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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Conserv. Sci.</journal-id>
<journal-title>Frontiers in Conservation Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Conserv. Sci.</abbrev-journal-title>
<issn pub-type="epub">2673-611X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fcosc.2022.777797</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Conservation Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Movement Patterns of Resident and Translocated Beavers at Multiple Spatiotemporal Scales in Desert Rivers</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Doden</surname> <given-names>Emma</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1520115/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Budy</surname> <given-names>Phaedra</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1617913/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Avgar</surname> <given-names>Tal</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1045059/overview"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Young</surname> <given-names>Julie K.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff5"><sup>5</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1015827/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Department of Wildland Resources, Utah State University</institution>, <addr-line>Logan, UT</addr-line>, <country>United States</country></aff>
<aff id="aff2"><sup>2</sup><institution>The Ecology Center, Utah State University</institution>, <addr-line>Logan, UT</addr-line>, <country>United States</country></aff>
<aff id="aff3"><sup>3</sup><institution>U.S. Geological Survey, Utah Cooperative Fish and Wildlife Research Unit, Utah State University</institution>, <addr-line>Logan, UT</addr-line>, <country>United States</country></aff>
<aff id="aff4"><sup>4</sup><institution>Department of Watershed Sciences, Utah State University</institution>, <addr-line>Logan, UT</addr-line>, <country>United States</country></aff>
<aff id="aff5"><sup>5</sup><institution>Predator Research Facility, USDA National Wildlife Research Center</institution>, <addr-line>Millville, UT</addr-line>, <country>United States</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Philip J. Seddon, University of Otago, New Zealand</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Guangshun Jiang, Northeast Forestry University, China; Nicholas W. Pilfold, San Diego Zoo Institute for Conservation Research, United States</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Julie K. Young <email>julie.young&#x00040;usu.edu</email></corresp>
<fn fn-type="other" id="fn001"><p>This article was submitted to Animal Conservation, a section of the journal Frontiers in Conservation Science</p></fn>
</author-notes>
<pub-date pub-type="epub">
<day>07</day>
<month>03</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>3</volume>
<elocation-id>777797</elocation-id>
<history>
<date date-type="received">
<day>15</day>
<month>09</month>
<year>2021</year>
</date>
<date date-type="accepted">
<day>28</day>
<month>01</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2022 Doden, Budy, Avgar and Young.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Doden, Budy, Avgar and Young</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>Wildlife translocations alter animal movement behavior, so identifying common movement patterns post-translocation will help set expectations about animal behavior in subsequent efforts. American and Eurasian beavers (<italic>Castor canadensis; Castor fiber</italic>) are frequently translocated for reintroductions, to mitigate human-wildlife conflict, and as an ecosystem restoration tool. However, little is known about movement behavior of translocated beavers post-release, especially in desert rivers with patchy and dynamic resources. We identified space-use patterns of beaver movement behavior after translocation. We translocated and monitored nuisance American beavers in desert river restoration sites on the Price and San Rafael Rivers, Utah, USA, and compared their space use to resident beavers after tracking both across 2 years. Resident adult (RA) beavers were detected at a mean maximum distance of 0.86 &#x000B1; 0.21 river kilometers (km; &#x000B1;1 SE), while resident subadult (RS) (11.00 &#x000B1; 4.24 km), translocated adult (TA) (19.69 &#x000B1; 3.76 km), and translocated subadult (TS) (21.09 &#x000B1; 5.54 km) beavers were detected at substantially greater maximum distances. Based on coarse-scale movement models, translocated and RS beavers moved substantially farther from release sites and faster than RA beavers up to 6 months post-release. In contrast, fine-scale movement models using 5-min location intervals showed similar median distance traveled between RA and translocated beavers. Our findings suggest day-to-day activities, such as foraging and resting, were largely unaltered by translocation, but translocated beavers exhibited coarse-scale movement behavior most similar to dispersal by RSs. Coarse-scale movement rates decreased with time since release, suggesting that translocated beavers adjusted to the novel environment over time and eventually settled into a home range similar to RA beavers. Understanding translocated beaver movement behavior in response to a novel desert system can help future beaver-assisted restoration efforts to identify appropriate release sites and strategies.</p>
</abstract>
<kwd-group>
<kwd>beaver</kwd>
<kwd><italic>Castor canadensis</italic></kwd>
<kwd>translocation</kwd>
<kwd>movement behavior</kwd>
<kwd>spatial ecology</kwd>
<kwd>post-release movement</kwd>
<kwd>net displacement</kwd>
</kwd-group>
<contract-sponsor id="cn001">U.S. Bureau of Land Management<named-content content-type="fundref-id">10.13039/100007149</named-content></contract-sponsor>
<contract-sponsor id="cn002">Bureau of Reclamation<named-content content-type="fundref-id">10.13039/100006450</named-content></contract-sponsor>
<counts>
<fig-count count="6"/>
<table-count count="3"/>
<equation-count count="0"/>
<ref-count count="91"/>
<page-count count="16"/>
<word-count count="11119"/>
</counts>
</article-meta>
</front>
<body>
<sec sec-type="intro" id="s1">
<title>Introduction</title>
<p>Animal movement behaviors, such as natal dispersal, migration, and territoriality, are important components in the life history and ecological interactions of a species (Nathan, <xref ref-type="bibr" rid="B57">2008</xref>). However, when animals undergo involuntary movement such as translocation to an unfamiliar, novel area, their natural movement behavior can be substantially altered (Heidinger et al., <xref ref-type="bibr" rid="B26">2009</xref>; Le Gouar et al., <xref ref-type="bibr" rid="B36">2012</xref>). Some individuals may exhibit homing behavior, even when released extremely long distances from their place of origin (Dickens et al., <xref ref-type="bibr" rid="B17">2010</xref>). Translocated individuals may be forced to settle in lower-quality habitats (Burns, <xref ref-type="bibr" rid="B14">2005</xref>), disperse if territorial resident conspecifics already occupy high-quality habitat (McNicol et al., <xref ref-type="bibr" rid="B49">2020</xref>), or move away from their release sites in search of mates (Mihoub et al., <xref ref-type="bibr" rid="B50">2011</xref>). In addition, animals may be translocated in response to human&#x02013;wildlife conflict, but they can again become problem individuals if released in an area that is too small to account for long-range movements or has inadequate resources (Weilenmann et al., <xref ref-type="bibr" rid="B88">2010</xref>; Le Gouar et al., <xref ref-type="bibr" rid="B36">2012</xref>). Difficulties with animal behavior post-translocation, primarily movement or dispersal activities, are some of the most common obstacles to translocation success (Berger-Tal et al., <xref ref-type="bibr" rid="B6">2020</xref>). Therefore, identifying movement patterns post-translocation can help to set expectations and anticipate behavioral responses in future translocation efforts, and ultimately guide conservation and management.</p>
<p>Beaver (American beaver, <italic>Castor canadensis</italic>, and Eurasian beaver, <italic>C. fiber</italic>) translocation is a popular method of human-wildlife conflict mitigation and ecosystem restoration. Once overexploited during the fur trade of the 1700s and 1800s (Baker and Hill, <xref ref-type="bibr" rid="B3">2003</xref>; Halley et al., <xref ref-type="bibr" rid="B23">2021</xref>), beaver populations have now recovered in some areas and come in close contact with humans, sometimes causing unwanted flooding, damaging trees, and jeopardizing infrastructure. Translocation provides an alternative method to lethal control by removing beavers from conflict situations and allowing them the opportunity to play a critical role in restoration initiatives. American and Eurasian beavers are ecologically similar (Rosell et al., <xref ref-type="bibr" rid="B72">2005</xref>), and as ecosystem engineers, both species can significantly alter the system they inhabit, primarily through dam building (Mills et al., <xref ref-type="bibr" rid="B51">1993</xref>; Larsen et al., <xref ref-type="bibr" rid="B33">2021</xref>). Beaver dams retain water and mitigate the effects of drought, add heterogeneity to stream channels, impact riparian vegetation, and benefit many other species (Naiman et al., <xref ref-type="bibr" rid="B55">1988</xref>; Rosell et al., <xref ref-type="bibr" rid="B72">2005</xref>; Pollock et al., <xref ref-type="bibr" rid="B66">2014</xref>). However, retaining translocated beavers at a targeted site and encouraging the initiation of passive restoration through dam-building can be challenging, and translocated individuals may not behave similarly to naturally occurring, dam-building beavers, at least initially (Pilliod et al., <xref ref-type="bibr" rid="B64">2018</xref>; Nash et al., <xref ref-type="bibr" rid="B56">2021</xref>).</p>
<p>Beavers are central-place foragers, and dams are most commonly built by territorial colonies to create pools as cover near their lodge or burrow for predator avoidance and transport of wood; beavers rarely build dams during natal dispersal or transience (DeStefano et al., <xref ref-type="bibr" rid="B16">2006</xref>; McClintic et al., <xref ref-type="bibr" rid="B46">2014b</xref>; Ritter, <xref ref-type="bibr" rid="B70">2018</xref>). The home range of established beavers typically covers 1.6&#x02013;3.9 river kilometers (Breck et al., <xref ref-type="bibr" rid="B11">2001</xref>; Herr and Rosell, <xref ref-type="bibr" rid="B27">2004</xref>; Havens et al., <xref ref-type="bibr" rid="B25">2013</xref>), while dispersing subadult beavers typically travel 3.5&#x02013;19.8 km before settling (Beer, <xref ref-type="bibr" rid="B5">1955</xref>; Sun et al., <xref ref-type="bibr" rid="B79">2000</xref>; Ritter, <xref ref-type="bibr" rid="B70">2018</xref>). Autonomous displacement recorded for translocated beavers ranges widely from 3.3 to 238 km, leading to variable dam-building success post-translocation (Hibbard, <xref ref-type="bibr" rid="B28">1958</xref>; McKinstry and Anderson, <xref ref-type="bibr" rid="B47">2002</xref>; Petro et al., <xref ref-type="bibr" rid="B62">2015</xref>).</p>
<p>Beavers can play a vital role in desert rivers, sustaining water and increasing habitat complexity with their dams, especially because many arid systems have become imperiled by altered flow regimes and drought, habitat simplification, invasive species, and climate change (Harper, <xref ref-type="bibr" rid="B24">2001</xref>; Stromberg, <xref ref-type="bibr" rid="B78">2001</xref>; Mott Lacroix et al., <xref ref-type="bibr" rid="B53">2017</xref>). However, the ecology of naturally occurring (hereafter, resident) beavers is understudied in desert rivers, and few translocation studies have been conducted in such systems (Gibson and Olden, <xref ref-type="bibr" rid="B20">2014</xref>; Barela and Frey, <xref ref-type="bibr" rid="B4">2016</xref>). Further, post-release movement behavior of translocated beavers, into a novel degraded desert river where resources may be more patchy, scarce, and unpredictable, may be different from other environments where the majority of beaver studies have occurred (Gibson and Olden, <xref ref-type="bibr" rid="B20">2014</xref>; Barela and Frey, <xref ref-type="bibr" rid="B4">2016</xref>).</p>
<p>We investigated the post-release movements of translocated American beavers (hereafter, beavers) on multiple spatiotemporal scales for 6 months post-release, using resident beavers for baseline comparison of movement behavior. We hypothesized that, at a landscape scale, translocated beavers would initially move farther and more quickly than resident adult (RA) beavers, similar to subadult beavers during dispersal. Farther and faster movement of translocated beavers was expected since they would likely be exploring their novel environment, potentially searching for a mate and a suitable site to settle, whereas RA beavers have established territories and would not need to move as far or as quickly. We also hypothesized translocated beavers would initially be more active than adult resident beavers on a fine-scale (1-h sampling sessions), continuously exploring their new environment, leading to faster movement speeds. In contrast, resident beavers using a familiar territory with set activity patterns would result in slower movement speeds. Our final hypothesis is that after establishing territories, translocated beavers would eventually settle into similar fine- and coarse-scale movement patterns that are similar to territorial adult resident beavers. A better understanding of the movement patterns of translocated beavers in this novel system can help develop an expectation framework of beaver movement behavior for future beaver-assisted restoration efforts in desert systems.</p>
</sec>
<sec sec-type="materials and methods" id="s2">
<title>Materials and Methods</title>
<sec>
<title>Study Area</title>
<p>We conducted our study in desert tributaries of the Green River, along the lower stretches of the Price River and San Rafael River in east-central Utah, USA. Simplification, aggradation, dewatering, and invasive species encroachment have degraded the lower reaches of these rivers (Walker and Hudson, <xref ref-type="bibr" rid="B86">2004</xref>; Bottcher, <xref ref-type="bibr" rid="B8">2009</xref>). A multi-agency collaborative partnership had previously selected certain sections of these rivers for restoration, hereafter called &#x0201C;targeted restoration sites.&#x0201D; On the Price River near Woodside, UT, USA, a 20.5-km stretch of river was identified as a targeted restoration site, and on the San Rafael River near Moonshine Wash, an 8.1-km stretch of river was identified as a targeted restoration site. Invasive tamarisk removal, gravel bar additions, native tree planting, and beaver dam analog (BDA) construction had been completed at Moonshine Wash, with beaver translocations included as a passive restoration technique at both sites (Laub, <xref ref-type="bibr" rid="B34">2015</xref>, <xref ref-type="bibr" rid="B35">2018</xref>). Dams built by translocated beavers were intended to supplement the dam-building activity of existing resident beavers as part of the restoration efforts, with the primary objective being to create complex habitat for federally endangered and regionally sensitive endemic fish species such as the Colorado pikeminnow (<italic>Ptychocheilus lucius</italic>), bonytail chub (<italic>Gila elegans</italic>), razorback sucker (<italic>Xyrauchen texanus</italic>), bluehead sucker (<italic>Catostomus discobolus</italic>), flannelmouth sucker (<italic>Catostomus latipinnis</italic>), and roundtail chub (<italic>Gila robusta</italic>; Bottcher et al., <xref ref-type="bibr" rid="B9">2013</xref>; Budy et al., <xref ref-type="bibr" rid="B12">2015</xref>).</p>
<p>We also selected a third field site, a 1.5-km stretch near Cottonwood Wash on the San Rafael River, because it was a unique, complex stretch of river with high habitat suitability for the desert fish species listed above (Bottcher, <xref ref-type="bibr" rid="B8">2009</xref>). This complex reach developed after a sediment plug in 2010 slowly formed a shallow, braided system in the otherwise simplified and degraded river (Lyster, <xref ref-type="bibr" rid="B40">2018</xref>). A resident beaver colony was already established and active there, maintaining and extending complex fish habitat, so we did not translocate any beavers to this site but used it to study resident beaver movement patterns.</p>
<p>Both rivers flow through red rock desert, canyonlands, and desert shrubland. Willow (<italic>Salix</italic> spp.), Fremont cottonwood (<italic>Populus fremontii</italic>), common reed (<italic>Phragmites</italic> spp.), and non-native and invasive tamarisk (live and dead; <italic>Tamarix ramosissima</italic>), and Russian olive (<italic>Elaeagnus angustifolia</italic>) make up the majority of riparian vegetation, with cattails (<italic>Typha</italic> spp.) also growing at Cottonwood Wash. Typical temperatures range from 37&#x000B0;C in the summer to &#x02212;11&#x000B0;C in the winter, and there is little rainfall, averaging 21 cm per year (National Oceanic Atmospheric Administration, <xref ref-type="bibr" rid="B58">2021</xref>).</p>
<p>To determine existing resident beaver presence before translocations, we conducted sign surveys at Cottonwood and Moonshine Wash in June 2019 and along the Price River in August 2019. Surveys entailed walking, wading, or floating along the rivers and marking all lodges, burrows, dams, and fresh beaver sign such as foraging, slides, and scent mounds on a handheld GPS unit (Garmin, Chicago, Illinois, USA; Model GPSMAP 78s or 66st). We observed evidence of resident beaver activity at Cottonwood Wash and in several stretches of the Price River, but no fresh activity at Moonshine Wash.</p>
</sec>
<sec>
<title>Capture, Quarantine, Tagging, and Release</title>
<p>All procedures including animal capture, handling, tagging, and monitoring were approved by Institute for Animal Care and Use Committees at Utah State University (No.10128) and USDA-National Wildlife Research Center (QA-3171). We responded to calls to capture nuisance beavers in northern, central, and eastern Utah for our translocation efforts; these beavers would have been euthanized if not captured and translocated. We captured resident beavers along the Price River and at Cottonwood Wash. We captured translocated and resident beavers from May to October of 2019 and 2020 using Hancock/Koro suitcase-style traps, Comstock box traps, and non-lethal cable restraints. To accommodate quarantine protocols (Utah Division of Wildlife Resources, <xref ref-type="bibr" rid="B85">2017</xref>; Pilliod et al., <xref ref-type="bibr" rid="B64">2018</xref>), we held translocated beavers for at least 3 days at the Utah State University Beaver Ecology and Relocation Center in Logan, Utah, or the field site. Beavers were provided tree cuttings, root vegetables, rodent pellets, and fresh water daily (Campbell-Palmer and Rosell, <xref ref-type="bibr" rid="B15">2015</xref>). They were held an average of 4.4 &#x000B1; 1.3 days (1 Standard Error) before release.</p>
<p>We chemically immobilized beavers with Butorphanol, Azaperone, and Medetomidine, supplemented with oxygen and isoflurane, to process translocated and resident beavers (Roug et al., <xref ref-type="bibr" rid="B74">2018</xref>). During processing, we assigned an age class based on weight and body size (subadult = 1&#x02013;2 years, adult &#x0003E;2 years; Patric and Webb, <xref ref-type="bibr" rid="B60">1960</xref>) and sexed beavers using anal gland secretion (Schulte et al., <xref ref-type="bibr" rid="B75">1995</xref>; Woodruff and Pollock, <xref ref-type="bibr" rid="B91">2018</xref>). We categorized beavers into four state categories: RA, resident subadult (RS), translocated adult (TA), and translocated subadult (TS). Due to small sample size, we were unable to split state categories by sex. All beavers received a passive integrated transponder- (PIT-) tag (Biomark APT12 tags; Boise, Idaho, USA) inserted in the tail. We also fitted adult and subadult beavers &#x0003E;9 kg with tail-mounted transmitters (Rothmeyer et al., <xref ref-type="bibr" rid="B73">2002</xref>; Arjo et al., <xref ref-type="bibr" rid="B1">2008</xref>). Transmitters were either a remotely downloadable store on-board GPS tag (Africa Wildlife Tracking; Rietondale, Pretoria, South Africa) or a VHF modified ear-tag (Advanced Telemetry Systems, Isanti, Minnesota, USA; Model &#x00023;M3530). Initially, we secured GPS- and VHF-tags with 19 mm neoprene and 19 mm steel washers, then to improve transmitter retention we increased the sizes of washers to 38.1 mm neoprene and 31.8 mm steel washers in September 2019 (Windels and Belant, <xref ref-type="bibr" rid="B89">2016</xref>). Resident beavers were released at their capture sites, while translocated beavers were released at unoccupied stretches of the Price River restoration site and Moonshine Wash study site on the San Rafael River.</p>
</sec>
<sec>
<title>Monitoring</title>
<p>We tracked beavers 2&#x02013;7 times per week via GPS locations and radio-telemetry using homing-in or triangulation techniques from May through October in 2019 and 2020. To generate beaver locations from triangulations, we input at least three telemetry azimuths &#x02264;30 min apart into &#x0201C;Location of A Signal&#x0201D; (LOAS, version 4.0, Ecological Software Solutions, Sacramento, CA) using Maximum Likelihood Estimation. We only included LOAS locations &#x0003C;200 m from the river with &#x0003C;10 ha error ellipse in analyses. We also used semi-permanent and submersible passive integrated antennae (PIAs; Biomark; Boise, Idaho, USA) in the rivers to passively detect PIT-tags from May 2019 through March 2021. Some beavers emigrated from the targeted restoration sites, so we scanned along the Green River monthly, conducted one aerial flight, and floated the Price and San Rafael Rivers several times to attempt to locate these individuals. We only included live detections in analyses and assumed that all PIA detections were of live beavers.</p>
<p>We determined transient (temporary) and permanent settlement sites of translocated beavers, which we defined as areas with &#x02265;3 consecutive locations within 0.86 km (the mean maximum river distance detected for our resident beavers), used for &#x02265;7 days for transient sites, and &#x02265;91 days (3 months) for permanent sites (<italic>similar to methods in</italic> Woodford et al., <xref ref-type="bibr" rid="B90">2013</xref>; Matykiewicz et al., <xref ref-type="bibr" rid="B43">2021</xref>). Time to permanent settlement was recorded as the time an individual was released subtracted from the first time an individual was encountered at its permanent settlement site.</p>
<p>We also conducted hour-long, fine-scale movement monitoring sessions on a weekly to bi-monthly basis per individual. First, we triangulated the location of each beaver to get a general location and position ourselves perpendicular to that point along the river. From this location, we took an azimuth every 5 min to approximate movement patterns in the river. Depending on terrain and vegetation, we were 10&#x02013;320 m from the river during monitoring sessions. All data are reported as <inline-formula><mml:math id="M2"><mml:mover accent="false" class="mml-overline"><mml:mrow><mml:mi>x</mml:mi></mml:mrow><mml:mo accent="true">&#x000AF;</mml:mo></mml:mover></mml:math></inline-formula> &#x000B1; 1 Standard Error.</p>
</sec>
<sec>
<title>Coarse-Scale Movement Analysis</title>
<p>We used three methods to compare coarse-scale movement patterns among translocated and resident beavers and test our hypotheses. We used all locations &#x02265;2.5 h apart for these analyses (<xref ref-type="table" rid="T1">Table 1</xref>). First, we used package &#x0201C;riverdist&#x0201D; in Program R for these analyses (Tyers, <xref ref-type="bibr" rid="B81">2016</xref>, version 0.15.3; R Core Team, version 4.0.3, 2020). We snapped the most upstream and downstream locations for each beaver to the closest vertex (spaced 0.5 m apart) of our river network shapefile and calculate the maximum distance detected (in km) for all resident and translocated beavers. Second, we calculated the displacement for all beavers, defined as the distance of each beaver location from their release site (in kilometers), only including individuals with &#x02265;3 locations within the first 6 months post-release, as we detected very few individuals longer than this. Third, we calculated the step length (in m) between consecutive points.</p>
<table-wrap position="float" id="T1">
<label>Table 1</label>
<caption><p>Types of location data used in models of beaver movement, collected from May 2019 to March 2021 in desert rivers in east-central Utah, USA.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left"><bold>Data type</bold></th>
<th valign="top" align="center"><bold>Error associated with data (<italic><inline-formula><mml:math id="M1"><mml:mover accent="false" class="mml-overline"><mml:mrow><mml:mi>x</mml:mi></mml:mrow><mml:mo accent="true">&#x000AF;</mml:mo></mml:mover></mml:math></inline-formula></italic> &#x000B1;1 standard error)</bold></th>
<th valign="top" align="center"><bold>Proportion of data in MDD modeling<xref ref-type="table-fn" rid="TN1"><sup>a</sup></xref></bold></th>
<th valign="top" align="center"><bold>Proportion of data in DR modeling</bold></th>
<th valign="top" align="center"><bold>Proportion of data in SL modeling<xref ref-type="table-fn" rid="TN2"><sup>b</sup></xref></bold></th>
<th valign="top" align="center"><bold>Proportion of data in FS modeling</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Passive integrated antennae detection</td>
<td valign="top" align="center">0 m<sup>2</sup></td>
<td valign="top" align="center">0.45</td>
<td valign="top" align="center">0.60</td>
<td valign="top" align="center">0.30</td>
<td valign="top" align="center">&#x02013;</td>
</tr>
<tr>
<td valign="top" align="left">GPS location</td>
<td valign="top" align="center">34.3 &#x000B1; 2.3 m<sup>2</sup></td>
<td valign="top" align="center">0.03</td>
<td valign="top" align="center">0.05</td>
<td valign="top" align="center">0.09</td>
<td valign="top" align="center">&#x02013;</td>
</tr>
<tr>
<td valign="top" align="left">Telemetry&#x02014;homing location</td>
<td valign="top" align="center">0 m<sup>2</sup></td>
<td valign="top" align="center">0.12</td>
<td valign="top" align="center">0.14</td>
<td valign="top" align="center">0.21</td>
<td valign="top" align="center">&#x02013;</td>
</tr>
<tr>
<td valign="top" align="left">Telemetry&#x02014;triangulation</td>
<td valign="top" align="center">3055.8 &#x000B1; 651.9 m<sup>2</sup></td>
<td valign="top" align="center">0.26</td>
<td valign="top" align="center">0.21</td>
<td valign="top" align="center">0.40</td>
<td valign="top" align="center">&#x02013;</td>
</tr>
<tr>
<td valign="top" align="left">Single azimuth intersecting river</td>
<td valign="top" align="center">17.8 &#x000B1; 1.5 m<sup>2<xref ref-type="table-fn" rid="TN3"><sup>c</sup></xref></sup></td>
<td valign="top" align="center">&#x02013;</td>
<td valign="top" align="center">&#x02013;</td>
<td valign="top" align="center">&#x02013;</td>
<td valign="top" align="center">1.00</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="TN1"><label>a</label><p><italic>An additional 14% of locations were release events</italic>.</p></fn>
<fn id="TN2"><label>b</label><p><italic>Data type at the end of each step</italic>.</p></fn>
<fn id="TN3"><label>c</label><p><italic>Based on calibration tests using stationary test transmitters</italic>.</p></fn>
<p><italic>The models include maximum distance detected (MDD; distance between the most upstream and downstream locations for each beaver, in river km), displacement (DR; distance from release, in river km), step length (SL; distance from one observed location to the next, in river m), and fine-scale movement rate (FS; median 5-minute step length, in river m)</italic>.</p>
</table-wrap-foot>
</table-wrap>
<p>We constructed a log-linear regression model set comparing <italic>ln(maximum distance detected)</italic> and beaver state category (RA, RS, TA, TS) in order to analyze maximum observed river distance. For the latter two measurements (translocated beavers), we constructed two log-log linear regression mixed-model sets to assess differences in displacement from release <italic>(distance from release</italic> &#x0007E; <italic>time since release)</italic> and the distance from one observed location to the next <italic>(step length</italic> &#x0007E; <italic>step duration)</italic> between resident and TA and subadult beavers, and the influence of several covariates on these differences (<xref ref-type="table" rid="T2">Table 2</xref>). The log-log regressions are necessary to account for the theoretically expected non-linear relationship between displacement and time (<italic>for further details see</italic> Street et al., <xref ref-type="bibr" rid="B77">2018</xref>). Individual beaver ID was included as a random effect on both the intercept and <italic>ln(time since release)</italic> or <italic>ln(step duration)</italic>. In the step-length model, we included only step lengths &#x0003E;0 m, step durations &#x02264;60.8-day (2 months), and individuals with &#x02265;2 steps.</p>
<table-wrap position="float" id="T2">
<label>Table 2</label>
<caption><p>Key to parameters included in four models of resident adult, resident subadult, translocated adult, and translocated subadult beaver space use.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left"><bold>Parameter</bold></th>
<th valign="top" align="left"><bold>Parameter</bold><break/> <bold>code</bold></th>
<th valign="top" align="center"><bold>Included in</bold><break/> <bold>MDD modeling</bold></th>
<th valign="top" align="center"><bold>Included in</bold><break/> <bold>DR modeling</bold></th>
<th valign="top" align="center"><bold>Included in</bold><break/> <bold>SL modeling</bold></th>
<th valign="top" align="center"><bold>Included in</bold><break/> <bold>FS modeling</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Maximum distance detected</td>
<td valign="top" align="left">MDD<xref ref-type="table-fn" rid="TN4"><sup>a</sup></xref></td>
<td valign="top" align="center">X</td>
<td/>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Displacement from release site</td>
<td valign="top" align="left">DR<xref ref-type="table-fn" rid="TN4"><sup>a</sup></xref></td>
<td/>
<td valign="top" align="center">X</td>
<td/>
<td/>
</tr>
<tr>
<td valign="top" align="left">Step length</td>
<td valign="top" align="left">SL<xref ref-type="table-fn" rid="TN4"><sup>a</sup></xref></td>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Median 5 min displacement</td>
<td valign="top" align="left">MD<xref ref-type="table-fn" rid="TN4"><sup>a</sup></xref></td>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
</tr>
<tr>
<td valign="top" align="left">Individual beaver ID<xref ref-type="table-fn" rid="TN5"><sup>b</sup></xref></td>
<td valign="top" align="left"><italic>i</italic></td>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
</tr>
<tr>
<td valign="top" align="left">State category (Resident adult)</td>
<td valign="top" align="left">RA</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
</tr>
<tr>
<td valign="top" align="left">State category (Resident subadult)</td>
<td valign="top" align="left">RS</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">State category (Translocated adult)</td>
<td valign="top" align="left">TA</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
</tr>
<tr>
<td valign="top" align="left">State category (Translocated subadult)</td>
<td valign="top" align="left">TS</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X</td>
</tr>
<tr>
<td valign="top" align="left">Step duration</td>
<td valign="top" align="left">SD</td>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Time since release</td>
<td valign="top" align="left">TR</td>
<td/>
<td valign="top" align="center">X</td>
<td valign="top" align="center">X<xref ref-type="table-fn" rid="TN6"><sup>c</sup></xref></td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Is PIA detection</td>
<td valign="top" align="left">PIA</td>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">River discharge (low discharge)</td>
<td valign="top" align="left">LD</td>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">River discharge (medium discharge)</td>
<td valign="top" align="left">MD</td>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">River discharge (high discharge)</td>
<td valign="top" align="left">HD</td>
<td/>
<td/>
<td valign="top" align="center">X</td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Normalized Difference Vegetation Index</td>
<td valign="top" align="left">NDVI</td>
<td/>
<td/>
<td valign="top" align="center">X<xref ref-type="table-fn" rid="TN6"><sup>c</sup></xref><sup>,</sup><xref ref-type="table-fn" rid="TN7"><sup>d</sup></xref></td>
<td/>
</tr>
<tr>
<td valign="top" align="left">Time of day (night)</td>
<td valign="top" align="left">N</td>
<td/>
<td/>
<td/>
<td valign="top" align="center">X</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>Beavers were monitored via PIT-, VHF-, and GPS-tags in desert rivers in east-central Utah, USA, from May 2019 to March 2021. Models were fitted to each of four response variables: (1) maximum distance detected (MDD; distance between the most upstream and downstream locations of each beaver, in river km; n = 53), (2) displacement (DR; distance from release, in river km; n = 1,110), (3) step length (SL; distance from one observed location to the next, in river m; n = 600), and (4) fine-scale movement rate (FS; median 5-min step length, in river m; n = 68)</italic>.</p>
<fn id="TN4"><label>a</label><p><italic>Response variable</italic>.</p></fn>
<fn id="TN5"><label>b</label><p><italic>Random effect</italic>.</p></fn>
<fn id="TN6"><label>c</label><p><italic>Scaled and centered</italic>.</p></fn>
<fn id="TN7"><label>d</label><p><italic>Start of step</italic>.</p></fn>
</table-wrap-foot>
</table-wrap>
<p>We categorized discharge [high, medium, or low; cubic feet per second (cfs)] based on median historical average discharge (87.2 cfs) for the lower Price and San Rafael Rivers, using 66 and 84 years of data, respectively (United States Geological Survey, <xref ref-type="bibr" rid="B83">2021a</xref>). We included all discharges from 0 to 30.9 cfs in the low category, discharges from 31.0 to 142.9 cfs in the medium category, and all discharges &#x0003E;143.0 cfs in the high category.</p>
<p>We used NDVI as a greenness index of standing plant biomass at beaver locations (Pettorelli et al., <xref ref-type="bibr" rid="B63">2011</xref>; Neumann et al., <xref ref-type="bibr" rid="B59">2015</xref>). NDVI can be used as a measure of suitable beaver habitat because tamarisk thickets and desert habitat have lower NDVI than cottonwood, willow, and riparian zones favored by beavers (Lesica and Miles, <xref ref-type="bibr" rid="B39">2004</xref>; Nagler et al., <xref ref-type="bibr" rid="B54">2004</xref>; Barela and Frey, <xref ref-type="bibr" rid="B4">2016</xref>). Over 95% of beaver locations used in analyses had a location error &#x0003C;900 m<sup>2</sup>, so we downloaded 30 &#x000D7; 30 m resolution Landsat 8 Operational Land Imager Surface Reflectance scenes with &#x0003C;15% cloud cover for NDVI derivation. We ordered scenes through USGS Earth Explorer (United States Geological Survey, <xref ref-type="bibr" rid="B84">2021b</xref>; <ext-link ext-link-type="uri" xlink:href="https://earthexplorer.usgs.gov/">https://earthexplorer.usgs.gov/</ext-link>) and NDVI calculations from the Earth Science Processing Architecture platform (United States Geological Survey, <xref ref-type="bibr" rid="B82">2017</xref>; <ext-link ext-link-type="uri" xlink:href="https://espa.cr.usgs.gov/">https://espa.cr.usgs.gov/</ext-link>). We generated seasonal mean NDVI pixel values using the &#x0201C;Mosaic to New Raster&#x0201D; tool in ArcGIS Pro (Environmental Systems Research Institute, 2021; version 2.8.0; Redlands, CA, USA). In our rivers, discharge and NDVI typically follow seasonal patterns, so we did not include season as an additional covariate.</p>
<p>We fitted the maximum distance model using the &#x0201C;lm&#x0201D; function in base R (R Development Core Team, <xref ref-type="bibr" rid="B69">2020</xref>; version 4.1.0), while we fitted the displacement and step length models using package &#x0201C;nlme&#x0201D; in program R (Pinheiro et al., <xref ref-type="bibr" rid="B65">2013</xref>; version 3.1.152). We constructed models for the three coarse-scale movement metrics using several covariates (<xref ref-type="table" rid="T2">Table 2</xref>). We confirmed normality using diagnostic plots of the best model residuals.</p>
</sec>
<sec>
<title>Fine-Scale Movement Analysis</title>
<p>We estimated the location of each beaver in the river using the &#x0201C;Bearing Distance to Line&#x0201D; and &#x0201C;Intersect&#x0201D; tools in ArcGIS Pro (Environmental Systems Research Institute, 2021; version 2.8.0; Redlands, CA, USA) from the azimuths taken during fine-scale (5 min between consecutive observations) movement monitoring sessions (<xref ref-type="table" rid="T1">Table 1</xref>). We assumed beavers were in the river for all locations. Using these estimated points, we calculated the step length between consecutive points in &#x0201C;riverdist&#x0201D; using the same methods as described above. Lastly, we calculated the median 5-min step length (in m) for each sampling session. We were unable to include all 5-min step lengths within all sampling sessions because our sample size was too small to include nested random effects of sampling session within individual beaver ID. In addition, we did not detect any RSs long enough to conduct these fine-scale movement monitoring sessions, and we excluded Cottonwood Wash from this analysis because we only monitored one individual at a fine-scale in this site. High median distance moved was an indicator of an active beaver, perhaps out foraging, while a low median distance moved likely indicated an inactive beaver, likely resting.</p>
<p>We used a log-linear regression mixed model to compare the fine-scale movement rates (median 5-min step lengths) of RA, TAs, and subadult beavers, and the influence of several covariates on these movement patterns (<xref ref-type="table" rid="T2">Table 2</xref>). We categorized daytime as 06:00&#x02013;17:59 h and nighttime as 18:00&#x02013;05:59 h. We fitted the fine-scale movement rate model using package &#x0201C;nlme&#x0201D; in program R (Pinheiro et al., <xref ref-type="bibr" rid="B65">2013</xref>; version 3.1.152). We used residual diagnostic plots to confirm normality.</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<p>We captured and PIT-tagged 41 translocated beavers and fit 35 translocated beavers (21 adults, 14 subadults) with radio transmitters. We PIT-tagged 16 resident beavers and fit 12 resident beavers with radio transmitters (9 adults, 3 subadults). We censored three additional resident beavers from analyses because they died from capture- or processing-related events. We released resident beavers at their capture sites, at Cottonwood Wash (2019; <italic>n</italic> = 3, 2 adults and 1 subadult) and in the Price River (2019 and 2020; <italic>n</italic> = 13, 8 adults and 5 subadults). We released 36 translocated beavers (76.5%) as family groups or as pairs formed during quarantine. We released 33 translocated beavers (16 adults and 17 subadults) in unoccupied portions of the Price River targeted restoration site both years, but only released 8 translocated beavers (5 adults and 3 subadults) near BDAs at Moonshine Wash in 2019. Drought in 2020 caused extremely low flows in the San Rafael River, resulting in unsuitable conditions for translocation at Moonshine Wash.</p>
<p>We detected RS and translocated beavers over significantly longer stretches of river than RA beavers (<xref ref-type="table" rid="T3">Table 3</xref>; <xref ref-type="fig" rid="F1">Figure 1</xref>). The average time passed between an individuals&#x00027; most up- and down-stream locations was 54.1 &#x000B1; 31.5 days for RA beavers, 35.9 &#x000B1; 30.1 days for RS beavers, 38.1 &#x000B1; 23.6 days for TA beavers, and 40.6 &#x000B1; 12.1 days for TS beavers. We detected 41.4% of all TA and subadult beavers (<italic>n</italic> = 17) &#x0003E;20 km from their release site (<xref ref-type="fig" rid="F2">Figure 2</xref>), and 61.4% of RS and translocated beavers were downstream of their release site at their final detection (25.0% of RS, 66.7% of TA, and 63.2% of TS). Eleven translocated beavers (four adults at the Price River, two adults at Moonshine Wash, and five subadults at the Price River) settled in transient resting sites within the targeted restoration sites for an average of 16.2 &#x000B1; 2.7 days before moving to other areas. We did not observe any transient resting sites for RS beavers. Four translocated beavers (two adults, two subadults) permanently settled outside the targeted restoration sites 8.6&#x02013;155.4 days after release (72.2 &#x000B1; 34.6 days); three near the confluence of the Green and Price Rivers, and one subadult beaver farther downstream, near the town of Green River. We detected these beavers for an average of 134.8 &#x000B1; 7.5 days with PIAs at these settlement sites.</p>
<table-wrap position="float" id="T3">
<label>Table 3</label>
<caption><p>Fixed effects estimates from four movement models of resident adult (RA), resident subadult (RS), translocated adult (TA), and translocated subadult (TS) beavers monitored via PIT-, VHF-, and GPS-tags in desert rivers in east-central Utah, USA, from May 2019 to March 2021.</p></caption>
<table frame="hsides" rules="groups">
<thead>
<tr>
<th valign="top" align="left"><bold>Parameter</bold></th>
<th valign="top" align="center"><bold>Estimate</bold></th>
<th valign="top" align="center"><bold>Lower 95% CI</bold></th>
<th valign="top" align="center"><bold>Upper 95% CI</bold></th>
<th valign="top" align="center"><italic><bold>p</bold></italic><bold>-values</bold></th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" colspan="5"><bold>Maximum distance detected</bold></td>
</tr>
<tr>
<td valign="top" align="left">RA</td>
<td valign="top" align="center">&#x02212;0.42</td>
<td valign="top" align="center">&#x02212;1.18</td>
<td valign="top" align="center">0.34</td>
<td valign="top" align="center">0.29</td>
</tr>
<tr>
<td valign="top" align="left">RS</td>
<td valign="top" align="center">2.12</td>
<td valign="top" align="center">0.98</td>
<td valign="top" align="center">3.26</td>
<td valign="top" align="center">&#x0003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">TA</td>
<td valign="top" align="center">2.56</td>
<td valign="top" align="center">2.07</td>
<td valign="top" align="center">3.05</td>
<td valign="top" align="center">&#x0003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">TS</td>
<td valign="top" align="center">2.31</td>
<td valign="top" align="center">1.78</td>
<td valign="top" align="center">2.84</td>
<td valign="top" align="center">&#x0003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left" colspan="5"><bold>Coarse-scale displacement</bold></td>
</tr>
<tr>
<td valign="top" align="left">RA</td>
<td valign="top" align="center">0.30</td>
<td valign="top" align="center">&#x02212;0.21</td>
<td valign="top" align="center">0.81</td>
<td valign="top" align="center">0.26</td>
</tr>
<tr>
<td valign="top" align="left">RS</td>
<td valign="top" align="center">0.90</td>
<td valign="top" align="center">&#x02212;0.22</td>
<td valign="top" align="center">2.02</td>
<td valign="top" align="center">0.12</td>
</tr>
<tr>
<td valign="top" align="left">TA</td>
<td valign="top" align="center">0.45</td>
<td valign="top" align="center">0.12</td>
<td valign="top" align="center">0.78</td>
<td valign="top" align="center">0.01</td>
</tr>
<tr>
<td valign="top" align="left">TS</td>
<td valign="top" align="center">0.59</td>
<td valign="top" align="center">0.22</td>
<td valign="top" align="center">0.96</td>
<td valign="top" align="center">&#x0003C;0.01</td>
</tr>
<tr>
<td valign="top" align="left">RA&#x0002A;Ln(TR)</td>
<td valign="top" align="center">&#x02212;0.01</td>
<td valign="top" align="center">&#x02212;0.21</td>
<td valign="top" align="center">0.19</td>
<td valign="top" align="center">0.91</td>
</tr>
<tr>
<td valign="top" align="left">RS&#x0002A;Ln(TR)</td>
<td valign="top" align="center">0.52</td>
<td valign="top" align="center">0.01</td>
<td valign="top" align="center">1.03</td>
<td valign="top" align="center">0.05</td>
</tr>
<tr>
<td valign="top" align="left">TA&#x0002A;Ln(TR)</td>
<td valign="top" align="center">0.35</td>
<td valign="top" align="center">0.21</td>
<td valign="top" align="center">0.49</td>
<td valign="top" align="center">&#x0003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">TS&#x0002A;Ln(TR)</td>
<td valign="top" align="center">0.46</td>
<td valign="top" align="center">0.32</td>
<td valign="top" align="center">0.60</td>
<td valign="top" align="center">&#x0003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left" colspan="5"><bold>Coarse-scale step length</bold></td>
</tr>
<tr>
<td valign="top" align="left">RA</td>
<td valign="top" align="center">4.71</td>
<td valign="top" align="center">3.69</td>
<td valign="top" align="center">5.73</td>
<td valign="top" align="center">&#x0003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">RS</td>
<td valign="top" align="center">7.73</td>
<td valign="top" align="center">5.85</td>
<td valign="top" align="center">9.61</td>
<td valign="top" align="center">&#x0003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">TA</td>
<td valign="top" align="center">6.61</td>
<td valign="top" align="center">5.67</td>
<td valign="top" align="center">7.55</td>
<td valign="top" align="center">&#x0003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">TS</td>
<td valign="top" align="center">6.48</td>
<td valign="top" align="center">5.36</td>
<td valign="top" align="center">7.60</td>
<td valign="top" align="center">&#x0003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">PIA</td>
<td valign="top" align="center">0.42</td>
<td valign="top" align="center">0.03</td>
<td valign="top" align="center">0.81</td>
<td valign="top" align="center">0.03</td>
</tr>
<tr>
<td valign="top" align="left">LD</td>
<td valign="top" align="center">&#x02212;0.64</td>
<td valign="top" align="center">&#x02212;1.42</td>
<td valign="top" align="center">0.14</td>
<td valign="top" align="center">0.11</td>
</tr>
<tr>
<td valign="top" align="left">HD</td>
<td valign="top" align="center">&#x02212;0.26</td>
<td valign="top" align="center">&#x02212;1.16</td>
<td valign="top" align="center">0.64</td>
<td valign="top" align="center">0.57</td>
</tr>
<tr>
<td valign="top" align="left">NDVI</td>
<td valign="top" align="center">&#x02212;0.11</td>
<td valign="top" align="center">&#x02212;0.31</td>
<td valign="top" align="center">0.09</td>
<td valign="top" align="center">0.24</td>
</tr>
<tr>
<td valign="top" align="left">RA&#x0002A;Ln(TR)</td>
<td valign="top" align="center">&#x02212;0.69</td>
<td valign="top" align="center">&#x02212;1.06</td>
<td valign="top" align="center">&#x02212;0.32</td>
<td valign="top" align="center">&#x0003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">RS&#x0002A;Ln(TR)</td>
<td valign="top" align="center">0.18</td>
<td valign="top" align="center">&#x02212;0.56</td>
<td valign="top" align="center">0.92</td>
<td valign="top" align="center">0.62</td>
</tr>
<tr>
<td valign="top" align="left">TA&#x0002A;Ln(TR)</td>
<td valign="top" align="center">0.08</td>
<td valign="top" align="center">&#x02212;0.25</td>
<td valign="top" align="center">0.41</td>
<td valign="top" align="center">0.64</td>
</tr>
<tr>
<td valign="top" align="left">TS&#x0002A;Ln(TR)</td>
<td valign="top" align="center">0.03</td>
<td valign="top" align="center">&#x02212;0.44</td>
<td valign="top" align="center">0.50</td>
<td valign="top" align="center">0.89</td>
</tr>
<tr>
<td valign="top" align="left">RA&#x0002A;Ln(SD)</td>
<td valign="top" align="center">0.47</td>
<td valign="top" align="center">0.12</td>
<td valign="top" align="center">0.82</td>
<td valign="top" align="center">0.01</td>
</tr>
<tr>
<td valign="top" align="left">RS&#x0002A;Ln(SD)</td>
<td valign="top" align="center">&#x02212;0.13</td>
<td valign="top" align="center">&#x02212;0.99</td>
<td valign="top" align="center">0.73</td>
<td valign="top" align="center">0.78</td>
</tr>
<tr>
<td valign="top" align="left">TA&#x0002A;Ln(SD)</td>
<td valign="top" align="center">0.61</td>
<td valign="top" align="center">0.30</td>
<td valign="top" align="center">0.92</td>
<td valign="top" align="center">&#x0003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">TS&#x0002A;Ln(SD)</td>
<td valign="top" align="center">0.47</td>
<td valign="top" align="center">0.02</td>
<td valign="top" align="center">0.92</td>
<td valign="top" align="center">0.04</td>
</tr>
<tr>
<td valign="top" align="left" colspan="5"><bold>Fine-scale movement rate</bold></td>
</tr>
<tr>
<td valign="top" align="left">RA</td>
<td valign="top" align="center">1.95</td>
<td valign="top" align="center">1.36</td>
<td valign="top" align="center">2.54</td>
<td valign="top" align="center">&#x0003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">TA</td>
<td valign="top" align="center">1.21</td>
<td valign="top" align="center">0.35</td>
<td valign="top" align="center">2.07</td>
<td valign="top" align="center">&#x0003C;0.01</td>
</tr>
<tr>
<td valign="top" align="left">TS</td>
<td valign="top" align="center">1.45</td>
<td valign="top" align="center">0.88</td>
<td valign="top" align="center">2.02</td>
<td valign="top" align="center">&#x0003C;0.001</td>
</tr>
<tr>
<td valign="top" align="left">N</td>
<td valign="top" align="center">0.89</td>
<td valign="top" align="center">0.34</td>
<td valign="top" align="center">1.44</td>
<td valign="top" align="center">&#x0003C;0.01</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<p><italic>Models were fitted to each of four response variables: (1) maximum distance detected (distance between the most upstream and downstream locations for each beaver, in river km; adjusted R<sup>2</sup> = 0.78, n = 53), (2) displacement (distance from release, in river km; marginal R<sup>2</sup> = 0.45, conditional R<sup>2</sup> = 0.86, n = 1,110), (3) step length (distance from one observed location to the next, in river m; marginal R<sup>2</sup> = 0.30, conditional R<sup>2</sup> = 0.51, n = 600), and (4) fine-scale movement rate (median 5-min step length, in river m; marginal R<sup>2</sup> = 0.20, conditional R<sup>2</sup> = 0.28, n = 68)</italic>.</p>
</table-wrap-foot>
</table-wrap>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p>The maximum distance between the most upstream and downstream locations resident adult (RA, <italic>n</italic> = 9), resident subadult (RS, <italic>n</italic> = 4), translocated adult (TA, <italic>n</italic> = 21), and translocated subadult (TS, <italic>n</italic> = 19) beavers were detected (km) in the Price, San Rafael, and Green Rivers in east-central Utah, USA. Beavers were monitored via PIT-, VHF-, and GPS-tags from May 2019 to March 2020. The boxes encompass the first through third quartiles (25&#x02013;75 percentiles), while the whiskers extend to the highest or lowest values within 1.5 times the inter-quartile range (the distance between the first and third quartiles). Maximum distances detected outside of this range are outliers and plotted as points.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcosc-03-777797-g0001.tif"/>
</fig>
<fig id="F2" position="float">
<label>Figure 2</label>
<caption><p>Passive restoration sites and surrounding stretches of river on the Price River and the lower San Rafael River at Cottonwood Wash and Moonshine Wash in east-central Utah, USA. Inset text boxes labeled with letters represent the proportion and number of translocated beavers detected at certain passive integrated antennae (PIAs) outside of or near the end of the passive restoration sites. The color of the river line indicates which release site translocated beavers originated from (Moonshine Wash or Price River)<sup>a</sup>; 36.6% (<italic>n</italic> = 15) of translocated beavers were not detected by the labeled PIAs (Pa-Pd or Ma-Mb), and 17.1% (<italic>n</italic> = 7) of translocated beavers were detected at more than one of the labeled PIAs. <sup><italic>a</italic></sup><italic>Distance each PIA is from each release site: Pa, 101 km from Price River release site; Pb, 7 km from Price River release site; Pc, 29 km from Price River release site; Pd, 47 km from Price River release site; Ma, 58 km from Moonshine Wash release site; Mb, 5 km from Moonshine Wash release site</italic>.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcosc-03-777797-g0002.tif"/>
</fig>
<p>Based on the displacement model, we observed distinct differences between RA beavers and RS or translocated beavers in the relationship between the distance traveled from their release sites and time (<xref ref-type="table" rid="T3">Table 3</xref>; <xref ref-type="fig" rid="F3">Figure 3</xref>). For RAs, <italic>ln</italic>(<italic>time since release</italic>) had no detectable effect on <italic>ln</italic>(<italic>distance from release</italic>)&#x02014;RA beavers did not change their displacement from their release site over time. In contrast, translocated beavers and RS beavers moved farther from their release sites during the monitoring period, albeit at a diminishing rate (<xref ref-type="table" rid="T3">Table 3</xref>; <xref ref-type="fig" rid="F3">Figure 3</xref>). The random effects of Beaver ID on both the intercept and the effect of <italic>ln</italic>(<italic>time since release</italic>) substantially improved model fit [likelihood-ratio <inline-formula><mml:math id="M3"><mml:msubsup><mml:mrow><mml:mi>&#x003C7;</mml:mi></mml:mrow><mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mn>2</mml:mn><mml:mo>,</mml:mo><mml:mtext>&#x000A0;</mml:mtext><mml:mstyle class="text"><mml:mtext class="textit" mathvariant="italic">n</mml:mtext></mml:mstyle><mml:mo>=</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mn>110</mml:mn></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msubsup></mml:math></inline-formula> = 225.29, <italic>p</italic> &#x0003C; 0.001; marginal <italic>R</italic><sup>2</sup> = 0.45, conditional <italic>R</italic><sup>2</sup> = 0.86].</p>
<fig id="F3" position="float">
<label>Figure 3</label>
<caption><p>Relationship between distance from release (displacement, in river km) and time since release for beavers (RA, resident adult; RS, resident subadult; TA, translocated adult; TS, translocated subadult) monitored in desert rivers, east-central Utah, USA, from May 2019 to March 2021. Lines and shaded 95% Confidence Intervals only include the fixed effects from the back-transformed predicted values of a log-log regression linear mixed model (marginal <italic>R</italic><sup>2</sup> = 0.45, conditional <italic>R</italic><sup>2</sup> = 0.86, <italic>n</italic> = 1,110).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcosc-03-777797-g0003.tif"/>
</fig>
<p>Based on the step-length model, we observed differences between the displacement rates of RA beavers and RS or translocated beavers (<xref ref-type="table" rid="T3">Table 3</xref>). Passive integrated antennae detections were associated with higher displacement rates, while neither river discharge category nor NDVI value at the start of a step affected displacement rates in the model. Resident adult beavers moved more slowly than the beavers in other state categories, although the confidence intervals of all state categories overlapped to some extent (<xref ref-type="fig" rid="F4">Figure 4</xref>). When all other covariates were held constant, RA, and translocated beavers exhibited acceleration initially, followed later by gradual deceleration in increasing step duration. Resident subadult beavers exhibited quick deceleration initially, followed later by gradual deceleration in increasing step duration (<xref ref-type="fig" rid="F4">Figure 4</xref>). Resident subadult beavers displaced fastest over short time periods (i.e., hours and days), while translocated beavers displaced fastest over long time periods (i.e., months, <xref ref-type="fig" rid="F4">Figures 4</xref>, <xref ref-type="fig" rid="F5">5</xref>). Resident adult beavers moved the slowest at all temporal scales (<xref ref-type="fig" rid="F5">Figure 5</xref>). Resident adults also reduced their speed as time since release increased, whereas the three other beaver state categories demonstrated a slight increase in speed as time since release increased (<xref ref-type="fig" rid="F5">Figure 5</xref>). Similar to the displacement model, the random effects of Beaver ID on both the intercept and the effect of <italic>ln</italic>(<italic>step duration</italic>) substantially improved model fit [likelihood-ratio <inline-formula><mml:math id="M4"><mml:msubsup><mml:mrow><mml:mi>&#x003C7;</mml:mi></mml:mrow><mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mn>2</mml:mn><mml:mo>,</mml:mo><mml:mtext>&#x000A0;</mml:mtext><mml:mstyle class="text"><mml:mtext class="textit" mathvariant="italic">n</mml:mtext></mml:mstyle><mml:mo>=</mml:mo><mml:mn>600</mml:mn></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msubsup></mml:math></inline-formula> = 11.66, <italic>p</italic> &#x0003C; 0.01; marginal <italic>R</italic><sup>2</sup> = 0.30, conditional <italic>R</italic><sup>2</sup> = 0.51].</p>
<fig id="F4" position="float">
<label>Figure 4</label>
<caption><p>Relationship between step length (in river m) and step duration (in days) for beavers (RA, resident adult; RS, resident subadult; TA, translocated adult; TS, translocated subadult) monitored in desert rivers, east-central Utah, USA, from May 2019 to March 2021. Lines and shaded 95% Confidence Intervals only include the fixed effects from the back-transformed predicted values of a log-log regression linear mixed model (marginal <italic>R</italic><sup>2</sup> = 0.30, conditional <italic>R</italic><sup>2</sup> = 0.51, <italic>n</italic> = 600). We held all other covariates included in the model constant for visualization purposes (medium river discharge category only, PIA detections only, mean NDVI value, and mean time since release).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcosc-03-777797-g0004.tif"/>
</fig>
<fig id="F5" position="float">
<label>Figure 5</label>
<caption><p>Predicted relationship between speed (step length/step duration) at multiple temporal scales [<bold>(A)</bold>, m/hour; <bold>(B)</bold>, m/day; <bold>(C)</bold>, m/month] and time since release for resident adult (RA), resident subadult (RS), translocated adult (TA), and translocated subadult (TS) beavers monitored in the Price, San Rafael, and Green Rivers, Utah, USA, from May 2019 through March 2021. Relationships are based on a log-log regression linear mixed model. All other covariates included in this model were held constant for visualization purposes (medium river discharge category only, PIA detections only, and mean NDVI value).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcosc-03-777797-g0005.tif"/>
</fig>
<p>The fine-scale movement rates of RA and translocated beavers were similar (<xref ref-type="table" rid="T3">Table 3</xref>; <xref ref-type="fig" rid="F6">Figure 6</xref>). Time of day (i.e., day vs. night) was an important parameter explaining fine-scale beaver movement patterns, with beavers being more active at night. Including a random effect of Beaver ID on the intercept in the fine-scale movement rate model did not improve model fit [likelihood ratio <inline-formula><mml:math id="M5"><mml:msubsup><mml:mrow><mml:mi>&#x003C7;</mml:mi></mml:mrow><mml:mrow><mml:mrow><mml:mo stretchy="false">(</mml:mo><mml:mrow><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mtext>&#x000A0;</mml:mtext><mml:mstyle class="text"><mml:mtext class="textit" mathvariant="italic">n</mml:mtext></mml:mstyle><mml:mo>=</mml:mo><mml:mn>1</mml:mn><mml:mo>,</mml:mo><mml:mn>110</mml:mn></mml:mrow><mml:mo stretchy="false">)</mml:mo></mml:mrow></mml:mrow><mml:mrow><mml:mn>2</mml:mn></mml:mrow></mml:msubsup></mml:math></inline-formula> = 0.28, <italic>p</italic> = 0.6; marginal <italic>R</italic><sup>2</sup> = 0.20, conditional <italic>R</italic><sup>2</sup> = 0.28], but was necessary to account for the repeated sampling events for individual beavers.</p>
<fig id="F6" position="float">
<label>Figure 6</label>
<caption><p>Median distance traveled in 5-min intervals during 60-min sampling sessions for beavers monitored in the Price, San Rafael, and Green Rivers, Utah, USA, from May 2019 through October 2020. Observations are separated by time of sampling session (day or night) per beaver state category (RA, resident adult; TA, translocated adult; TS, translocated subadult). The boxes encompass the first through third quartiles (25&#x02013;75 percentiles), while the whiskers extend to the highest or lowest values within 1.5 times the inter-quartile range (the distance between the first and third quartiles). Median distances traveled in 5 min outside of this range are outliers and plotted as points.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fcosc-03-777797-g0006.tif"/>
</fig>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>Our findings suggest translocated beavers exhibited movement behavior similar to dispersing RS beavers, likely moving through their new environment in search of a mate and a suitable site to settle. We found that translocated beavers demonstrated movement patterns similar to RS beavers in the first 6 months post-release, with an exploratory dispersive phase following release gradually decaying into more sedentary space-use indicative of home range establishment. Translocated beavers moved substantially farther and faster than RA beavers, beavers which already had established territories and therefore likely had no need for such exploratory movement patterns. However, contrary to our fine-scale movement rate hypothesis, we observed no differences in median distance moved between translocated and RA beavers over a short time span (5 min), suggesting day-to-day activity patterns such as foraging and resting were not greatly impacted by dispersal or translocation. These results suggest that although translocated beavers typically demonstrated wide-ranging movement patterns initially, movement behavior patterns will eventually mimic RA beavers.</p>
<p>Resident adult beavers remained in small stretches of river throughout time, with maximum distance detected between the most upstream and downstream locations of each beaver averaging 0.86 &#x000B1; 0.21, suggesting they held established home ranges and territories. The distance we observed was smaller than naturally occurring American and Eurasian beaver home ranges reported in other studies (3.6 &#x000B1; 0.3 km, Graf et al., <xref ref-type="bibr" rid="B22">2016b</xref>; 2.2 &#x000B1; 0.5 km, Breck et al., <xref ref-type="bibr" rid="B11">2001</xref>; 1.8 &#x000B1; 0.3 km in smaller streams and 3.6 &#x000B1; 0.5 km in larger rivers, Havens et al., <xref ref-type="bibr" rid="B25">2013</xref>). Smaller home ranges may be caused by resources being less dispersed and less diverse in smaller rivers (Havens et al., <xref ref-type="bibr" rid="B25">2013</xref>). Our findings are consistent with previous findings in smaller streams, such as a small creek in Oregon where mean linear home range size was 1.56 &#x000B1; 0.71 km (1 SE; Maenhout, <xref ref-type="bibr" rid="B42">2013</xref>). Alternatively, home ranges may have been small because seasonal resource availability affects beaver movement (Bloomquist et al., <xref ref-type="bibr" rid="B7">2012</xref>; McClintic et al., <xref ref-type="bibr" rid="B45">2014a</xref>; Korbelov&#x000E1; et al., <xref ref-type="bibr" rid="B31">2016</xref>), which may be intensified in a desert ecosystem. Summer temperatures in our study system were extremely high and food resources were often localized; these two factors potentially contribute to reduced movements. In addition, we tracked many beavers during drought periods when river discharges were low, increasing the difficulty for beaver to evade predators when far from the safety of a burrow or lodge.</p>
<p>The maximum distances we detected between the most upstream and downstream locations for each RS were similar to or larger than movement patterns recorded in other studies. In Montana, mean dispersal-settlement distance for subadult American beavers was 10.9 &#x000B1; 3.1 km (Ritter, <xref ref-type="bibr" rid="B70">2018</xref>), and in Oregon, it was 16.2 &#x000B1; 9.3 km (Maenhout, <xref ref-type="bibr" rid="B42">2013</xref>), yet mean dispersal distance of Eurasian beavers in Norway was 4.5 &#x000B1; 5.4 km (Mayer et al., <xref ref-type="bibr" rid="B44">2017</xref>). The four RS beavers in our study dispersed following release; three moved &#x0003E;9.0 km. One beaver only moved 2.38 km from its natal colony to another colony, an indication of successful dispersal (Sun et al., <xref ref-type="bibr" rid="B79">2000</xref>). While it is possible that capture, quarantine, and handling could have induced these dispersal events (e.g., Kukalov&#x000E1; et al., <xref ref-type="bibr" rid="B32">2013</xref>), a study in Norway demonstrated no change in short-term Eurasian beaver space use post-capture and post-tagging, although only dominant adults were included in their study (Graf et al., <xref ref-type="bibr" rid="B21">2016a</xref>).</p>
<p>Similar to other studies, translocated beavers were detected to have moved similar maximum distances as RS beavers. The mean distances moved for beavers translocated in North Dakota was 14.6 &#x000B1; 2.1 km (Hibbard, <xref ref-type="bibr" rid="B28">1958</xref>), 7.4 straight-line km for beavers translocated to streams in Wisconsin (Knudsen and Hale, <xref ref-type="bibr" rid="B30">1965</xref>), and &#x0003E;10 km from their release sites for 51% of translocated beavers in Wyoming (McKinstry and Anderson, <xref ref-type="bibr" rid="B47">2002</xref>). Conversely, translocated beavers only moved a mean distance of 3.3 &#x000B1; 0.2 km from their release sites in Oregon, indicating their model-based method of release-site selection may have identified high-quality vacant habitat, encouraging beavers to stay (Petro et al., <xref ref-type="bibr" rid="B62">2015</xref>). Translocated individuals may also roam much farther than naturally dispersing individuals. Along with our study, where translocated beavers moved up to 101.8 km, beavers have been reported to move 238 km in North Dakota (Hibbard, <xref ref-type="bibr" rid="B28">1958</xref>) and 76.2 km in Wisconsin (Knudsen and Hale, <xref ref-type="bibr" rid="B30">1965</xref>).</p>
<p>Results of our displacement model showed that RS and translocated beavers moved farther from their release sites than RA beavers. Spatiotemporal autocorrelation may exist due to our use of sequential observations in this model and despite accounting for repeated observations using random effects. Nonetheless, our results serve as an effective demonstration of the considerably larger distances traveled by dispersing subadult and translocated beavers compared to RA beavers, even soon after release. Final detections for 61.4% of our translocated and RS beavers were downstream of their release sites, similar to previous studies of dispersing subadult beavers that reported that the predominant direction of travel is downstream (Leege, <xref ref-type="bibr" rid="B38">1968</xref>; Sun et al., <xref ref-type="bibr" rid="B79">2000</xref>). Beavers likely exert less energy while covering longer distances when traveling with the current. Results from our displacement model show TA beavers demonstrated lower displacement from release than resident and TS beavers, potentially indicating these individuals settled more quickly, although this result should be interpreted with some caution because the confidence intervals overlapped. Most adult translocated beavers likely already experienced natal dispersal through an unfamiliar environment and territory establishment in their lifetime (Baker and Hill, <xref ref-type="bibr" rid="B3">2003</xref>). Perhaps this previous experience led them to more quickly settle in the closest suitable site, find a mate, and defend their new territory from subordinate subadult beavers, who may not have dispersed before. Knowledge on previous experience by beavers slated for translocations may be difficult to obtain but could improve which individuals would exhibit philopatry and should be considered in future research.</p>
<p>Dispersing beavers may need to travel longer distances to find an area to settle with sufficient resources for survival in desert rivers because they have patchier and more unpredictable resources (Gibson and Olden, <xref ref-type="bibr" rid="B20">2014</xref>; Barela and Frey, <xref ref-type="bibr" rid="B4">2016</xref>). Rivers in our study had low existing beaver densities (Macfarlane et al., <xref ref-type="bibr" rid="B41">2017</xref>). This may have allowed RS and translocated beavers to be choosier about selecting high-quality sites for settlement because there was reduced &#x0201C;social resistance&#x0201D; effects (Armansin et al., <xref ref-type="bibr" rid="B2">2020</xref>) with more unoccupied territories and less potential for aggressive encounters with conspecifics (DeStefano et al., <xref ref-type="bibr" rid="B16">2006</xref>). Some of our translocated beavers used temporary settlement sites centered around a discovered burrow or hiding place as a known safety refuge from which to conduct exploratory movements; this has been documented in dispersing subadult beavers (Sun et al., <xref ref-type="bibr" rid="B79">2000</xref>; McNew and Woolf, <xref ref-type="bibr" rid="B48">2005</xref>; Ritter, <xref ref-type="bibr" rid="B70">2018</xref>).</p>
<p>When existing resident populations are low, as is common in conservation translocation or reintroduction efforts (Seddon et al., <xref ref-type="bibr" rid="B76">2014</xref>), translocated individuals may have to travel farther to find a mate. One week post-release we observed no translocated beavers who were released as a pair or family group in close proximity to each other, indicating that translocated beavers were likely unable to find their original release groups and instead were searching for new mates. This group fission is similar to a study in Kazakhstan in which translocated kulan (<italic>Equus hemionus kulan</italic>) had difficulty reconnecting with other translocated individuals once breaking from the group, negatively impacting reproduction in the reintroduced herd (Kaczensky et al., <xref ref-type="bibr" rid="B29">2021</xref>). These findings emphasize the importance of translocating large numbers of individuals or releasing individuals near existing populations to increase conspecific encounter rates and increase recruitment, a key to conservation translocation success.</p>
<p>Our results also demonstrated RS and translocated beavers move more quickly than RA beavers, although there was some overlap in confidence intervals. Resident adult beavers were likely already settled in the best quality habitat, spending more time in concentrated areas of high resource availability with a known place of safety nearby, therefore moving more slowly to reduce their encounter rates with predators (Prokopenko et al., <xref ref-type="bibr" rid="B68">2017</xref>; Dickie et al., <xref ref-type="bibr" rid="B18">2020</xref>). Conversely, the fact that RS and translocated beavers were in an unfamiliar, novel environment may have heightened their perceived predation risk, causing them to move faster. Beavers moved faster the farther they were from their lodge to minimize increased predation risk from alligators in less familiar areas of Alabama (McClintic et al., <xref ref-type="bibr" rid="B46">2014b</xref>).</p>
<p>Fine-scale movement behavior did not differ among categories of beaver, suggesting environmental factors had a larger effect on median distance moved over short time periods (5 min intervals). In general, beavers exhibit crepuscular or nocturnal activity patterns, a common predator avoidance strategy (Swinnen et al., <xref ref-type="bibr" rid="B80">2015</xref>). Translocation or dispersal did not alter this behavior; all beavers moved less during the day, likely resting in burrows or lodges to insulate against the extreme desert temperatures (Buech et al., <xref ref-type="bibr" rid="B13">1989</xref>). During dispersal or translocation, beavers must still forage and rest to survive, and our fine-scale movement patterns suggest that these short-term behaviors remained similar to RA beavers. We note that there is likely some error in our estimation of the true location of beavers during fine-scale monitoring. We used single azimuths to estimate locations, but the error remained generally the same at various sampling distances from the river based on calibration tests using stationary test transmitters, and among different beaver state categories. As such this bias was fairly uniform across sampling sessions and should not affect relative comparisons.</p>
<p>Inference from our results are somewhat limited due to sample size once individuals were classified among the beaver categories. For example, we did not include sex because it was confounded with other parameters in the models: both male and female beavers are territorial and disperse, so we did not expect sex to have a strong effect on movement as compared to beaver category (Baker and Hill, <xref ref-type="bibr" rid="B3">2003</xref>). Results for RS beavers demonstrated the largest variation and widest confidence intervals of the four beaver categories, likely due to the small sample size of this state category (<italic>n</italic> = 4). In future studies, the use of more detailed habitat covariates or conducting a habitat selection analysis may reveal more about the external drivers of coarse-scale movement behavior in desert systems (e.g., Wang et al., <xref ref-type="bibr" rid="B87">2019</xref>; Ritter et al., <xref ref-type="bibr" rid="B71">2020</xref>). Despite our unsurprisingly low small sample size and thus limited inferential power, the patterns we observed were clear and supported most of our original hypotheses.</p>
<p>In terms of displacement, though translocated beavers tended to move more similarly to dispersing RS beavers overall, we observed a gradual leveling-off of differences among beaver categories, suggesting these individuals will eventually establish a home range similar to RA beavers and may subsequently build dams which contribute to restoration. Logistical challenges limited our monitoring period to 6 months post-release, or shorter periods for some individuals due to transmitter failure (Doden, <xref ref-type="bibr" rid="B19">2021</xref>), so confirming settlement site establishment was challenging. However, we observed four translocated beavers permanently settle outside of the targeted restoration sites 8.6&#x02013;155.4 days post-release, supporting our expectation that translocated beavers will eventually settle and behave similarly to RA beavers in regard to movement. Indeed, translocated individuals of any species must adjust to their novel environment to survive but need time to learn and explore their new surroundings in order to make appropriate changes to their behavior. For example, translocated &#x0201C;alal&#x00101;&#x0201D; (<italic>Corvus hawaiiensis</italic>) in Hawaii learned to be more vigilant over time to limit predation at supplemental feeding sites (Lee et al., <xref ref-type="bibr" rid="B37">2021</xref>), and swift foxes (<italic>Vulpes velox</italic>) translocated in Canada exhibited distinct post-release movement stages (initial acclimation, establishment, final settlement) as they adjusted to their new surroundings over time (Moehrenschlager and Macdonald, <xref ref-type="bibr" rid="B52">2003</xref>).</p>
<p>The comparative technique we used here to monitor naturally occurring resident individuals to translocated individuals should inform translocation expectations and outcomes for the conservation of beavers as well as other species. Results from a concurrent study demonstrated that 40.4% of translocated beavers included in this study were detected outside of targeted restoration sites, while no RA beavers were detected outside of the targeted restoration sites (Doden, <xref ref-type="bibr" rid="B19">2021</xref>). Despite the variable site fidelity of translocated beavers, 22 dams were constructed by resident and translocated beavers in the targeted restoration sites during the study, suggesting that translocations had some success in supplementing resident beaver dam-building and contributing to restoration objectives. Identifying ways to improve the proportion of translocated beavers that settle within targeted restoration sites is an important next step. Previous studies have observed increases in beaver dams near structural features such as BDAs installed in rivers, and these structures create deep pools which may help improve translocation success (Bouwes et al., <xref ref-type="bibr" rid="B10">2016</xref>; Pollock et al., <xref ref-type="bibr" rid="B67">2018</xref>). However, this approach has yet to be studied simultaneously with translocations in desert systems. In addition, even beavers that settled outside of targeted restoration sites should be considered to contribute to restoration success at a more riverscape scale. These desert tributaries have, in some cases 50&#x02013;100 km of very degraded habitat, and native fishes are challenged by this flow-related habitat simplification at very large scales (Budy et al., <xref ref-type="bibr" rid="B12">2015</xref>; Pennock et al., <xref ref-type="bibr" rid="B61">2021</xref>). Our study presents novel research critical to informing future beaver translocation efforts in desert rivers, because this study is the first to compare naturally occurring resident beaver movement behavior to translocated beaver movement behavior in the same system and is one of few studies of beaver movement ecology in desert systems (Gibson and Olden, <xref ref-type="bibr" rid="B20">2014</xref>).</p>
</sec>
<sec sec-type="data-availability" id="s5">
<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 or at Dryad, doi: <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fcosc.2022.777797">10.3389/fcosc.2022.777797</ext-link></p>
</sec>
<sec id="s6">
<title>Ethics Statement</title>
<p>All procedures in this study including animal capture, handling, tagging, and monitoring were approved the Institute for Animal Care and Use Committees at Utah State University (No. 10128) and USDA-National Wildlife Research Center (QA-3171).</p>
</sec>
<sec id="s7">
<title>Author Contributions</title>
<p>ED participated in methodology, data collection, data analysis, writing of the original manuscript draft, and review and editing. PB took part in conceptualization, funding and resource acquisition, supervision, and review and editing. TA participated in methodology, data analysis, and review and editing. JY engaged in conceptualization, methodology, funding, resource acquisition, supervision, and review and editing. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec sec-type="funding-information" id="s8">
<title>Funding</title>
<p>Funding for this study was provided by the U.S. Bureau of Land Management (Agreement L18AC00121), the Utah Division of Wildlife Resources (in-kind), the U.S. Bureau of Reclamation (Agreement R19AC00153), the Ecology Center at Utah State University, the Utah Chapter of the Wildlife Society, the U.S. Department of Agriculture-National Wildlife Research Center, and the U.S. Geological Survey, Utah Cooperative Fish and Wildlife Unit (in-kind).</p>
</sec>
<sec sec-type="COI-statement" id="conf1">
<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 sec-type="disclaimer" id="s9">
<title>Publisher&#x00027;s Note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
</body>
<back>
<ack><p>The authors thank all of the collaborating organizations and involved personnel from those organizations for funding and logistical support. In particular, we are grateful to Gary Thiede (USU, Fish Ecology Lab) for logistical support and to Peter MacKinnon (USU, Biomark Inc.) and Daniel Keller (UDWR) for equipment support during field studies. Special thanks to Annette Roug (UDWR) and the USU Beaver Ecology and Relocation Center, particularly Nate Norman, for their hard work capturing and processing beavers. Thanks to the landowners who granted access to their property for our study and the many volunteers and technicians who assisted in the field. The findings and conclusions in this publication have not been formally disseminated by the U.S. Department of Agriculture and should not be construed to represent any agency determination or policy. This research was approved by the Institute for Animal Use and Care Committees at USDA-National Wildlife Research Center (QA-3171) and Utah State University (&#x00023;10128). Any use of trade, firm, or product names is for descriptive purposes only and does not imply endorsement by the United States Government.</p>
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