mass was calculated using the phyl.resid function in the R package phytools (<xref ref-type="bibr" rid="B56">Revell, 2012</xref>), which corrects for phylogenetic relationships when regressing log brain mass against log body mass. The phylogenetic tree was obtained from <xref ref-type="bibr" rid="B29">Jetz et&#xa0;al. (2012)</xref>.</p>
<p>To assess whether breeding ecology explains urban breeding, we grouped species into cliff-nesters and non-cliff-nesters, based on whether species were described as cliff-nesting by Olsen&#x2019;s <italic>Gulls of the World</italic> (2018) and/or <xref ref-type="bibr" rid="B11">Cornell Lab of Ornithology (2023)</xref>. For the urban foraging analysis, we assessed whether urban foraging was related to a species&#x2019; hand-wing index (HWI, as a proxy for foraging lifestyle) using data from the AVONET database (<xref ref-type="bibr" rid="B69">Tobias et&#xa0;al., 2022</xref>).</p>
<p>Urban habitat use could be explained by the opportunity each species has to colonise urban areas. We therefore obtained complete species range maps (&#x201c;resident&#x201d;, &#x201c;breeding&#x201d;, &#x201c;non-breeding&#x201d; and &#x201c;passage&#x201d;) from <xref ref-type="bibr" rid="B7">BirdLife International and Handbook of the Birds of the World (2021)</xref> and a global map of urban settlements from HILDA+ (<xref ref-type="bibr" rid="B75">Winkler et&#xa0;al., 2020</xref>). Using QGIS (<xref ref-type="bibr" rid="B54">QGIS Development Team, 2022</xref>), we calculated the overlap, in km<sup>2</sup>, between urban areas and (a) breeding and resident ranges, for the urban breeding analyses, and (b) all ranges, for the urban foraging analyses. From this we obtained the proportion of a species&#x2019; breeding and foraging range that encompasses urban areas (abbreviated to PBU and PFU respectively). These measurements were log-transformed to aid model fit.</p>
<p>Presence/absence data may be contingent on research effort (<xref ref-type="bibr" rid="B17">Ducatez and Lefebvre, 2014</xref>), with a considerable potential for false negatives. Our analyses therefore included, as the measure of research effort, the total number of articles returned for a given species on Web of Science and Google Scholar (completed on 7<sup>th</sup> March 2022). Web of Science and Google Scholar differ vastly in the size of their databases; therefore, instead of choosing one or the other, we used a scaled mean of both values. This value was then log-transformed.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Statistical analyses</title>
<p>Brain mass data were available for 30 of the 50 gull species. We therefore analysed this subset and then analysed the full sample without the brain data to assess whether the effects of the other variables remained similar at the larger sample size.</p>
<p>We used phylogenetic path analysis (<xref ref-type="bibr" rid="B72">von Hardenberg and Gonzalez-Voyer, 2013</xref>) with the phylopath (<xref ref-type="bibr" rid="B71">van der Bijl, 2018</xref>) package in R to conduct phylogenetically-controlled analyses assessing the effect of our predictor variables on the binary characteristics of &#x2018;urban breeding&#x2019; and &#x2018;urban foraging&#x2019;. Phylogenetic path analysis allows alternative predictions to be made about the directionality of variables, aiding inference about causality. It allows the prediction of more than one variable simultaneously. A maximum clade credibility tree of the Lari (the suborder of which gulls are part) was taken from <xref ref-type="bibr" rid="B29">Jetz et&#xa0;al. (2012)</xref>.</p>
<p>We used the C statistic Information Criterion corrected for small sample sizes (CICc), which is a modification of Akaike Information Criterion (AIC) designed to incorporate path analysis and can be used analogously to assess model fit. Furthermore, the C statistic has an associated p value which informs how well the path model fits the data: a significant p value (i.e. p &lt; 0.05) would indicate a poor fit, with overlooked relationships between supplied variables (<xref ref-type="bibr" rid="B71">van der Bijl, 2018</xref>). As we hypothesised that each of our variables could have a biologically meaningful effect on our dependent variables and we were interested in understanding how they all related to urban habitat use, our models included all variables (depicted in <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>; see <xref ref-type="supplementary-material" rid="SM2">
<bold>Supplementary Materials</bold>
</xref> for lists of all models analysed). We drew inferences from the coefficients and their statistical significance in the best-supported model; see <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref> for hypothesised pathways between variables. In the case of research effort, it was not clear which direction the causal path might take, since proximity to urban settlements could increase research effort. Path analysis, like regular regression, cannot model feedback loops, so we ran alternative models where urban breeding/foraging was the predictor of research effort with which to compare our original models. We also included models containing relationships between predictor variables that we hypothesised may exist: a relationship between residual brain mass and the two ecological variables (cliff nesting and HWI) in addition to a direct effect of residual brain mass, and simpler models with only an indirect effect of residual brain mass via the ecological variables (see <xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). As with AIC, the best-supported model is that with the lowest CICc score, and models within 2 CICc points of the best-supported model should also be considered if they are not simply more complex cases of a simpler model (<xref ref-type="bibr" rid="B2">Arnold, 2010</xref>), provided that their C statistics have non-significant p values.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Directed acyclic graphs (DAGs) depicting the hypothesised relationships between variables in our models of <bold>(A)</bold> urban breeding and <bold>(B)</bold> urban foraging. Arrows indicate the direction of effects via a hypothesised causal pathway, with signs indicating whether correlations are expected to be positive or negative. Arrows in black show variables that are fixed in each model, whereas arrows in grey show alternative pathways to be tested and a dashed line indicates a relationship that is assumed but unmodelled. Labels in grey signify variables that are not directly included in our model.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-12-1256911-g001.tif"/>
</fig>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Reconstructing ancestral states of cliff nesting</title>
<p>Because we revealed an interesting effect of cliff nesting, we decided to explore its distribution among the 50 gull species to better understand its evolutionary history. We used the ace function in the package ape (<xref ref-type="bibr" rid="B52">Paradis and Schliep, 2019</xref>) to calculate the likelihood of cliff nesting being present at each internal node (representing the ancestral species) on the Larinae phylogenetic tree.</p>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Population status</title>
<p>Lastly, we obtained information from the International Union for Conservation of Nature (<xref ref-type="bibr" rid="B27">IUCN, 2023</xref>) to assess the relationship between urban habitat use and two measures of population status. We first compared the number of species for which urban habitat use has been reported (breeding and/or foraging) in species categorised as &#x201c;Threatened&#x201d; or &#x201c;Near Threatened&#x201d; with those categorised as &#x201c;Least Concern&#x201d;. We then compared urban habitat use in species with a &#x201c;decreasing&#x201d; population trend to those with a &#x201c;stable&#x201d; or &#x201c;increasing&#x201d; population trend. As we had data for each species in the gull subfamily and were not seeking to extrapolate our results to other species outside our sample, we present these results descriptively.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<p>Thirteen of the 50 gull species have been recorded breeding in urban areas, and 13 have been recorded foraging in urban areas. Of these, nine have been recorded both breeding and foraging in urban areas. Ten of 19 (53%) cliff-nesting gull species breed in urban settlements, whereas only three of 28 (11%) non-cliff-nesting species do so. The proportion of overlap between breeding ranges and urban areas (PBU) ranged from 0 (Red-legged Kittiwake, <italic>Rissa brevirostris</italic>) to 0.163 (Saunders&#x2019;s Gull, <italic>Saundersilarus saundersi</italic>), with a median of 0.005 and a mean of 0.018. The proportion of overlap between foraging ranges and urban areas (PFU) ranged from 2.62 x 10<sup>-6</sup> (Swallow-tailed Gull, <italic>Creagrus furcatus</italic>) to 0.213 (<italic>S. saundersi</italic>), with a median of 0.009 and a mean of 0.016.</p>
<sec id="s3_1">
<label>3.1</label>
<title>Urban breeding</title>
<sec id="s3_1_1">
<label>3.1.1</label>
<title>Gull species with residual brain mass data</title>
<p>Our phylogenetic path analysis indicated that the best model (weight = 0.46, p = 0.54) was one where residual brain mass predicted cliff nesting and cliff nesting predicted urban breeding (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). The second-best model (weight = 0.44, p = 0.78, &#x394;CICc = 0.07) was identical to the best-supported model other than one additional parameter, a direct relationship between residual brain mass and urban breeding. The third-best model&#x2019;s &#x394;CICc was 3.51 (see <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;1</bold>
</xref> for the list of models analysed). The best-supported model estimated that the odds of cliff nesting were predicted to increase by a factor of 24 for each standard deviation increase in residual brain mass. In addition, the model estimated that the odds of urban breeding were 12.58 times higher for cliff-nesters than non-cliff-nesters. Urban breeding was also related to the proportion of overlap between breeding ranges and urban areas (PBU): the odds of urban breeding were predicted to increase by 3.08 times for each standard deviation increase in log PBU. Additionally, urban breeding was estimated to be a better predictor of research effort than <italic>vice versa</italic>; log research effort was 1.16 standard deviations higher in urban-breeding species compared to non-urban-breeding species.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Results of phylogenetic path analysis of the relationship between urban breeding, residual brain mass, cliff nesting, research effort, and the proportion of overlap between breeding ranges and urban areas (log PBU).</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Relationship</th>
<th valign="top" align="left">Estimate (OR)</th>
<th valign="top" align="left">SE</th>
<th valign="top" align="left">Z</th>
<th valign="top" align="left">
<italic>p</italic>
</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="bottom" align="left">Urban breeding &#x2190; cliff nesting</td>
<td valign="bottom" align="left">2.53 (12.58)</td>
<td valign="bottom" align="left">1.03</td>
<td valign="bottom" align="left">2.46</td>
<td valign="top" align="left">0.014</td>
</tr>
<tr>
<td valign="bottom" align="left">Urban breeding &#x2190; log PBU</td>
<td valign="bottom" align="left">1.12 (3.08)</td>
<td valign="bottom" align="left">0.55</td>
<td valign="bottom" align="left">2.05</td>
<td valign="top" align="left">0.040</td>
</tr>
<tr>
<td valign="bottom" align="left">Cliff nesting &#x2190; residual brain mass</td>
<td valign="bottom" align="left">3.18 (24.00)</td>
<td valign="bottom" align="left">1.19</td>
<td valign="bottom" align="left">2.68</td>
<td valign="top" align="left">0.007</td>
</tr>
<tr>
<td valign="bottom" align="left">Log research effort &#x2190; urban breeding</td>
<td valign="bottom" align="left">1.16</td>
<td valign="bottom" align="left">0.32</td>
<td valign="bottom" align="left">3.65</td>
<td valign="top" align="left">&lt; 0.001</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Urban breeding and cliff nesting are binary variables, therefore odds ratios (OR) are also given in brackets. Arrows indicate the hypothesised direction of effects. Continuous variables have been standardised. The best-supported model is shown. N = 30.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_1_2">
<label>3.1.2</label>
<title>Urban breeding across the gull subfamily</title>
<p>When considering the larger sample without residual brain mass data, the model where urban breeding predicted research effort was again better supported than the model where research effort predicted urban breeding (weight = 0.99, p = 0.44, next model &#x394;CICc = 12.8). Cliff nesting remained a statistically significant predictor of urban breeding (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>). The alternative model can be viewed in <xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;2</bold>
</xref>.</p>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Results of phylogenetic path analysis of the relationship between urban breeding, cliff nesting, research effort, and the proportion of overlap between breeding ranges and urban areas (log PBU) across the entire gull subfamily.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Relationship</th>
<th valign="top" align="left">Estimate (OR)</th>
<th valign="top" align="left">SE</th>
<th valign="top" align="left">Z</th>
<th valign="top" align="left">
<italic>p</italic>
</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="bottom" align="left">Urban breeding &#x2190; cliff nesting</td>
<td valign="bottom" align="left">2.38 (10.83)</td>
<td valign="bottom" align="left">0.79</td>
<td valign="bottom" align="left">3.02</td>
<td valign="top" align="left">0.003</td>
</tr>
<tr>
<td valign="bottom" align="left">Urban breeding &#x2190; log prop urban overlap</td>
<td valign="bottom" align="left">0.79 (2.20)</td>
<td valign="bottom" align="left">0.39</td>
<td valign="bottom" align="left">2.02</td>
<td valign="top" align="left">0.043</td>
</tr>
<tr>
<td valign="bottom" align="left">Log research effort &#x2190; urban breeding</td>
<td valign="bottom" align="left">1.42</td>
<td valign="bottom" align="left">0.25</td>
<td valign="bottom" align="left">5.63</td>
<td valign="top" align="left">&lt; 0.001</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Urban breeding and cliff nesting are binary variables. Arrows indicate the hypothesised direction of effects. Odds ratios (OR) are given in brackets. Continuous variables have been standardised. The best-supported model is shown. N = 50.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>The best-supported model estimated that the odds of cliff-nesting species breeding in urban areas were 10.83 times higher than those of non-cliff-nesting species. The size and direction of the effects of PBU on urban breeding and of urban breeding on research effort were similar to those in the brain mass subset. <xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref> represents the model of urban breeding implied by our analyses, showing the relationships and posited causal pathways between the tested variables.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>A representation of the best-supported model of urban breeding in the gull subfamily, as determined by phylogenetic path analysis. Arrows indicate the direction of effects, and the positive effects of all predictors are denoted by &#x2018;+&#x2019; signs. Behavioural flexibility was not directly measured, hence it is depicted in grey.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-12-1256911-g002.tif"/>
</fig>
</sec>
<sec id="s3_1_3">
<label>3.1.3</label>
<title>The evolution of cliff nesting</title>
<p>We reconstructed the ancestral state of cliff nesting versus exclusive ground nesting. The estimated likelihood of cliff nesting was 0.40 at the root of the phylogenetic tree; one of the two species most distantly related to all other gulls is a present-day cliff nester (<italic>Creagrus furcatus</italic>; <xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>). At the next split, the likelihood was estimated to be 0.35. The genus <italic>Larus</italic> has a high proportion of cliff nesters, but the estimated likelihood of their common ancestor being a cliff nester was only 0.07.</p>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Phylogenetic tree of the gull subfamily, showing the maximum likelihood estimation of the ancestral state of breeding ecology (orange = cliff nesting present, blue = cliff nesting absent), with current states at the tips. Urban breeding status (black circles: urban breeding present, grey circles: urban breeding not present) and an indication of residual brain mass (dark blue squares: &lt; -1 SD, light blue squares: -1 - 0 SD, yellow squares: 0 - 1 SD, orange squares: &gt; 1 SD) and urban breeding range overlap (pale blue triangles: &lt; 1% urban overlap, red triangles: &#x2265; 1% urban overlap) are also shown.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-12-1256911-g003.tif"/>
</fig>
</sec>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Urban foraging</title>
<sec id="s3_2_1">
<label>3.2.1</label>
<title>Model including residual brain mass</title>
<p>Two candidate models were identified in the analysis of urban foraging and residual brain mass; one where urban foraging predicted research effort (best-supported, weight = 0.46, p = 0.84), and one where research effort predicted urban foraging (&#x394;CICc = 1.14, weight = 0.26, p = 0.75; <xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>). The next model had a &#x394;CICc of 3.20 (<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Table&#xa0;3</bold>
</xref>). The relationship between residual brain mass and urban foraging in the two top models was positive but not statistically significant. Hand-wing index (HWI) had a weakly negative relationship with urban foraging, but this relationship was also non-significant. Neither of the top models featured a relationship between residual brain mass and HWI.</p>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Results of phylogenetic path analysis of the relationship between urban foraging, residual brain mass, hand-wing index, research effort, and the proportion of overlap between foraging ranges and urban areas (PFU).</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" colspan="5" align="left">[a] Model 1 (w = 0.46)</th>
</tr>
<tr>
<th valign="top" align="left">Relationship</th>
<th valign="top" align="left">Estimate</th>
<th valign="top" align="left">SE</th>
<th valign="top" align="left">Z</th>
<th valign="top" align="left">
<italic>p</italic>
</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="bottom" align="left">Urban foraging &#x2190; residual brain mass</td>
<td valign="bottom" align="left">0.78 (2.18)</td>
<td valign="bottom" align="left">0.49</td>
<td valign="bottom" align="left">1.58</td>
<td valign="bottom" align="left">0.114</td>
</tr>
<tr>
<td valign="bottom" align="left">Urban foraging &#x2190; hand-wing index</td>
<td valign="bottom" align="left">-0.36 (0.70)</td>
<td valign="bottom" align="left">0.42</td>
<td valign="bottom" align="left">-0.86</td>
<td valign="top" align="left">0.390</td>
</tr>
<tr>
<td valign="bottom" align="left">Urban foraging &#x2190; log PFU</td>
<td valign="bottom" align="left">0.21 (1.24)</td>
<td valign="bottom" align="left">0.44</td>
<td valign="bottom" align="left">0.49</td>
<td valign="top" align="left">0.624</td>
</tr>
<tr>
<td valign="bottom" align="left">Log research effort &#x2190; urban foraging</td>
<td valign="bottom" align="left">1.12</td>
<td valign="bottom" align="left">0.32</td>
<td valign="bottom" align="left">3.47</td>
<td valign="top" align="left">&lt; 0.001</td>
</tr>
<tr>
<th valign="top" colspan="5" align="left">[b] Model 2 (w = 0.26, &#x394;CICc = 1.14)</th>
</tr>
<tr>
<th valign="top" align="left">Relationship</th>
<th valign="top" align="left">Estimate</th>
<th valign="top" align="left">SE</th>
<th valign="top" align="left">Z</th>
<th valign="top" align="left">
<italic>p</italic>
</th>
</tr>
<tr>
<td valign="top" align="left">Urban foraging &#x2190; residual brain mass</td>
<td valign="top" align="left">0.64 (1.89)</td>
<td valign="top" align="left">0.53</td>
<td valign="top" align="left">1.21</td>
<td valign="top" align="left">0.226</td>
</tr>
<tr>
<td valign="top" align="left">Urban foraging &#x2190; hand-wing index</td>
<td valign="top" align="left">-0.64 (0.53)</td>
<td valign="top" align="left">0.51</td>
<td valign="top" align="left">-1.26</td>
<td valign="top" align="left">0.208</td>
</tr>
<tr>
<td valign="top" align="left">Urban foraging &#x2190; log PFU</td>
<td valign="top" align="left">0.10 (1.11)</td>
<td valign="top" align="left">0.55</td>
<td valign="top" align="left">0.19</td>
<td valign="top" align="left">0.849</td>
</tr>
<tr>
<td valign="top" align="left">Urban foraging &#x2190; log research effort</td>
<td valign="top" align="left">1.22 (3.40)</td>
<td valign="top" align="left">0.57</td>
<td valign="top" align="left">2.17</td>
<td valign="top" align="left">0.030</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>The two best-supported models are shown. Arrows indicate the hypothesised direction of effects. Odds ratios (OR) are given in brackets. Continuous variables have been standardised. N = 30.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s3_2_2">
<label>3.2.2</label>
<title>Urban foraging across the gull subfamily</title>
<p>Our urban foraging analysis of all 50 species of gull showed that the only statistically significant relationship was between urban foraging and research effort, but it was unable to distinguish between the direction of effects. The best-supported model (weight = 0.72, p = 0.22) indicated that urban foraging was predicted by research effort, while the other model (&#x394;CICc = 1.90, weight = 0.28, p = 0.12) placed urban foraging as a predictor of research effort (<xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref>). The best-supported model indicated that, although HWI was negatively associated with urban foraging, with the odds of urban foraging predicted to decrease by a factor of 0.43 for each standard deviation increase in HWI, this relationship was not statistically significant (<xref ref-type="table" rid="T4">
<bold>Table&#xa0;4A</bold>
</xref>). Furthermore, the effect of this non-significant relationship was negligible in the alternative model (<xref ref-type="table" rid="T4">
<bold>Table&#xa0;4B</bold>
</xref>).</p>
<table-wrap id="T4" position="float">
<label>Table&#xa0;4</label>
<caption>
<p>Results of phylogenetic path analysis of the relationship between urban foraging, hand-wing index, research effort, and the proportion of overlap between foraging ranges and urban areas (PFU) when considering the entire gull subfamily.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" colspan="5" align="left">[a] Model 1 (w = 0.72)</th>
</tr>
<tr>
<th valign="top" align="left">Relationship</th>
<th valign="top" align="left">Estimate</th>
<th valign="top" align="left">SE</th>
<th valign="top" align="left">Z</th>
<th valign="top" align="left">
<italic>p</italic>
</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="bottom" align="left">Urban foraging &#x2190; hand-wing index</td>
<td valign="bottom" align="left">-0.85 (0.43)</td>
<td valign="bottom" align="left">0.48</td>
<td valign="bottom" align="left">-1.75</td>
<td valign="top" align="left">0.080</td>
</tr>
<tr>
<td valign="bottom" align="left">Urban foraging &#x2190; log PFU</td>
<td valign="bottom" align="left">0.10 (1.10)</td>
<td valign="bottom" align="left">0.53</td>
<td valign="bottom" align="left">0.18</td>
<td valign="top" align="left">0.857</td>
</tr>
<tr>
<td valign="bottom" align="left">Urban foraging &#x2190; log research effort</td>
<td valign="bottom" align="left">2.09 (8.10)</td>
<td valign="bottom" align="left">0.62</td>
<td valign="bottom" align="left">3.37</td>
<td valign="top" align="left">&lt; 0.001</td>
</tr>
<tr>
<th valign="top" colspan="5" align="left">[b] Model 2 (w = 0.28, &#x394;CICc = 1.90)</th>
</tr>
<tr>
<th valign="top" align="left">Relationship</th>
<th valign="top" align="left">Estimate</th>
<th valign="top" align="left">SE</th>
<th valign="top" align="left">Z</th>
<th valign="top" align="left">
<italic>p</italic>
</th>
</tr>
<tr>
<td valign="top" align="left">Urban foraging &#x2190; hand-wing index</td>
<td valign="top" align="left">-0.07 (0.94)</td>
<td valign="top" align="left">0.36</td>
<td valign="top" align="left">-0.18</td>
<td valign="top" align="left">0.855</td>
</tr>
<tr>
<td valign="top" align="left">Urban foraging &#x2190; log PFU</td>
<td valign="top" align="left">0.21 (1.23)</td>
<td valign="top" align="left">0.38</td>
<td valign="top" align="left">0.55</td>
<td valign="top" align="left">0.582</td>
</tr>
<tr>
<td valign="top" align="left">Log research effort &#x2190; urban foraging</td>
<td valign="top" align="left">1.40 (4.04)</td>
<td valign="top" align="left">0.26</td>
<td valign="top" align="left">5.46</td>
<td valign="top" align="left">&lt; 0.001</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>The two best-supported models are shown. Arrows indicate the hypothesised direction of effects. Odds ratios (OR) are given in brackets. Continuous variables have been standardised. N = 50.</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>The relationship between urban habitat use and population status</title>
<p>Ten of the 50 gull species are listed by IUCN as Threatened (six species) or Near Threatened (four species). Of these, only one (Black-legged Kittiwake, <italic>Rissa tridactyla</italic>) is known to use urban habitats, whereas the other 16 species known to use urban habitats are listed as Least Concern. This means that gulls with a Least Concern conservation status are four times more likely to have been recorded using urban areas for breeding or foraging than those that are listed as Threatened or Near Threatened (<xref ref-type="table" rid="T5">
<bold>Table&#xa0;5</bold>
</xref>). In addition, eleven species (six of which are Threatened or Near Threatened) are listed as decreasing in population. Of these, two (European Herring Gull and Black-legged Kittiwake) use urban habitats. Excluding those with an &#x201c;unknown&#x201d; population trend (N = 11), species whose global populations are stable or increasing are more than twice (2.16 times) as likely to have been recorded using urban habitats than those that are decreasing.</p>
<table-wrap id="T5" position="float">
<label>Table&#xa0;5</label>
<caption>
<p>Urban habitat use, global population status and population trend for the 50 species in the gull subfamily, as listed by the International Union for Conservation of Nature (IUCN).</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left"/>
<th valign="top" colspan="2" align="left">Urban</th>
<th valign="top" colspan="2" align="left">Not urban</th>
</tr>
<tr>
<th valign="top" align="left">Population trend</th>
<th valign="top" align="left">IUCN Threatened or Near Threatened</th>
<th valign="top" align="left">IUCN Least Concern</th>
<th valign="top" align="left">IUCN Threatened or Near Threatened</th>
<th valign="top" align="left">IUCN Least Concern</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Decreasing</td>
<td valign="top" align="left">1</td>
<td valign="top" align="left">1</td>
<td valign="top" align="left">5</td>
<td valign="top" align="left">4</td>
</tr>
<tr>
<td valign="top" align="left">Stable</td>
<td valign="top" align="left">0</td>
<td valign="top" align="left">3</td>
<td valign="top" align="left">2</td>
<td valign="top" align="left">6</td>
</tr>
<tr>
<td valign="top" align="left">Increasing</td>
<td valign="top" align="left">0</td>
<td valign="top" align="left">8</td>
<td valign="top" align="left">0</td>
<td valign="top" align="left">9</td>
</tr>
<tr>
<td valign="top" align="left">Unknown</td>
<td valign="top" align="left">0</td>
<td valign="top" align="left">4</td>
<td valign="top" align="left">2</td>
<td valign="top" align="left">5</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Total</bold>
</td>
<td valign="top" align="left">
<bold>1</bold>
</td>
<td valign="top" align="left">
<bold>16</bold>
</td>
<td valign="top" align="left">
<bold>9</bold>
</td>
<td valign="top" align="left">
<bold>24</bold>
</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<p>Understanding the traits that cause species to use urban areas, and the potential effects of urban habitat use on wildlife population metrics, has important implications for urban planning, human-wildlife conflict mitigation and conservation actions. We conducted a comparative analysis to identify some of the factors that facilitate urban breeding and foraging among the gull subfamily, and assessed whether urban habitat use is related to their population status. We found that breeding ecology and the opportunity to colonise urban areas were important factors explaining urban breeding, but urban foraging was more difficult to explain.</p>
<p>We found that gull species with relatively larger brains appear to be more likely to exploit urban areas for breeding, which is consistent with previous avian comparative analyses (<xref ref-type="bibr" rid="B40">Maklakov et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B58">Sayol et&#xa0;al., 2020</xref>). However, this relationship is not direct and is mediated by breeding ecology. The strong relationship between residual brain mass and cliff nesting suggests that breeding habitat choice could be a result of cognitive factors. Our analysis of ancestral states revealed that cliff nesting is likely to be a derived trait in gulls. One potential hypothesis is that behavioural flexibility, afforded by a relatively larger brain, allowed the use of novel breeding habitats. Interestingly, few gull species nest exclusively on cliffs (<xref ref-type="bibr" rid="B62">Smith, 1966</xref>; <xref ref-type="bibr" rid="B9">Burger, 1974</xref>), indicating that there is flexibility in the choice of breeding habitat type within species. Our model of the relationship between cliff nesting and urban breeding across the gull subfamily supported the existence of a strong relationship between these two traits. It is plausible that buildings may not only be chosen by gulls for their functional similarity to cliffs, but as a result of behavioural flexibility inherent in the cliff-nesting species. Obtaining brain size estimates for the remaining gull species and quantifying the variation in breeding habitat choice at a finer scale would provide a test of this hypothesis. Furthermore, many other species breed in urban areas, and it would be pertinent to investigate whether a relationship between urban breeding and habitat flexibility is evident more widely.</p>
<p>It is, however, important to note that residual brain mass may not necessarily equate to cognitive ability (<xref ref-type="bibr" rid="B59">Schoenemann et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B15">Deaner et&#xa0;al., 2007</xref>). Brain size is used as a convenient proxy for behavioural flexibility, but the causal pathway between brain size and behavioural flexibility is not simple (<xref ref-type="bibr" rid="B34">Logan et&#xa0;al., 2018</xref>). Moreover, brain size estimates are based on small sample sizes for each species, and species estimates can vary widely, creating uncertainty in the results of comparative analyses (<xref ref-type="bibr" rid="B24">Hooper et&#xa0;al., 2022</xref>). Cognitive tests, some of which have already shown behavioural flexibility in a small number of relatively large-brained gull species (<xref ref-type="bibr" rid="B49">Obozova et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B31">Lamarre and Wilson, 2021</xref>; <xref ref-type="bibr" rid="B26">Inzani et&#xa0;al., 2023</xref>), could provide a greater insight into cognitive abilities, but would need to be implemented more widely across the subfamily. Cognitive tests would also need to be directly relevant to the questions at hand. Responses to humans, anthropogenic objects and novelty can be expected to affect successful exploitation of urban areas (<xref ref-type="bibr" rid="B33">Lee and Thornton, 2021</xref>). A high degree of behavioural flexibility, potentially facilitated by enhanced memory and discriminative abilities, is likely to allow species to cope with urban challenges more effectively.</p>
<p>We did not find a significant relationship between brain size and urban foraging. This might be because urban foraging does not necessarily require behavioural flexibility, because our brain mass data do not adequately explain behavioural flexibility in foraging, or perhaps because urban foraging has been underreported. Although the relationship between urban foraging and hand-wing index (HWI, or wing pointedness) was negative as expected, the evidence that gulls with a high HWI were less likely to use urban areas for foraging was weak. Wing shape therefore does not appear to constrain urban foraging by gulls. Relatedly, if foraging lifestyle is indeed closely linked to HWI, and HWI is reflective of the type of habitat frequented by species and the type of diet consumed, there is little evidence to suggest it has a role in promoting the use of urban areas for feeding. This may not be surprising considering that gulls are relatively similar in their foraging niche: as a group they are considered dietary generalists and the majority of species have a terrestrial foraging component (AVONET database, <xref ref-type="bibr" rid="B69">Tobias et&#xa0;al., 2022</xref>). Data on the finer details of each species&#x2019; dietary breadth are, to our knowledge, not currently available, but might provide a better understanding of the causes of urban foraging in gulls. HWI may also not be a perfect proxy for foraging lifestyle, and it is sometimes used instead as a proxy for dispersal ability (e.g. <xref ref-type="bibr" rid="B74">Weeks et&#xa0;al., 2023</xref>). An analysis examining the effect of HWI, framed as dispersal ability, on the degree of urban habitat use in a larger sample of birds found a slightly positive relationship between these two variables (<xref ref-type="bibr" rid="B48">Neate-Clegg et&#xa0;al., 2023</xref>). These differing results perhaps expose the limitations of using proxies and indicate the need for a well-formulated hypothesis of how physical traits could affect habitat use.</p>
<p>Research effort was consistently an important variable in our models of urban breeding and foraging. In some models, a pathway from urban habitat use to research effort was predicted, while in others, research effort better predicted urban habitat use. The direction of causality is, however, likely to be bidirectional: while research effort may increase the reporting of instances of urban habitat use, urban habitat use entails close proximity to humans and therefore ease of access for study, which could result in greater research effort. This is probably why our models, which cannot incorporate bidirectionality, were not always consistent in predicting the direction of effects. The idea that urban habitat use could explain research effort has been suggested before in a study where urban mammals were found to have more documented parasites than non-urban species (<xref ref-type="bibr" rid="B1">Albery et&#xa0;al., 2022</xref>). Our results highlight the importance of considering how research effort relates to biological effects and the utility of measuring this variable for revealing species in need of greater study.</p>
<p>Finally, we considered the population status of urban and non-urban gull species. We found that species that were of international conservation concern or decreasing in population size were less likely to have been recorded using urban habitats. These figures contrast with another study assessing the relationship between national conservation status and urban habitat use in a wider variety of animal and plant taxa in Australia (<xref ref-type="bibr" rid="B28">Ives et&#xa0;al., 2016</xref>). There may be divergent effects on different taxa in different geographical areas, and the stage of urbanisation and cause of the population declines could be important. However, it should be recognised that, while species populations are routinely monitored, these categories do not necessarily capture the true population status of a species. Some gull species are not of conservation concern internationally, as recognised by IUCN, but are of conservation concern nationally. This is the case for the European Herring Gull, which is on the Red list of Birds of Conservation Concern in the United Kingdom because of its population declines (<xref ref-type="bibr" rid="B67">Stanbury et&#xa0;al., 2021</xref>). Other species may have received less attention and not be adequately monitored at a local level. Furthermore, some species classed as Least Concern may not have been recently or fully assessed, as indicated by nine Least Concern gull species having an &#x201c;unknown&#x201d; population trend. As an example, recent research has recommended that the Great Black-backed Gull (whose population trend is presently listed by IUCN as &#x201c;unknown&#x201d;) should be classed as Vulnerable (<xref ref-type="bibr" rid="B35">Lopez et&#xa0;al., 2023</xref>). It is likely that other species have received even less attention than this widespread, urbanised species, and are facing similar, but undocumented, population declines. Therefore these categorisations are an imperfect measure of a species&#x2019; population status. Nevertheless, it is important to recognise the implications of a relationship between population status and urban habitat use. If this relationship is still evident with better data, it raises the question why. Are species that can tolerate urban areas also more resilient to other changes in the environment, perhaps because they have a wider dietary breadth and/or consider a range of breeding sites (as suggested by, e.g., <xref ref-type="bibr" rid="B63">Sol et&#xa0;al., 2005</xref>)? Or could urban areas be acting as a refuge, buffering individuals from detrimental changes in their original and increasingly degraded habitats? Is this pattern observed in other taxa, and is there any evidence for a causal effect?</p>
<p>Our study adds to a growing literature on urban birds, but comparative studies seeking to understand how other taxonomic groups, such as mammals and reptiles, respond to urbanisation are greatly lacking (<xref ref-type="bibr" rid="B33">Lee and Thornton, 2021</xref>). It is probable that some of the factors that explain urban habitat use will be generalisable across taxa, but there could be substantial differences. These differences may also determine whether urban areas are positive or negative for individual species, and whether they act as a safe place or an ecological trap, attracting animals to their peril (<xref ref-type="bibr" rid="B76">Zu&#xf1;iga-Palacios et&#xa0;al., 2021</xref>). For example, mesocarnivores such as coyotes and bobcats avoid large carnivores like wolves and cougars, and tend to prefer to reside close to human settlements since these apex predators avoid human activity; however, a study found that far more mesocarnivores were killed intentionally by humans than by large carnivores (<xref ref-type="bibr" rid="B53">Prugh et&#xa0;al., 2023</xref>). This is an instance of urbanised areas being an ecological trap, and, for some species, persecution by humans may outweigh any positive effects of urban living. In many cases, the habitat loss caused by urban expansion will have a detrimental impact on species (<xref ref-type="bibr" rid="B61">Simkin et&#xa0;al., 2022</xref>), but, for some, suitable habitat will be created (<xref ref-type="bibr" rid="B37">Lowry et&#xa0;al., 2013</xref>).</p>
<p>Presently, there is relatively little information on urban habitat use within gull species, although the body of research is steadily growing (e.g. <xref ref-type="bibr" rid="B50">Pais de Faria et&#xa0;al., 2021</xref>; <xref ref-type="bibr" rid="B13">Dalla Pria et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B32">Langley et&#xa0;al., 2023</xref>). Therefore, our analysis focused on the presence and absence of urban breeding and foraging at the species level. The extent to which each species uses urban habitats and the related topography would undoubtedly reveal finer-scale information on the factors underlying these behaviours. Tracking studies have shown that, despite gulls being generalists at the species or population level, this is largely underpinned by individual specialisation for certain diets and habitat types, and therefore gulls&#x2019; selection of urban habitats may be a means of lessening intraspecific competition (<xref ref-type="bibr" rid="B42">Masello et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B47">Navarro et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B60">Shaffer et&#xa0;al., 2017</xref>; <xref ref-type="bibr" rid="B43">Maynard and Ronconi, 2018</xref>; <xref ref-type="bibr" rid="B30">Jordan et&#xa0;al., 2021</xref>). There are likely to be key differences among individuals or subpopulations that will help in identifying the causes, and the effects, whether positive, negative or neutral, of urban habitat use. This will be invaluable to our understanding of urban ecology, but will require greater research effort.</p>
</sec>
<sec id="s5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="supplementary-material" rid="SM1">
<bold>Supplementary Material</bold>
</xref>. Further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s6" sec-type="author-contributions">
<title>Author contributions</title>
<p>MG: Conceptualization, Data curation, Formal analysis, Investigation, Methodology, Project administration, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. CB: Conceptualization, Data curation, Investigation, Methodology, Writing &#x2013; review &amp; editing. CR: Data curation, Writing &#x2013; review &amp; editing. NB: Conceptualization, Funding acquisition, Supervision, Writing &#x2013; review &amp; editing.</p>
</sec>
</body>
<back>
<sec id="s7" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare financial support was received for the research, authorship, and/or publication of this article. This work was funded by a Royal Society Research Fellow Enhanced Research Expenses Grant (RF\ERE\210119) awarded to NB.</p>
</sec>
<sec id="s8" 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="s9" 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="s10" 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/fevo.2024.1256911/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fevo.2024.1256911/full#supplementary-material</ext-link>
</p>
<supplementary-material xlink:href="Table_1.docx" id="SM1" mimetype="application/vnd.openxmlformats-officedocument.wordprocessingml.document"/>
<supplementary-material xlink:href="DataSheet_1.xlsx" id="SM2" mimetype="application/vnd.openxmlformats-officedocument.spreadsheetml.sheet"/>
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