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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.2024.1505827</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>Comparing species richness and abundance of bumble bees between urban and natural areas using a photographic survey approach</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>MacLeod</surname>
<given-names>Janelle</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
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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/resources/"/>
<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>Silva-Opps</surname>
<given-names>Marina</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
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<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
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<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Sanchez</surname>
<given-names>Javier</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/244241"/>
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<aff id="aff1">
<sup>1</sup>
<institution>Department of Biology, University of Prince Edward Island</institution>, <addr-line>Charlottetown, PEI</addr-line>, <country>Canada</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Health Management, University of Prince Edward Island</institution>, <addr-line>Charlottetown, PEI</addr-line>, <country>Canada</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Kris Braman, University of Georgia, United States</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Bodie Pennisi, University of Georgia, United States</p>
<p>Emilee Poole, United States Department of Agriculture, United States</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Janelle MacLeod, <email xlink:href="mailto:Janellemacleod@gmail.com">Janellemacleod@gmail.com</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>09</day>
<month>12</month>
<year>2024</year>
</pub-date>
<pub-date pub-type="collection">
<year>2024</year>
</pub-date>
<volume>12</volume>
<elocation-id>1505827</elocation-id>
<history>
<date date-type="received">
<day>03</day>
<month>10</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>20</day>
<month>11</month>
<year>2024</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2024 MacLeod, Silva-Opps and Sanchez</copyright-statement>
<copyright-year>2024</copyright-year>
<copyright-holder>MacLeod, Silva-Opps and Sanchez</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>Bumble bees are essential pollinators that provide critical ecosystem services yet, studies are documenting global species declines while recognizing those declines may be understated due to insufficient baseline data. This study investigates bumble bee species richness and abundance across urban and natural sites in Prince Edward Island, Canada, focusing on Charlottetown (urban) and Prince Edward Island National Park (natural). We conducted fieldwork in August and September 2019 using a non-invasive photographic survey technique. We used published keys and sought feedback from citizen science platforms like iNaturalist and Bumble Bee Watch to verify species identification. Our results revealed nine bumble bee species, with <italic>Bombus impatiens</italic> being the most abundant and <italic>Bombus perplexus</italic> the rarest. Species richness was higher in natural sites, while urban sites demonstrated moderate levels of bumble bee diversity. Additionally, our findings suggest that sites containing a mix of natural and human-cultivated plant types, predominantly found in our urban study sites, may support higher diversity and evenness levels than those of homogenized plant types (natural or human-cultivated). This research illustrates the practicality of photographic surveys to document the species richness and diversity of bumble bees while avoiding disturbance to populations in urban and natural habitats of Prince Edward Island.</p>
</abstract>
<kwd-group>
<kwd>bumble bees</kwd>
<kwd>urbanization</kwd>
<kwd>photographic surveys</kwd>
<kwd>pollinators</kwd>
<kwd>species richness</kwd>
<kwd>conservation</kwd>
<kwd>baseline data</kwd>
</kwd-group>
<counts>
<fig-count count="6"/>
<table-count count="4"/>
<equation-count count="0"/>
<ref-count count="72"/>
<page-count count="13"/>
<word-count count="6135"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Conservation and Restoration 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>Urbanization is recognized as a major cause of pollinator habitat loss, mainly promoted by the rapid growth and concentration of human populations in urban centers. From the ecological point of view, urban areas are a unique mosaic of residential, commercial, and industrial habitats ameliorated by green spaces (<xref ref-type="bibr" rid="B9">Breuste et&#xa0;al., 2008</xref>). Researchers frequently document urbanization&#x2019;s negative impacts on species diversity and abundance of a broad range of taxa. Yet, with effective conservation measures, pollinators, including bumble bees, can successfully use urban habitats (<xref ref-type="bibr" rid="B6">Blackmore and Goulson, 2014</xref>) and may prefer urban spaces to agriculturally dominated spaces (<xref ref-type="bibr" rid="B59">Samuelson et&#xa0;al., 2018</xref>).</p>
<p>Bumble bees (genus <italic>Bombus</italic>) are a major group of bees comprising approximately 260 species globally (<xref ref-type="bibr" rid="B22">Fisher et al., 2022</xref>). They pollinate a wide range of flora, including species vital to agriculture (<xref ref-type="bibr" rid="B46">Milanoa et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B59">Samuelson et&#xa0;al., 2018</xref>), species of conservation concern (<xref ref-type="bibr" rid="B3">Baldock, 2020</xref>; <xref ref-type="bibr" rid="B58">Potts et al., 2016</xref>), and those that support global food security (<xref ref-type="bibr" rid="B21">Fauser-Misslin et&#xa0;al., 2013</xref>; <xref ref-type="bibr" rid="B41">Marshman et&#xa0;al., 2019</xref>). <italic>Bombus</italic> species possess several physiological (e.g., <xref ref-type="bibr" rid="B28">Heinrich, 1975</xref>; <xref ref-type="bibr" rid="B29">Heinrich and Kammer, 1973</xref>; <xref ref-type="bibr" rid="B42">Masson et al., 2017</xref>), morphological (e.g., variable tongue phenology; <xref ref-type="bibr" rid="B1">Arbulo et al., 2015</xref>; <xref ref-type="bibr" rid="B26">Grixti et&#xa0;al., 2009</xref>) and ecological (e.g., buzz pollination; <xref ref-type="bibr" rid="B53">Nunes-Silva et&#xa0;al., 2013</xref>) characteristics that contribute to their success as pollinators (<xref ref-type="bibr" rid="B7">Bond, 1994</xref>; <xref ref-type="bibr" rid="B60">Sheffield et al., 2003</xref>). Not only have bumble bees earned the label of keystone species within urban habitats (<xref ref-type="bibr" rid="B24">Goulson et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B56">Parrey et al. 2021</xref>), their nests can host parasitic and commensal species (<xref ref-type="bibr" rid="B12">Cameron et&#xa0;al., 2007</xref>), demonstrating their further value in providing ecosystem services (<xref ref-type="bibr" rid="B71">Winfree et al., 2007</xref>). The queens of parasitic species within the <italic>Bombus</italic> genus, also called cuckoo bumble bees (subgenus <italic>Psithyrus</italic>), locate established nests and kill or dominate the resident queen of a preferred <italic>Bombus</italic> host species (<xref ref-type="bibr" rid="B36">Lhomme and Hines, 2018</xref>). The dominant queen will then use the resident queen&#x2019;s workers to rear her reproductive offspring (<xref ref-type="bibr" rid="B36">Lhomme and Hines, 2018</xref>); therefore, <italic>Psithyrus</italic> subgenus species lack worker castes.</p>
<p>Aside from collection reviews, scientists typically survey bumble bees using traps or bowls (<xref ref-type="bibr" rid="B2">Armistead, 2023</xref>; <xref ref-type="bibr" rid="B5">Bell et&#xa0;al., 2023</xref>), which are passive techniques involving lethal capture. Lethal capture techniques vastly reduce time and labor commitments (e.g., <xref ref-type="bibr" rid="B10">Brooks and Nocera, 2020</xref>; <xref ref-type="bibr" rid="B47">Montero-Casta&#xf1;o et al., 2022</xref>) but involve a certain level of disturbance in populations and ecological communities surveyed. Conducting surveys while limiting population disturbance is particularly important when studying rare or at-risk species (<xref ref-type="bibr" rid="B47">Montero-Casta&#xf1;o et al., 2022</xref>; <xref ref-type="bibr" rid="B5">Bell et&#xa0;al., 2023</xref>). A more labor-intensive yet still effective approach is netting to capture individuals for collections or subsequent analysis and release (<xref ref-type="bibr" rid="B5">Bell et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B19">Dominey, 2021</xref>). A non-lethal, non-invasive approach that may be used to survey pollinators, such as bumble bees, is the photographic survey. In this method, the researcher collects photos of individual animals and identifies them via their color patterns and physical characteristics (<xref ref-type="bibr" rid="B70">Williams et&#xa0;al., 2014</xref>). While requiring more labor than lethal capture, photographic surveys are very cost-effective. The studies that have used photographic surveys to document the presence or abundance of bumble bees have shown that this method of surveying can effectively quantify and distinguish bumble bee species provided the researchers possess expertise in bumble bee taxonomy (e.g., <xref ref-type="bibr" rid="B39">MacPhail et&#xa0;al., 2020</xref>). In addition, digital cameras are not required to take high-quality images of most bumble bee species. Most smartphones possess cameras that can provide excellent photos of bumble bees hovering around and on flowering plants. Citizen science platforms like iNaturalist and Bumble Bee Watch rely on photographic submissions and have become a popular approach to documenting bumble bee abundance and distribution (<xref ref-type="bibr" rid="B20">Falk et al. 2019</xref>; <xref ref-type="bibr" rid="B39">MacPhail et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B65">Suzuki-Ohno et&#xa0;al., 2017</xref>). Typically, experts take time to review submissions on citizen science platforms that improve accurate species identification. Yet, it is important to distinguish that some platforms allow any user to suggest identification. For example, Bumble Bee Watch submissions are verified by experts, whereas iNaturalist allows any user to suggest an identification that may falsely become considered &#x201c;Research Grade.&#x201d;</p>
<p>Within the urban context, green spaces may include human-made gardens, parks, playgrounds, trails, cemeteries, and enclaves of natural and semi-natural plant communities (<xref ref-type="bibr" rid="B17">Daniels et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B72">Wood et al. 2018</xref>). Some researchers studying bumble bees in urban areas have documented lower flower visitation rates, lower species richness, loss of rare species, and homogenization of species pools (<xref ref-type="bibr" rid="B18">Deguines et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B27">Harrison et&#xa0;al., 2019</xref>; <xref ref-type="bibr" rid="B30">Hernandez et&#xa0;al., 2009</xref>), while others are documenting that many large-bodied, social, and generalist pollinator species can thrive in urban environments (<xref ref-type="bibr" rid="B37">Liang et&#xa0;al., 2023</xref>). Some have found bumble bee diversity to be relatively higher in urban areas because of the assortment of flora that characterizes urban green spaces (<xref ref-type="bibr" rid="B4">Baldock et al. 2015</xref>; <xref ref-type="bibr" rid="B66">Theodorou et&#xa0;al., 2021</xref>), particularly individual and community gardens (<xref ref-type="bibr" rid="B3">Baldock, 2020</xref>). Studies have shown that bumble bees can colonize urban areas with a relatively small cover of green space (e.g., <xref ref-type="bibr" rid="B30">Hernandez et&#xa0;al., 2009</xref>; <xref ref-type="bibr" rid="B43">Matteson et&#xa0;al., 2008</xref>; <xref ref-type="bibr" rid="B45">Matteson and Langellotto, 2010</xref>; <xref ref-type="bibr" rid="B68">Tommasi et&#xa0;al., 2004</xref>), provided the green space offers favorable and beneficial characteristics (<xref ref-type="bibr" rid="B52">Nunes et al. 2024</xref>). Urban spaces may offset the negative impacts that surrounding agricultural (e.g., lower reproductive rates, smaller peak sizes) and rural areas (e.g., less variation of floral resources) may pose on bumble bee populations (<xref ref-type="bibr" rid="B52">Nunes et al. 2024</xref>; <xref ref-type="bibr" rid="B59">Samuelson et&#xa0;al., 2018</xref>). It is important to note that habitat requirements vary between bumble bee species, which also helps explain how studies focusing on specific bumble bee species can produce contrasting results (<xref ref-type="bibr" rid="B38">Liczner and Colla, 2020</xref>).</p>
<p>Prince Edward Island (PEI) is the smallest Canadian province with only 600,000 hectares of land (<xref ref-type="bibr" rid="B33">Kolinjivadi et&#xa0;al., 2020</xref>), situated in the Gulf of St. Lawrence on the eastern coast of Canada. Since European colonization, roughly three centuries ago, anthropogenic activities such as forestry, agriculture, and urbanization have altered the natural habitats of PEI. Some active research has been conducted on bumble bees in Eastern Canada (e.g., <xref ref-type="bibr" rid="B11">Brown, 2022</xref>; <xref ref-type="bibr" rid="B19">Dominey, 2021</xref>). However, only one study (<xref ref-type="bibr" rid="B35">Laverty and Harder, 1988</xref>) has supplied precise information about bumble bees in PEI. Laverty and Harder used museum and private collections and recorded nine bumble bee species in the natural areas of PEI: <italic>Bombus borealis</italic>, <italic>Bombus citrinus</italic>, <italic>Bombus fervidus</italic>, <italic>Bombus insularis</italic>, <italic>Bombus rufocinctus</italic>, <italic>Bombus sandersoni</italic>, <italic>Bombus ternarius</italic>, <italic>Bombus terricola</italic>, and <italic>Bombus vagans</italic> (1988). Unfortunately, they did not offer any details pertaining to bumble bee species in urban PEI.</p>
<p>Specifically, the objectives of this study were (1) to provide baseline data on species richness, diversity, and relative abundance of bumble bees occurring in urban and natural areas of PEI (2) to assess the usefulness of photographic surveys for monitoring bumble bee populations; and (3) to compare the diversity and composition of bumble bee communities between urban and natural areas of PEI. Based on studies conducted in other regions of North America, we predicted that the natural areas of Prince Edward Island would support a more diverse bumblebee community compared to urban areas. This is because of the availability of preferred native flora (<xref ref-type="bibr" rid="B13">Carvell et al. 2017</xref>) and less anthropogenic disturbance. We also expected higher bumble bee abundance levels in sites dominated by natural flora compared to human-cultivated flora (i.e., ornamental plants). Although Laverty and Harder did not document <italic>Bombus impatiens</italic> in PEI (1988), we expected to find this species in both urban and natural sites. This prediction was based on <italic>B. impatiens</italic> being a generalist species that is widely distributed in Eastern North America (e.g., <xref ref-type="bibr" rid="B44">Matteson and Langellotto, 2009</xref>) and their range has artificially expanded because of their usefulness in commercial crop pollination (<xref ref-type="bibr" rid="B55">Palmier and Sheffield, 2019</xref>; <xref ref-type="bibr" rid="B69">Velthuis and Doorn, 2005</xref>).</p>
</sec>
<sec id="s2" sec-type="materials|methods">
<label>2</label>
<title>Materials and methods</title>
<sec id="s2_1">
<label>2.1</label>
<title>Study sites</title>
<p>PEI is Canada&#x2019;s smallest Atlantic province, located in the Gulf of St. Lawrence (<xref ref-type="bibr" rid="B62">Silva et&#xa0;al., 2005</xref>). The largest urban area of PEI is its capital, the city of Charlottetown (50 km<sup>2</sup> area), which has a population of roughly 44,000 individuals (<xref ref-type="bibr" rid="B64">Statistics Canada, 2018</xref>) (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>).</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>General location of bumble bee photographic surveys conducted in August and September 2019 between urban (Charlottetown, Prince Edward Island) and natural sites (Prince Edward Island National Park).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-12-1505827-g001.tif"/>
</fig>
<p>In order to compare the diversity and composition of bumble bee communities in urban and natural areas of PEI, a total of 20 sites were surveyed in PEINP and another 20 sites in Charlottetown (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). Charlottetown sites (20/20) included walking trails, parks, public gardens, and open green spaces, in locations that could represent the interior and boundaries of the city. Sites typically consisted of native and non-native naturally occurring species (e.g., aster spp., autumn hawkbit, clover spp., dandelion spp., goldenrod spp., and thyme spp.) and/or human cultivated species (e.g., begonia spp., chrysanthemum spp., cinquefoil spp., phacelia spp., and sedum spp.). PEINP sites consisted mainly of open green spaces with native and non-native wildflowers (aster spp., clover spp., common eyebright, goldenrod spp., knapweed spp., wild rose, and tufted vetch). PEINP contains 27 km<sup>2</sup> of protected natural habitats but it is important to note that it also includes human infrastructures (e.g., campgrounds, visitor and interpretation centers) that are used predominantly during the summer. Given the substantial level of anthropogenic disturbance in Charlottetown, three major areas within PEINP were selected to encompass a broad spectrum, ranging from moderate anthropogenic disturbance to predominantly natural environments. The Cavendish/North Rustico sites (9/20) display moderate disturbance and the least natural characteristics. This area was selected for this study because of its similarity with Charlottetown, as it sustains a higher level of anthropogenic activities and human infrastructure while encompassing the least abundant amounts of green space compared to other PEINP locations. Disturbance is especially obvious during the summer when tourists visit PEINP and the town of Cavendish. In contrast, the Brackley/Dalvay sites (5/20) exhibit a moderate level of disturbance along with moderate instances of human infrastructure. Finally, the Greenwich/Fort Amherst sites (6/20), while geographically separated, demonstrate the least amount of infrastructure and rates of visitation, while displaying the highest influx of natural characteristics (forested areas, wetlands, and uncultivated fields), that could represent natural areas of PEI. In this study, we categorized the vegetation at all surveyed sites into three main groups: natural (including native and non-native plants), human-cultivated (such as ornamental plants), and mixed (a combination of natural and human-cultivated) based on the dominant plants present at each site. We used the provincial vegetation classification standards (e.g., <xref ref-type="bibr" rid="B25">Government of Prince Edward Island, 1977</xref>; <xref ref-type="bibr" rid="B57">Pollinator Partnership Canada, 2017</xref>) for this classification.</p>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Photographic survey of bumble bees</title>
<p>For this study, we opted for a non-lethal, non-invasive photographic survey method at the request of Parks Canada. This decision was made to avoid capturing live animals within PEINP and to minimize disturbance to bumble bee populations. We chose photographic surveys because we believe photographs are a reliable survey instrument, especially when complimented via citizen science platforms utilized or managed by field experts that verify identification. We conducted a literature review to identify the specific characteristics of species expected to occur in PEI and used the identification key published by <xref ref-type="bibr" rid="B70">Williams et&#xa0;al. (2014)</xref>. In addition, we also consulted local and regional experts to ensure that our list of characteristics was accurate and exhaustive. Experts from the citizen science platforms were consulted for species that exhibited similar physical characteristics or if we were unsure of an individual species identification.</p>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Survey protocol</title>
<p>We surveyed each study site in August and September 2019, between 1000 and 1600, when the ambient temperature was at least 12&#xb0;C, and no prolonged rain periods or strong winds during the survey time (<italic>sensu</italic> <xref ref-type="bibr" rid="B54">Pacific Northwest Bumble Bee Atlas, 2019</xref>). Even though bumble bees can fly in less suitable weather conditions relative to other bees, maintaining optimal weather conditions allows for high-quality photos of bumble bees, as strong winds can make selective focusing extremely challenging, and low light periods can greatly reduce photo quality. Two sites in Charlottetown and one in PEINP could not be re-surveyed in September for reasons out of our control. We opted not to use pre-determined transect lines to avoid the unintended exclusion of flora in bloom within the selected site (<xref ref-type="bibr" rid="B50">Nielsen et al. 2011</xref>). Therefore, transect lines varied slightly from August to September, as required, if the location of blooming floral resources had alternated. To reduce the possibility of double counting the same individual bumble bee, each survey was conducted for 10 minutes and involved continuously walking in a direction (e.g., meandering East to West) and only changing directions sharply if required (e.g., urban park site with flora positioned in a bordering L shape). Timers were paused if an individual bumble bee displayed uncharacteristic color patterns requiring significant photographs to further aid in accurate identification (e.g., individuals with lost hair, unusual pigmentation, and morphologically similar species).</p>
<p>Photographs were taken with a smartphone (Samsung S8 generation; 2268 x 4032 pixels) to provide an optimal view of the abdomen, face, and thorax of bumble bees (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). An initial attempt was made to distinguish each bumble bee at the species level during the photographing process in the field. Confirmation of the identification was made by examining the photographs on a laptop and noting distinct morphological features (e.g., abdomen/tail color, facial hair, and the number/pattern of bands) (<italic>sensu</italic> <xref ref-type="bibr" rid="B35">Laverty and Harder, 1988</xref>). We could confidently recognize most species in our study sites by assessing morphological traits. Field observations and photographs did not permit us to distinguish confidently between <italic>B. vagans</italic> and <italic>B. sandersoni</italic> (two species expected to occur in PEI), therefore we grouped all potential observations of individuals from these two species into one group for data analyses (<italic>B. sandersoni/B. vagans</italic>). The photographs depicting bumble bees with un-characteristic color patterns were posted on iNaturalist (<xref ref-type="bibr" rid="B31">iNaturalist, 2020</xref>) and/or Bumble Bee Watch (<xref ref-type="bibr" rid="B67">The Xerces Society et&#xa0;al., 2020</xref>) as well as individuals from each species with typical patterns to confirm surveyor validation.</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Example of photographic procedure for each individual bumble bee so that multiple angles of the specimen are recorded to ensure accurate species identification <bold>(A&#x2013;D)</bold>. Photos taken by Janelle MacLeod of <italic>B. bimaculatus</italic> on August 17, 2019.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-12-1505827-g002.tif"/>
</fig>
</sec>
<sec id="s2_4">
<label>2.4</label>
<title>Data analysis</title>
<p>To assess community structure at each site in Charlottetown and PEINP, we computed species richness and Simpson&#x2019;s index of diversity. We used evenness as a measure of relative abundance. Evenness values were calculated as the inverse of the Simpson&#x2019;s index for each study site in both August and September (<xref ref-type="bibr" rid="B34">Krebs, 1989</xref>). Evenness reflects the relative abundance of species, indicating whether a community is dominated by a few species or if species are more evenly distributed. For example, if a community has high evenness, species are in similar abundance. Conversely, low evenness indicates that a few species are much more abundant than others. All community measurements, including species richness, species diversity, and evenness, were computed using Stata. Log transformation was applied to variables as needed to meet the assumptions of parametric statistical analyses. Multiple regression analyses were employed to investigate the influence of vegetation types and surveyed months on species diversity and evenness, while Poisson regression analysis was utilized to explore their effects on species richness.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<p>Overall, we observed 1,414 individual bumble bees in the 40 sites surveyed in this study (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Approximately the same number of bumble bees were photographed for Charlottetown (n = 705) and PEINP (n = 709). The most frequently observed species was <italic>B. impatiens</italic> representing ~79% of the observed bumble bees in Charlottetown sites and 58% in PEINP sites. <italic>B. perplexus</italic> and <italic>B. bimaculatus</italic> were only photographed in the Charlottetown sites (<xref ref-type="fig" rid="f3">
<bold>Figures&#xa0;3</bold>
</xref>&#x2013;<xref ref-type="fig" rid="f6">
<bold>6</bold>
</xref>). The average species richness in Charlottetown sites was 2.47 &#xb1; 1.33 (<xref ref-type="table" rid="T2">
<bold>Table&#xa0;2</bold>
</xref>) and 3.56 &#xb1; 1.17 in PEINP (<xref ref-type="table" rid="T3">
<bold>Table&#xa0;3</bold>
</xref>). Charlottetown displayed relatively lower species diversity, averaging 1.58 &#xb1; 0.67 compared to 2.13 &#xb1; 0.79 within PEINP. For evenness, the average in Charlottetown was 0.73 &#xb1; 0.23, while in PEINP, it was 0.62 &#xb1; 0.19.</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Total bumble bee abundances based on photographic surveys conducted in August and September 2019 in Charlottetown, Prince Edward Island and Prince Edward Island National Park.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" colspan="3" align="center">Charlottetown</th>
<th valign="top" colspan="3" align="center">Prince Edward Island National Park</th>
</tr>
<tr>
<th valign="top" align="center">Species</th>
<th valign="top" align="center">August</th>
<th valign="top" align="center">September</th>
<th valign="top" align="center">August</th>
<th valign="top" align="center">September</th>
<th valign="top" align="center"/>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="center">
<italic>B. bimaculatus</italic>
</td>
<td valign="top" align="center">12</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="center">
<italic>B. borealis</italic>
</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">16</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="center">
<italic>B. fervidus</italic>
</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="center">
<italic>B. impatiens</italic>
</td>
<td valign="top" align="center">249</td>
<td valign="top" align="center">309</td>
<td valign="top" align="center">138</td>
<td valign="top" align="center">274</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="center">
<italic>B. perplexus</italic>
</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="center">
<italic>B. rufocinctus</italic>
</td>
<td valign="top" align="center">72</td>
<td valign="top" align="center">32</td>
<td valign="top" align="center">88</td>
<td valign="top" align="center">25</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="center">
<italic>B. ternarius</italic>
</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">40</td>
<td valign="top" align="center">45</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="center">
<italic>B. terricola</italic>
</td>
<td valign="top" align="center">9</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">0</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="center">
<italic>B. vagans/sandersoni</italic>
</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">36</td>
<td valign="top" align="center">32</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="center">
<bold>Totals</bold>
</td>
<td valign="top" align="center">355</td>
<td valign="top" align="center">350</td>
<td valign="top" align="center">328</td>
<td valign="top" align="center">381</td>
<td valign="top" align="center">
<bold>1414</bold>
</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Distribution of bumble bees by site. Proportions of identified species by sampling month and location from photographic surveys conducted in Charlottetown, Prince Edward Island in August and September 2019. Site number is indicated on the y-axis which accounts for all sites within the study area. Sites were surveyed in August and re-surveyed in September; sites with no data in September indicate sites that could not be re-surveyed due to reasons out of our control.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-12-1505827-g003.tif"/>
</fig>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Distribution of bumble bees by site. Proportions of identified species by sampling month and location from photographic surveys conducted in the locations within Cavendish and North Rustico of Prince Edward Island National Park in August and September 2019. Site number is indicated on the y-axis which accounts for 9 of the 20 sites in the study area. Sites were surveyed in August and re-surveyed in September; sites with no data in September indicate sites that could not be re-surveyed due to reasons out of our control.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-12-1505827-g004.tif"/>
</fig>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Distribution of bumble bees by site. Proportions of identified species by sampling month and location from photographic surveys conducted in the locations within Brackley and Dalvay of Prince Edward Island National Park in August and September 2019. Site number is indicated on the y-axis, accounting for 5 sites of the 20 sites in the study area. Sites were surveyed in August and re-surveyed in September.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-12-1505827-g005.tif"/>
</fig>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Distribution of bumble bees by site. Proportions of identified species by sampling month and location from photographic surveys conducted in the locations within Greenwich and Fort Amherst of Prince Edward Island National Park in August and September 2019. Site number is indicated on the y-axis, accounting for 6 of the 20 sites in the study area. Sites were surveyed in August and re-surveyed in September.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fevo-12-1505827-g006.tif"/>
</fig>
<table-wrap id="T2" position="float">
<label>Table&#xa0;2</label>
<caption>
<p>Measurements of species richness, species diversity, and evenness for all photographic bumble bee survey locations in Charlottetown, Prince Edward Island, surveyed in August and September 2019.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" rowspan="2" align="center">Area</th>
<th valign="top" rowspan="2" align="center">Site Number</th>
<th valign="top" rowspan="2" align="center">Latitude</th>
<th valign="top" rowspan="2" align="center">Longitude</th>
<th valign="top" colspan="3" align="center">August 2019</th>
<th valign="middle" colspan="3" align="center">September 2019</th>
</tr>
<tr>
<th valign="top" align="center">Species Richness</th>
<th valign="top" align="center">Diversity</th>
<th valign="top" align="center">Evenness</th>
<th valign="top" align="center">Species Richness</th>
<th valign="top" align="center">Diversity</th>
<th valign="top" align="center">Evenness</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" rowspan="20" align="center">Charlottetown</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">N 46.240921</td>
<td valign="top" align="center">W &#x2212;63.114520</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">1.994</td>
<td valign="top" align="center">0.997</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">1.105</td>
<td valign="top" align="center">0.552</td>
</tr>
<tr>
<td valign="top" align="center">2</td>
<td valign="top" align="center">N 46.232382</td>
<td valign="top" align="center">W &#x2212;63.120434</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">3.273</td>
<td valign="top" align="center">0.545</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">1.246</td>
<td valign="top" align="center">0.623</td>
</tr>
<tr>
<td valign="top" align="center">3</td>
<td valign="top" align="center">N 46.238311</td>
<td valign="top" align="center">W &#x2212;63.124696</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1.000</td>
<td valign="top" align="center">1.000</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">1.690</td>
<td valign="top" align="center">0.845</td>
</tr>
<tr>
<td valign="top" align="center">4</td>
<td valign="top" align="center">N 46.248434</td>
<td valign="top" align="center">W &#x2212;63.127440</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">2.279</td>
<td valign="top" align="center">0.760</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1.000</td>
<td valign="top" align="center">1.000</td>
</tr>
<tr>
<td valign="top" align="center">5</td>
<td valign="top" align="center">N 46.254488</td>
<td valign="top" align="center">W &#x2212;63.134771</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">1.256</td>
<td valign="top" align="center">0.419</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1.000</td>
<td valign="top" align="center">1.000</td>
</tr>
<tr>
<td valign="top" align="center">6</td>
<td valign="top" align="center">N 46.229486</td>
<td valign="top" align="center">W &#x2212;63.136883</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">1.867</td>
<td valign="top" align="center">0.622</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1.000</td>
<td valign="top" align="center">1.000</td>
</tr>
<tr>
<td valign="top" align="center">7</td>
<td valign="top" align="center">N 46.248482</td>
<td valign="top" align="center">W &#x2212;63.153200</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">2.410</td>
<td valign="top" align="center">0.602</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">1.412</td>
<td valign="top" align="center">0.471</td>
</tr>
<tr>
<td valign="top" align="center">8</td>
<td valign="top" align="center">N 46.262694</td>
<td valign="top" align="center">W &#x2212;63.149789</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">1.923</td>
<td valign="top" align="center">0.962</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">1.969</td>
<td valign="top" align="center">0.985</td>
</tr>
<tr>
<td valign="top" align="center">9</td>
<td valign="top" align="center">N 46.229310</td>
<td valign="top" align="center">W &#x2212;63.128495</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">1.959</td>
<td valign="top" align="center">0.490</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">1.117</td>
<td valign="top" align="center">0.559</td>
</tr>
<tr>
<td valign="top" align="center">10</td>
<td valign="top" align="center">N 46.233774</td>
<td valign="top" align="center">W &#x2212;63.132065</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">1.198</td>
<td valign="top" align="center">0.599</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1.000</td>
<td valign="top" align="center">1.000</td>
</tr>
<tr>
<td valign="top" align="center">11</td>
<td valign="top" align="center">N 46.257847</td>
<td valign="top" align="center">W &#x2212;63.147050</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">1.674</td>
<td valign="top" align="center">0.558</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">1.220</td>
<td valign="top" align="center">0.610</td>
</tr>
<tr>
<td valign="top" align="center">12</td>
<td valign="top" align="center">N 46.258091</td>
<td valign="top" align="center">W &#x2212;63.147240</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">2.456</td>
<td valign="top" align="center">0.614</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1.000</td>
<td valign="top" align="center">1.000</td>
</tr>
<tr>
<td valign="top" align="center">13</td>
<td valign="top" align="center">N 46.256281</td>
<td valign="top" align="center">W &#x2212;63.140350</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1.000</td>
<td valign="top" align="center">1.000</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1.000</td>
<td valign="top" align="center">1.000</td>
</tr>
<tr>
<td valign="top" align="center">14</td>
<td valign="top" align="center">N 46.265843</td>
<td valign="top" align="center">W &#x2212;63.142116</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">1.882</td>
<td valign="top" align="center">0.941</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">1.368</td>
<td valign="top" align="center">0.456</td>
</tr>
<tr>
<td valign="top" align="center">15</td>
<td valign="top" align="center">N 46.253660</td>
<td valign="top" align="center">W &#x2212;63.130671</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">1.296</td>
<td valign="top" align="center">0.324</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="center">16</td>
<td valign="top" align="center">N 46.253285</td>
<td valign="top" align="center">W &#x2212;63.101355</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">4.083</td>
<td valign="top" align="center">0.681</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">1.220</td>
<td valign="top" align="center">0.610</td>
</tr>
<tr>
<td valign="top" align="center">17</td>
<td valign="top" align="center">N 46.259564</td>
<td valign="top" align="center">W &#x2212;63.172319</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1.000</td>
<td valign="top" align="center">1.000</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1.000</td>
<td valign="top" align="center">1.000</td>
</tr>
<tr>
<td valign="top" align="center">18</td>
<td valign="top" align="center">N 46.276650</td>
<td valign="top" align="center">W &#x2212;63.157093</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">1.338</td>
<td valign="top" align="center">0.446</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">2.049</td>
<td valign="top" align="center">0.512</td>
</tr>
<tr>
<td valign="top" align="center">19</td>
<td valign="top" align="center">N 46.247083</td>
<td valign="top" align="center">W &#x2212;63.133652</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">1.455</td>
<td valign="top" align="center">0.485</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">1.753</td>
<td valign="top" align="center">0.877</td>
</tr>
<tr>
<td valign="top" align="center">20</td>
<td valign="top" align="center">N 46.250015</td>
<td valign="top" align="center">W &#x2212;63.132995</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">1.751</td>
<td valign="top" align="center">0.438</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>&#x2013; indicates sites that could not be re-surveyed.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T3" position="float">
<label>Table&#xa0;3</label>
<caption>
<p>Measurements of species richness, species diversity, and evenness for all photographic bumble bee survey locations in Prince Edward Island National Park, surveyed in August and September 2019.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" rowspan="2" align="center">Area</th>
<th valign="top" rowspan="2" align="center">Site Number</th>
<th valign="top" rowspan="2" align="center">Latitude</th>
<th valign="top" rowspan="2" align="center">Longitude</th>
<th valign="top" colspan="3" align="center">August 2019</th>
<th valign="middle" colspan="3" align="center">September 2019</th>
</tr>
<tr>
<th valign="top" align="center">Species Richness</th>
<th valign="top" align="center">Diversity</th>
<th valign="top" align="center">Evenness</th>
<th valign="top" align="center">Species Richness</th>
<th valign="top" align="center">Diversity</th>
<th valign="top" align="center">Evenness</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="middle" rowspan="20" align="center">Prince&#xa0;Edward&#xa0;Island&#xa0;National&#xa0;Park</td>
<td valign="top" align="center">21</td>
<td valign="middle" align="center">N 46.489467</td>
<td valign="middle" align="center">W &#x2212;63.393249</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">2.381</td>
<td valign="top" align="center">0.595</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">1.278</td>
<td valign="top" align="center">0.426</td>
</tr>
<tr>
<td valign="top" align="center">22</td>
<td valign="middle" align="center">N 46.482217</td>
<td valign="middle" align="center">W &#x2212;63.422326</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">2.778</td>
<td valign="top" align="center">0.926</td>
<td valign="middle" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="center">23</td>
<td valign="middle" align="center">N 46.416146</td>
<td valign="middle" align="center">W &#x2212;63.075894</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">1.600</td>
<td valign="top" align="center">0.800</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">2.273</td>
<td valign="top" align="center">0.758</td>
</tr>
<tr>
<td valign="top" align="center">24</td>
<td valign="middle" align="center">N 46.415941</td>
<td valign="middle" align="center">W &#x2212;63.073833</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">2.970</td>
<td valign="top" align="center">0.990</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">1.438</td>
<td valign="top" align="center">0.479</td>
</tr>
<tr>
<td valign="top" align="center">25</td>
<td valign="middle" align="center">N 46.497804</td>
<td valign="middle" align="center">W &#x2212;63.390387</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">3.556</td>
<td valign="top" align="center">0.889</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">1.412</td>
<td valign="top" align="center">0.471</td>
</tr>
<tr>
<td valign="top" align="center">26</td>
<td valign="middle" align="center">N 46.497856</td>
<td valign="middle" align="center">W &#x2212;63.392159</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">2.246</td>
<td valign="top" align="center">0.749</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">1.153</td>
<td valign="top" align="center">0.576</td>
</tr>
<tr>
<td valign="top" align="center">27</td>
<td valign="middle" align="center">N 46.486723</td>
<td valign="middle" align="center">W &#x2212;63.377581</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">2.400</td>
<td valign="top" align="center">0.600</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">2.571</td>
<td valign="top" align="center">0.857</td>
</tr>
<tr>
<td valign="top" align="center">28</td>
<td valign="middle" align="center">N 46.436710</td>
<td valign="middle" align="center">W &#x2212;63.244517</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">3.214</td>
<td valign="top" align="center">0.536</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">1.674</td>
<td valign="top" align="center">0.558</td>
</tr>
<tr>
<td valign="top" align="center">29</td>
<td valign="middle" align="center">N 46.426735</td>
<td valign="middle" align="center">W &#x2212;63.190583</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">2.922</td>
<td valign="top" align="center">0.584</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">1.633</td>
<td valign="top" align="center">0.408</td>
</tr>
<tr>
<td valign="top" align="center">30</td>
<td valign="middle" align="center">N 46.488100</td>
<td valign="middle" align="center">W &#x2212;63.313388</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">2.600</td>
<td valign="top" align="center">0.867</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">2.000</td>
<td valign="top" align="center">0.667</td>
</tr>
<tr>
<td valign="top" align="center">31</td>
<td valign="middle" align="center">N 46.492950</td>
<td valign="middle" align="center">W &#x2212;63.390828</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">2.429</td>
<td valign="top" align="center">0.607</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">1.581</td>
<td valign="top" align="center">0.527</td>
</tr>
<tr>
<td valign="top" align="center">32</td>
<td valign="middle" align="center">N 46.465465</td>
<td valign="middle" align="center">W &#x2212;63.302113</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">1.988</td>
<td valign="top" align="center">0.398</td>
<td valign="top" align="center">2</td>
<td valign="top" align="center">1.100</td>
<td valign="top" align="center">0.550</td>
</tr>
<tr>
<td valign="top" align="center">33</td>
<td valign="middle" align="center">N 46.464648</td>
<td valign="middle" align="center">W &#x2212;63.309831</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">1.780</td>
<td valign="top" align="center">0.593</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">1.383</td>
<td valign="top" align="center">0.461</td>
</tr>
<tr>
<td valign="top" align="center">34</td>
<td valign="middle" align="center">N 46.443535</td>
<td valign="middle" align="center">W &#x2212;62.695950</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">1.633</td>
<td valign="top" align="center">0.408</td>
<td valign="top" align="center">5</td>
<td valign="top" align="center">1.725</td>
<td valign="top" align="center">0.345</td>
</tr>
<tr>
<td valign="top" align="center">35</td>
<td valign="middle" align="center">N 46.443380</td>
<td valign="middle" align="center">W &#x2212;62.700279</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">5.226</td>
<td valign="top" align="center">0.747</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">2.038</td>
<td valign="top" align="center">0.510</td>
</tr>
<tr>
<td valign="top" align="center">36</td>
<td valign="middle" align="center">N 46.444748</td>
<td valign="middle" align="center">W &#x2212;62.681104</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">1.857</td>
<td valign="top" align="center">0.619</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">1.809</td>
<td valign="top" align="center">0.452</td>
</tr>
<tr>
<td valign="top" align="center">37</td>
<td valign="middle" align="center">N 46.426876</td>
<td valign="middle" align="center">W &#x2212;63.192517</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">2.350</td>
<td valign="top" align="center">0.392</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">1.441</td>
<td valign="top" align="center">0.360</td>
</tr>
<tr>
<td valign="top" align="center">38</td>
<td valign="middle" align="center">N 46.196300</td>
<td valign="middle" align="center">W &#x2212;63.135466</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">1.000</td>
<td valign="top" align="center">1.000</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">2.909</td>
<td valign="top" align="center">0.970</td>
</tr>
<tr>
<td valign="top" align="center">39</td>
<td valign="middle" align="center">N 46.194887</td>
<td valign="middle" align="center">W &#x2212;63.131359</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">2.368</td>
<td valign="top" align="center">0.592</td>
<td valign="top" align="center">4</td>
<td valign="top" align="center">1.905</td>
<td valign="top" align="center">0.476</td>
</tr>
<tr>
<td valign="top" align="center">40</td>
<td valign="middle" align="center">N 46.192351</td>
<td valign="middle" align="center">W &#x2212;63.141995</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">2.381</td>
<td valign="top" align="center">0.794</td>
<td valign="top" align="center">3</td>
<td valign="top" align="center">2.435</td>
<td valign="top" align="center">0.812</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>&#x2013; indicates sites that could not be re-surveyed.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Of the total individuals photographed in this study, 7.3% were submitted to either iNaturalist or Bumble Bee Watch platforms to attempt to ascertain the accuracy of our initial species identification. Identifications via iNaturalist were predominantly confirmed by expert John Ascher (curator for the platform and Assistant Professor at the National University of Singapore). Identifications via Bumble Bee Watch were confirmed by expert Victoria MacPhail (Environment and Climate Change Canada). Photographs of bumble bees identified as <italic>B.vagans/sandersoni</italic> were posted on iNaturalist and Bumble Bee Watch platforms but generally only confirmed to <italic>Pyrobombus</italic>. Based on all the responses from the experts on these platforms, only 3% of our preliminary identifications were inaccurately identified.</p>
<p>For the statistical analysis, month and site were significant for species richness (p-value = 0.0314). Species diversity was higher in all PEINP sites than Charlottetown in August and September (p-value = 0.0006). Cavendish/North Rustico sites displayed a 30% higher diversity index than Charlottetown. Plant type was the only significant predictor of evenness (p-value = 0.0184). Evenness index was lower in anthropogenic settings than natural, yet mixed settings displayed a higher index than natural by 24%. The results of all models are presented in <xref ref-type="table" rid="T4">
<bold>Table&#xa0;4</bold>
</xref>.</p>
<table-wrap id="T4" position="float">
<label>Table&#xa0;4</label>
<caption>
<p>Results of the Poisson and Linear regression models (log-transformed).</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="top" align="left">Survey area</th>
<th valign="top" align="center">Coefficient</th>
<th valign="top" align="center">95% C.I.</th>
<th valign="top" align="center">P-value</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">
<bold>Species Richness Intercept (Poisson)</bold>
</td>
<td valign="top" align="center">1.038</td>
<td valign="top" align="center">0.811; 1.266</td>
<td valign="top" align="center">&lt;0.001</td>
</tr>
<tr>
<td valign="top" align="left">Habitat*</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">0.031</td>
</tr>
<tr>
<td valign="top" align="left">Cavendish/North Rustico</td>
<td valign="top" align="center">0.267</td>
<td valign="top" align="center">&#x2212;0.065; 0.600</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Brackley/Dalvay</td>
<td valign="top" align="center">0.463</td>
<td valign="top" align="center">0.090; 0.837</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Greenwich/Fort Amherst</td>
<td valign="top" align="center">0.424</td>
<td valign="top" align="center">0.069; 0.780</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">
<bold>Month September+</bold> </td>
<td valign="top" align="center">&#x2212;0.303</td>
<td valign="top" align="center">&#x2212;0.565; &#x2212;0.042</td>
<td valign="top" align="center">0.023</td>
</tr>
<tr>
<td valign="top" align="left">
<bold>Species Diversity Intercept (Adj-R<sup>2</sup>=0.31)</bold>
</td>
<td valign="top" align="center">0.542</td>
<td valign="top" align="center">0.418; 0.667</td>
<td valign="top" align="center">&lt;0.001</td>
</tr>
<tr>
<td valign="top" align="left">Habitat*</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
<td valign="top" align="center">&lt;0.001</td>
</tr>
<tr>
<td valign="top" align="left">Cavendish/North Rustico</td>
<td valign="top" align="center">0.267</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Brackley/Dalvay</td>
<td valign="top" align="center">0.339</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Greenwich/Fort Amherst</td>
<td valign="top" align="center">0.363</td>
<td valign="top" align="center"/>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">
<bold>Evenness Intercept (Adj-R<sup>2</sup>=0.08)</bold>
</td>
<td valign="top" align="center">&#x2212;0.471</td>
<td valign="top" align="center">&#x2212;0.554; &#x2212;0.389</td>
<td valign="top" align="center">&lt;0.001</td>
</tr>
<tr>
<td valign="top" align="left">Plant Type<sup>@</sup>
</td>
<td valign="top" align="left"/>
<td valign="top" align="center"/>
<td valign="top" align="center">0.018</td>
</tr>
<tr>
<td valign="top" align="left">Anthro</td>
<td valign="top" align="center">&#x2212;0.176</td>
<td valign="top" align="center">&#x2212;0.442; 0.090</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">Mixed</td>
<td valign="top" align="center">0.221</td>
<td valign="top" align="center">0.036; 0.407</td>
<td valign="top" align="center"/>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>Reference category: *Charlottetown, +August; @Natural.</p>
</fn>
<fn>
<p>Only significant predictors are shown on this table (n=77).</p>
</fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussion</title>
<sec id="s4_1">
<label>4.1</label>
<title>Baseline data for Charlottetown, PEI and PEINP</title>
<p>In our study sites, we observed nine bumble bee species, six of which were also recorded by Laverty and Harder in 1988. Two expected species, <italic>B. vagans</italic> and <italic>B. sandersoni</italic>, are difficult to differentiate without close inspection. Therefore, we only confirmed the subgenus <italic>Pyrobombus</italic> as representing one species, but both species may be present, which would account for seven of the nine species expected. In addition, we found two species, <italic>B. perplexus</italic>, and <italic>B. bimaculatus</italic>, only in Charlottetown sites, which had not previously been reported in PEI. This is an important finding suggesting that <italic>B. bimaculatus</italic> may be expanding its range into Atlantic Canada, confirming observations made by <xref ref-type="bibr" rid="B19">Dominey (2021)</xref> in the neighboring province of Nova Scotia. Furthermore, based on &#x201c;Research Grade&#x201d; iNaturalist records, <italic>B. bimaculatus</italic> is most abundant between July and early September. This may explain why all 12 individuals we observed from this species were photographed only in August.</p>
<p>We only observed one individual of <italic>B. perplexus</italic>, documented in urban site (Site 10) on the southern border of the survey area and on an ornamental plant (chrysanthemum sp.). While listed as secure for the research location (<xref ref-type="bibr" rid="B49">NatureServe, 2024</xref>), limited documentation is not completely surprising given with the restricted survey period. Yet, we observed relatively higher abundances of <italic>B. terricola</italic>; while <italic>B. terricola</italic> is considered a common species (<xref ref-type="bibr" rid="B49">NatureServe, 2024</xref>), they are listed as Species of Special Concern by the Committee on the Status of Endangered Wildlife in Canada (<xref ref-type="bibr" rid="B16">COSEWIC, 2015</xref>). Although the seasonal activity of <italic>B. perplexus</italic> typically reaches peak abundance slightly earlier than <italic>B. terricola</italic>, our observations showed overlap. The higher number of <italic>B. terricola</italic> (n=10) compared to <italic>B. perplexus</italic> (n=1) suggests that <italic>B. perplexus</italic> may be experiencing declines. However, additional studies are necessary to confirm this trend throughout the species&#x2019; active life cycle in PEI.</p>
<p>No specimens of <italic>B. citrinus</italic> or <italic>B. insularis</italic> were observed at any of our urban or natural sites. The most likely explanation for the absence of these two species is that they are parasitic species without worker castes, making them difficult to observe. According to both iNaturalist and Bumble Bee Watch, there are sufficient &#x201c;Research Grade&#x201d; sightings of individuals from both <italic>B. insularis</italic> and <italic>B. citrinus</italic> in early and mid-summer to confirm that these two species occur on PEI (<xref ref-type="bibr" rid="B31">iNaturalist, 2020</xref>; <xref ref-type="bibr" rid="B67">The Xerces Society et&#xa0;al., 2020</xref>). As our photographic surveys were conducted in August and September, it is evident that potential opportunities to capture images of these two species at our study sites may have been missed. To mitigate this issue, it is recommended that future studies incorporate surveys that encompass the entire seasonal activity of <italic>Bombus</italic>, preferably spanning from May to October. The acquisition of a more comprehensive dataset would enable scientists and conservationists to effectively gauge the focal areas for their endeavors and identify species warranting a conservation management program.</p>
<p>One species not previously recorded in PEI but expected to be present was <italic>B. impatiens</italic>, given its presence in nearby Canadian provinces and American states (<xref ref-type="bibr" rid="B44">Matteson and Langellotto, 2009</xref>). Our study revealed the species&#x2019; presence in urban (n=558) and natural sites (n=412). <italic>B. impatiens</italic> dominated most survey areas irrespective of month and site, indicating its adaptability to various conditions. These findings are consistent with those of <xref ref-type="bibr" rid="B19">Dominey (2021)</xref>, indicating that while <italic>B. impatiens</italic> was not historically recorded in the study area, it is now firmly established within the region. Contrary to other species, <italic>B. impatiens</italic> populations typically reach peak abundance in September and continue their colony cycle into the fall (<xref ref-type="bibr" rid="B14">Colla and Dumesh, 2010</xref>), explaining its prevalence in our study sites during that period. The fact that <xref ref-type="bibr" rid="B35">Laverty and Harder (1988)</xref> did not document the presence of this species in PEI may be attributed to their study&#x2019;s reliance on museum specimens rather than field surveys. Alternatively, the species may have expanded its distribution since their research, approximately 36 years ago. Future studies should explore other areas of PEI to assess the potential widespread distribution of this species throughout the province.</p>
</sec>
<sec id="s4_2">
<label>4.2</label>
<title>Photographic survey approach</title>
<p>The study used photographic surveys to examine bumble bee populations in urban and natural habitats and sought expert opinion via citizen science platforms to aid accurate identification. The effectiveness and cost-efficiency of this approach were successfully demonstrated, indicating its potential for application in areas where different species can be distinguished based on physical characteristics. However, our findings also revealed that photographic surveys of bumble bees had limitations when two or more species showed morphological resemblances, such as in the example of <italic>B. vagan</italic>s and <italic>B. sanderson</italic>i. Individuals from these two species were indistinguishable based on photographs because of their similar morphological traits. Other photographic surveys have also found that with two or more morphologically similar species, only 94-98% of sightings could be identified to the species level (<xref ref-type="bibr" rid="B2">Armistead, 2023</xref>; <xref ref-type="bibr" rid="B23">Flaminio et al. 2021</xref>). To enhance taxonomic identification, we suggest researchers consider integrating netting to temporarily capture individuals, especially morphologically similar species. This would more effectively enable the differentiation between species that share similar morphological characteristics. Yet, in some cases, identification may be impossible without lethal capture (microscopic inspection and/or genetic analysis), for example, differentiating <italic>B. vagans</italic> and the subspecies <italic>B. vagans bolsteri</italic>. While more labor intensive than passive capture, this combination of surveys ensures minimal disturbance to populations. With the advancements posed by artificial intelligence, it is perceivable that future citizen science platforms may not require humans to dedicate time to confirm species identification (<xref ref-type="bibr" rid="B47">Montero-Casta&#xf1;o et al., 2022</xref>; <xref ref-type="bibr" rid="B65">Suzuki-Ohno et&#xa0;al., 2017</xref>).</p>
<p>Like any other citizen science approach, species identification based on photographs of bumble bees requires a certain level of taxonomic knowledge or expertise from the part of the surveyor. To verify surveyor expertise in accurately identifying bumble bee species, one should refer to published keys to test abilities before conducting field surveys (<xref ref-type="bibr" rid="B39">MacPhail et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B47">Montero-Casta&#xf1;o et al., 2022</xref>). However, the effectiveness of this approach also largely depends on what <italic>Bombus</italic> species are present. If the temporal region includes multiple species that are not easily distinguishable from field surveys, another approach may be deemed more appropriate. Limitations will still be present when conducting photographic surveys. Aside from morphologically similar species, some temporal regions support higher volumes of expected species, which can further complicate accurate identification in the field. When considering other pollinator species, such as solitary bee species, it can be impossible to differentiate without lethal capture and genetic analyses. Nonetheless, it is noteworthy that photographic surveys of bumble bees continue to offer high-quality data for preliminary assessments or to acquire informative diversity and richness indexes without necessitating permits or intrusive techniques. We suggest considering all possible limitations given the expected species for the region, and comparing the photographic survey approach to other capture methods (<xref ref-type="bibr" rid="B2">Armistead, 2023</xref>) to properly facilitate research objectives.</p>
</sec>
<sec id="s4_3">
<label>4.3</label>
<title>Bumble bee community comparison: urban <italic>vs</italic>. other sites</title>
<p>Our study found that PEINP sites exhibited the highest levels of species richness, relative abundance, and diversity compared to Charlottetown urban sites. The highest species richness observed in a single survey was within a Greenwich site (n=7). This site documented the presence of seven of the nine total species observed. Cavendish/North Rustico, while experiencing increased levels of anthropogenic activity, is predominantly surrounded by agriculture. This survey area would benefit from a comparative analysis to assess how exactly bumble bees use and adapt to each landscape use. A monthly analysis revealed a decrease in both species richness and abundance across all study sites in September. These findings are consistent with previous studies that have documented seasonal variations in the abundance of bumble bees, including some of the species found in PEI (e.g., <xref ref-type="bibr" rid="B51">Novotny et al., 2021</xref>). A plausible explanation for this decline is that most bumble bee species may have concluded their colony cycles by late August.</p>
<p>Interestingly, sites characterized by a mix of natural and human-cultivated (ornamental) vegetation&#x2014;largely, sites within urban Charlottetown&#x2014;showed greater bumble bee species diversity and abundance when compared to sites with solely natural vegetation or human-cultivated. Supporting this, other studies (<xref ref-type="bibr" rid="B4">Baldock et al. 2015</xref>; <xref ref-type="bibr" rid="B32">Kaluza et al. 2016</xref>; <xref ref-type="bibr" rid="B40">Mar&#xed;n et al. 2020</xref>; <xref ref-type="bibr" rid="B48">Nakamura and Kudo 2019</xref>; <xref ref-type="bibr" rid="B63">Sirohi et&#xa0;al., 2015</xref>) propose that urban green spaces with varied land use and moderate human activity promote species diversity by enhancing habitat and foraging diversity. For bumble bees, the mix of natural and human-cultivated vegetation offers a continuous and diverse supply of floral resources throughout the growing season, able to support a wider range of species with different foraging preferences and needs (<xref ref-type="bibr" rid="B48">Nakamura and Kudo 2019</xref>; <xref ref-type="bibr" rid="B61">Sikora et&#xa0;al., 2020</xref>). Furthermore, moderate disturbances like occasional mowing, planting, or construction in urban sites may prevent any single species from dominating the ecosystem. It is also possible that while ornamental plants may be visited, naturally occurring species (e.g., aster, clover, goldenrod) are the drivers for visitation within the area. To further this finding, studies should be conducted to encapsulate the entire active life cycle of bumble bees, as well as documenting floral preferences and visitation rates among each species.</p>
</sec>
</sec>
<sec id="s5" sec-type="conclusions">
<label>5</label>
<title>Conclusion</title>
<p>Our study significantly contributes to the conservation of bumble bee species by demonstrating that photographic surveys offer a practical and cost-effective method for obtaining baseline data in urban sites and other areas where traditional or more invasive sampling methods may not be easily feasible. Citizen science platforms, when utilized by field experts, also create an opportunity to ensure the accuracy of surveyor identifications. Yet, they should not replace verification using taxonomic keys or expert consultation. Knowledge of the species in a given habitat is essential for practical conservation efforts. Considering the fragmentation caused by urbanization and agricultural activities on PEI, our findings suggest that urban green spaces, including, but not limited to, human-made gardens, parks, playgrounds, trails, cemeteries (<xref ref-type="bibr" rid="B17">Daniels et&#xa0;al., 2020</xref>; <xref ref-type="bibr" rid="B72">Wood et al. 2018</xref>), may serve as refuges for certain bumble bee species, aligning with the observations of <xref ref-type="bibr" rid="B59">Samuelson et&#xa0;al. (2018)</xref>. Specifically, urban areas that incorporate a variety of native floral resources can play a crucial role in preserving bumble bee diversity, as observed in similar studies (<xref ref-type="bibr" rid="B8">Boone et&#xa0;al., 2022</xref>; <xref ref-type="bibr" rid="B15">Conflitti et al. 2022</xref>; <xref ref-type="bibr" rid="B37">Liang et&#xa0;al., 2023</xref>), especially when surrounded by habitats such as monoculture cropping (<xref ref-type="bibr" rid="B18">Deguines et&#xa0;al., 2016</xref>). Although human-introduced vegetation is sometimes undervalued and often removed from urban green spaces, we suggest further investigation into the role of these flora species in supporting urban fauna, including pollinators, before deciding on their removal.</p>
<p>In situations where several morphologically similar species are expected, we recommend adopting a survey methodology that integrates photography with temporary capture (netting) to facilitate the scrutiny of critical attributes and the accurate identification of these species (<xref ref-type="bibr" rid="B2">Armistead, 2023</xref>; <xref ref-type="bibr" rid="B5">Bell et&#xa0;al., 2023</xref>; <xref ref-type="bibr" rid="B47">Montero-Casta&#xf1;o et al., 2022</xref>). Accumulating additional data will inform and enhance conservation measures, especially for rare and specialized species; what benefits a generalist species may prove harmful to a rare species in peril (<xref ref-type="bibr" rid="B38">Liczner and Colla, 2020</xref>). Furthermore, it will help visualize which local species are stable and which are struggling beyond those officially listed by COSEWIC. Constructing a more comprehensive dataset combined with in-depth pollinator-plant interaction analyses will allow for additional advantages, such as informing local municipalities in targeted green space planning. It will also provide valuable insights to PEINP on enhancing their natural environments and constructing vital habitat corridors.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s7" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>Ethical approval was not required for the study involving animals in accordance with the local legislation and institutional requirements because there was no handling of any animals in this study (photographic only).</p>
</sec>
<sec id="s8" sec-type="author-contributions">
<title>Author contributions</title>
<p>JM: Conceptualization, Data curation, Investigation, Methodology, Resources, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. MS-O: Conceptualization, Formal Analysis, Methodology, Supervision, Visualization, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. JS: Formal Analysis, Supervision, Validation, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing.</p>
</sec>
<sec id="s9" 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. Financial support for this project was in-part provided by Parks Canada.</p>
</sec>
<ack>
<title>Acknowledgments</title>
<p>We are thankful to David McCorquodale, Cory Sheffield, Laurence Packer, and Vince Repaci for their help with the study design. We are grateful to Victoria MacPhail and John Ascher for their contribution to species identification. Our sincerest gratitude goes out to the PEINP students (Lindsey Burke, Lesley Macmillan, John Miller, Katie Sock, and Jenna Schellekens) who dedicated their time to aid the photographic surveys. Our gratitude also goes to the personnel of PEINP, especially Paul Ayles, as well as Kerry-Lynn Atkinson, and Hailey Paynter for their logistical support with surveys conducted at the park. Access to the provincial land covers digital information used for the maps was supplied by the Department of Agriculture and Forestry of Prince Edward Island. Finally, this research benefited from the hundreds of citizen scientists from Prince Edward Island who provided their bumble bee sightings to both iNaturalist and the Bumble Bee Project platforms.</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>
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