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<article article-type="research-article" dtd-version="2.0" xmlns:xlink="http://www.w3.org/1999/xlink">
  <front>
    <journal-meta>
      <journal-id journal-id-type="publisher-id">JMIRxBio</journal-id>
      <journal-id journal-id-type="nlm-ta">JMIRx Bio</journal-id>
      <journal-title>JMIRx Bio</journal-title>
      <issn pub-type="epub">2819-2044</issn>
      <publisher>
        <publisher-name>JMIR Publications</publisher-name>
        <publisher-loc>Toronto, Canada</publisher-loc>
      </publisher>
    </journal-meta>
    <article-meta>
      <article-id pub-id-type="publisher-id">v1i1e49063</article-id>
      <article-id pub-id-type="pmid"/>
      <article-id pub-id-type="doi">10.2196/49063</article-id>
      <article-categories>
        <subj-group subj-group-type="heading">
          <subject>Original Paper</subject>
        </subj-group>
        <subj-group subj-group-type="article-type">
          <subject>Original Paper</subject>
        </subj-group>
      </article-categories>
      <title-group>
        <article-title>The Loch Ness Monster: If It’s Real, Could It Be an Eel?</article-title>
      </title-group>
      <contrib-group>
        <contrib contrib-type="editor">
          <name>
            <surname>Eysenbach</surname>
            <given-names>Gunther</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Evans</surname>
            <given-names>DW</given-names>
          </name>
        </contrib>
        <contrib contrib-type="reviewer">
          <name>
            <surname>Jellyman</surname>
            <given-names>D</given-names>
          </name>
        </contrib>
      </contrib-group>
      <contrib-group>
        <contrib id="contrib1" contrib-type="author" corresp="yes">
          <name name-style="western">
            <surname>Foxon</surname>
            <given-names>Floe</given-names>
          </name>
          <degrees>BSc</degrees>
          <xref rid="aff1" ref-type="aff">1</xref>
          <address>
            <institution>Folk Zoology Society</institution>
            <addr-line>PO Box 97014</addr-line>
            <addr-line>Pittsburgh, PA, 15229</addr-line>
            <country>United States</country>
            <email>floefoxon@protonmail.com</email>
          </address>
          <ext-link ext-link-type="orcid">https://orcid.org/0000-0002-4893-9178</ext-link>
        </contrib>
      </contrib-group>
      <aff id="aff1">
        <label>1</label>
        <institution>Folk Zoology Society</institution>
        <addr-line>Pittsburgh, PA</addr-line>
        <country>United States</country>
      </aff>
      <author-notes>
        <corresp>Corresponding Author: Floe Foxon <email>floefoxon@protonmail.com</email></corresp>
      </author-notes>
      <pub-date pub-type="collection">
        <year>2023</year>
      </pub-date>
      <pub-date pub-type="epub">
        <day>21</day>
        <month>7</month>
        <year>2023</year>
      </pub-date>
      <volume>1</volume>
      <elocation-id>e49063</elocation-id>
      <history>
        <date date-type="received">
          <day>16</day>
          <month>5</month>
          <year>2023</year>
        </date>
        <date date-type="accepted">
          <day>22</day>
          <month>6</month>
          <year>2023</year>
        </date>
      </history>
      <copyright-statement>©Floe Foxon. Originally published in JMIRx Bio (https://bio.jmirx.org), 21.07.2023.</copyright-statement>
      <copyright-year>2023</copyright-year>
      <license license-type="open-access" xlink:href="https://creativecommons.org/licenses/by/4.0/">
        <p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (https://creativecommons.org/licenses/by/4.0/), which permits unrestricted use, distribution, and reproduction in any medium, provided the original work, first published in JMIRx Bio, is properly cited. The complete bibliographic information, a link to the original publication on https://bio.jmirx.org/, as well as this copyright and license information must be included.</p>
      </license>
      <self-uri xlink:href="https://bio.jmirx.org/2023/1/e49063" xlink:type="simple"/>
      <related-article related-article-type="companion" id="preprint49063" ext-link-type="doi" xlink:href="https://doi.org/10.2196/preprints.49063" vol="1" page="e49063" xlink:title="Preprint:" xlink:type="simple">https://preprints.jmir.org/preprint/49063</related-article>
      <related-article related-article-type="companion" id="v1i1e50624" ext-link-type="doi" xlink:href="10.2196/50624" vol="1" page="e50624" xlink:title="Peer-Review Report by Derek W Evans:" xlink:type="simple">https://bio.jmirx.org/2023/1/e50624/</related-article>
      <related-article related-article-type="companion" id="v1i1e50621" ext-link-type="doi" xlink:href="10.2196/50621" vol="1" page="e50621" xlink:title="Peer-Review Report by Don Jellyman:" xlink:type="simple">https://bio.jmirx.org/2023/1/e50621/</related-article>
      <related-article related-article-type="companion" id="v1i1e50618" ext-link-type="doi" xlink:href="10.2196/50618" vol="1" page="e50618" xlink:title="Authors' Response to Peer-Review Reports:" xlink:type="simple">https://bio.jmirx.org/2023/1/e50618/</related-article>
      <abstract>
        <sec sec-type="background">
          <title>Background</title>
          <p>Previous studies have estimated the size, mass, and population of hypothetical unknown animals in a large oligotrophic freshwater loch in Scotland based on biomass and other observational considerations. The “eel hypothesis” proposes that the anthrozoological phenomenon at Loch Ness can be explained in part by observations of large specimens of European eel (<italic>Anguilla anguilla</italic>), as these animals are most compatible with morphological, behavioral, and environmental considerations.</p>
        </sec>
        <sec sec-type="objective">
          <title>Objective</title>
          <p>This study expands upon the “eel hypothesis” and related literature by estimating the probability of observing eels at least as large as have been proposed, using catch data from Loch Ness and other freshwater bodies in Europe.</p>
        </sec>
        <sec sec-type="methods">
          <title>Methods</title>
          <p>Skew normal and generalized extreme value distributions were fitted to eel body length distributions to estimate cumulative distribution functions from which probabilities were obtained.</p>
        </sec>
        <sec sec-type="results">
          <title>Results</title>
          <p>The chances of finding a large eel in Loch Ness are around 1 in 50,000 for a 1-meter specimen, which is reasonable given the loch’s fish stock and suggests some sightings of smaller unknown animals may be accounted for by large eels. However, the probability of finding a specimen upward of 6 meters is essentially zero; therefore, eels probably do not account for sightings of larger animals.</p>
        </sec>
        <sec sec-type="conclusions">
          <title>Conclusions</title>
          <p>The existence of exceedingly large eels in the loch is not likely based on purely statistical considerations. (Reviewed by the Plan P #PeerRef Community).</p>
        </sec>
      </abstract>
      <kwd-group>
        <kwd>European eel</kwd>
        <kwd>Anguilla anguilla</kwd>
        <kwd>probability distribution</kwd>
        <kwd>Loch Ness</kwd>
        <kwd>folk zoology</kwd>
        <kwd>unknown animals</kwd>
        <kwd>cryptozoology</kwd>
      </kwd-group>
    </article-meta>
  </front>
  <body>
    <sec sec-type="introduction">
      <title>Introduction</title>
      <p>Loch Ness is a large oligotrophic freshwater loch located along the Great Glen Fault in Scotland. Since the 1930s, purported sightings of unknown animals in the loch have featured prominently in popular media, but to date, no specimen has been obtained despite numerous efforts, making the probability of such animals unlikely.</p>
      <p>The authenticity and interpretations of photographs and films allegedly depicting unknown animals in Loch Ness have been seriously doubted [<xref ref-type="bibr" rid="ref1">1</xref>-<xref ref-type="bibr" rid="ref5">5</xref>]. In the 20th century, systematic searches with submersibles, sector-scanning sonar surveys, hydrophones, underwater photography, long-lining, and trawling undertaken by the Loch Ness Investigation Bureau [<xref ref-type="bibr" rid="ref6">6</xref>], the Academy of Applied Science (AAS) [<xref ref-type="bibr" rid="ref7">7</xref>-<xref ref-type="bibr" rid="ref12">12</xref>], and the Loch Ness and Morar Project [<xref ref-type="bibr" rid="ref13">13</xref>] have returned only ambiguous sonar signals, low-quality photographs, and unidentifiable sound recordings.</p>
      <p>In the 1970s, a sample of European eels (<italic>Anguilla anguilla</italic>) was collected from Loch Ness with baited traps. The distribution of eel masses was skewed, which led biologist Roy Mackal [<xref ref-type="bibr" rid="ref6">6</xref>] to conclude that large eels may exist in the loch. Eel body structure and function are characterized by an elongated body form, a single pair of pectoral fins, strong musculature and high-amplitude winding movement, and a durable integument with a thick epidermis and dark chromatophores [<xref ref-type="bibr" rid="ref14">14</xref>].</p>
      <p>Mackal [<xref ref-type="bibr" rid="ref6">6</xref>] noted that large eels would therefore be consistent with eyewitness descriptions of Loch Ness animals including reports of an elongated head-neck, pectoral fins, extreme flexion, and dark integument [<xref ref-type="bibr" rid="ref15">15</xref>,<xref ref-type="bibr" rid="ref16">16</xref>]. This explanation has also been reviewed by naturalists Adrian Shine and David Martin of the Loch Ness and Morar Project, who noted that eels migrate via the River Ness and that most “sightings” occur near river mouths [<xref ref-type="bibr" rid="ref16">16</xref>].</p>
      <p>An environmental DNA (eDNA) study conducted at the loch in 2018 detected extraordinary amounts of mitochondrial DNA and nuclear DNA from eels [<xref ref-type="bibr" rid="ref17">17</xref>], prompting principal investigator Neil Gemmell to further suggest the possibility of large eels in the loch [<xref ref-type="bibr" rid="ref18">18</xref>]. A large eel-shaped animal was recently filmed in the River Ness by the Ness Fishery Board [<xref ref-type="bibr" rid="ref19">19</xref>].</p>
      <p>Simon [<xref ref-type="bibr" rid="ref20">20</xref>] suggests that the physiologically possible maximum length of <italic>A. anguilla</italic> is 0.5-1.3 meters, which is not particularly monstrous. Using wave mechanics, LeBlond and Collins [<xref ref-type="bibr" rid="ref21">21</xref>] estimated the size of the subject depicted in the infamous “Surgeon’s Photograph” at Loch Ness at 0.6-2.4 meters.</p>
      <p>Much larger estimates have been made. Based on their “flipper” photograph, Scott and Rines [<xref ref-type="bibr" rid="ref7">7</xref>] estimated a total body length of 15-20 meters for an unknown Loch Ness animal. These estimates seem inconsistent with Loch Ness biomass calculations. Sheldon and Kerr [<xref ref-type="bibr" rid="ref22">22</xref>,<xref ref-type="bibr" rid="ref23">23</xref>] estimated a population of 156 if the individual mass of a hypothetical unknown animal in Loch Ness is 100 kilograms and suggested just one individual can exist if its mass is 2000-3000 kilograms. Scheider and Wallis [<xref ref-type="bibr" rid="ref24">24</xref>] estimated that the loch may support 157 animals of 100 kilograms each and 10 animals of 1500 kilograms each.</p>
      <p>Finally, in an article titled “If there are any, could there be many?” Carl Sagan [<xref ref-type="bibr" rid="ref25">25</xref>] used collision physics and suggested that a population of 300 animals that were 10 meters in size each would be consistent with AAS observations. Thus, if there are any, there may be many. If it’s real, could it be an eel? The aim of this study is to estimate the probability of finding various sizes of eel in Loch Ness based on available catch data.</p>
    </sec>
    <sec sec-type="methods">
      <title>Methods</title>
      <sec>
        <title>Data</title>
        <p>Data on the mass distribution of <italic>A. anguilla</italic> in Loch Ness were taken from 129 eels caught between 1970 and 1971 under the supervision of the Loch Ness Investigation Bureau and described in Mackal [<xref ref-type="bibr" rid="ref6">6</xref>].</p>
        <p>Mackal [<xref ref-type="bibr" rid="ref6">6</xref>] does not provide the length distribution for the sample nor did Mackal [<xref ref-type="bibr" rid="ref6">6</xref>] directly regress length on mass. Mackal [<xref ref-type="bibr" rid="ref6">6</xref>] did regress functions of length on mass and maximum circumference but provided only nonlinear equations unsuitable for solving simultaneously. Thus, to convert the mass distribution into a length distribution, the relationship between mass and length in <italic>A. anguilla</italic> captured in Scottish freshwaters from 1986 to 2008 was taken from Figure 2 of Oliver et al [<xref ref-type="bibr" rid="ref26">26</xref>] as:</p>
        <p>
          <disp-formula>log<sub>10</sub>(1000<italic>M</italic>) = 3.1586 log<sub>10</sub>(100<italic>L</italic>) – 3.0076 <bold>(1)</bold></disp-formula>
        </p>
        <p>for mass <italic>M</italic> in kilograms and length <italic>L</italic> in meters. This equation is used over alternatives such as that in Figure 2(b) of Simon [<xref ref-type="bibr" rid="ref20">20</xref>] because equation 1 is most relevant to Loch Ness (having been derived from Scottish freshwater).</p>
        <p>Rearranging equation 1 gives:</p>
        <p>
          <disp-formula><italic>L</italic> ≈ 0.797961<italic>M</italic><sup>0.316596</sup> <bold>(2)</bold></disp-formula>
        </p>
        <p>from which the lengths of eels in Mackal’s [<xref ref-type="bibr" rid="ref6">6</xref>] sample were estimated.</p>
      </sec>
      <sec>
        <title>Analysis</title>
        <p>Skew normal and generalized extreme value distributions were fitted to the Loch Ness eel length distribution, and fit parameters were used to estimate the probability density function and cumulative distribution function (CDF).</p>
        <p>The probability of finding an eel in Loch Ness at least as long as <italic>L</italic> was then estimated from the CDF as:</p>
        <p>
          <disp-formula><italic>P</italic>(<italic>l</italic> &lt; <italic>L</italic>) = 1 – CDF(<italic>L</italic>) <bold>(3)</bold></disp-formula>
        </p>
        <p>For comparison, the above analysis was repeated with publicly available length data on 420 European eels captured in Zeeschelde, Belgium presented in Verhelst et al [<xref ref-type="bibr" rid="ref27">27</xref>]. Zeeschelde was selected because raw data were available, whereas this is not the case for other published analyses.</p>
        <p>All analyses were performed in Python 3.8.8 (Python Software Foundation) with the packages Numpy 1.20.1, Pandas 1.2.4, Matplotlib 3.3.4, and Scipy 1.6.2. All code and data are available on the web [<xref ref-type="bibr" rid="ref28">28</xref>]. Maps of locations referenced throughout the manuscript in order of reference are also available on the web [<xref ref-type="bibr" rid="ref28">28</xref>].</p>
      </sec>
      <sec>
        <title>Ethical Considerations</title>
        <p>This work uses only publicly available secondary data on animal subjects. It did not involve any experiments or interactions with animals and did not compromise their welfare in any manner.</p>
      </sec>
    </sec>
    <sec sec-type="results">
      <title>Results</title>
      <p>The length distributions for the Loch Ness and Zeeschelde eel samples are shown in the upper plots of <xref rid="figure1" ref-type="fig">Figure 1</xref>. The fits were similar for both skew normal and generalized extreme value distributions. The distribution for Loch Ness is evidently skewed toward lower lengths, similar to the length distribution of European eels presented in Figure 2 of Melia et al [<xref ref-type="bibr" rid="ref29">29</xref>] for eels captured in the Camargue lagoons of France. The Zeeschelde distribution has notably less skew. The length distribution in a sample of eels in Vistonis Lake, Greece was skewed toward higher lengths (see Figure 2 of Macnamara et al [<xref ref-type="bibr" rid="ref30">30</xref>]), suggesting much variability in eel length skew across different environments.</p>
      <p>The probabilities of finding an eel at least as big as <italic>L</italic> in Loch Ness and in Zeeschelde are shown in the lower plots of <xref rid="figure1" ref-type="fig">Figure 1</xref>. Loch Ness has a comparatively low probability of finding larger eels 0.6-0.8 meters in length, and the probability of finding an eel in excess of 1 meter in length is very low for both environments.</p>
      <p><xref ref-type="table" rid="table1">Table 1</xref> contains the estimated probabilities for specific lengths of interest. Results were somewhat similar for skew normal and generalized extreme value fits, and for both Loch Ness and Zeeschelde.</p>
      <p>While the chance of finding a large eel approximately 1 meter in length in Loch Ness is low (around 1 in 50,000), this is certainly possible given the eel population of the loch: assuming a standing fish stock of 0.55 kg ha<sup>−1</sup> for Loch Ness [<xref ref-type="bibr" rid="ref22">22</xref>,<xref ref-type="bibr" rid="ref23">23</xref>] and given a surface area of 5600 hectares, the total standing fish stock of the loch is approximately 3080 kg. Further assuming that half of this stock is eel mass (plausible given the Loch Ness eDNA study [<xref ref-type="bibr" rid="ref17">17</xref>]), this would imply 1540 kg of eel in the loch. The average Loch Ness eel mass is 0.1857 kg [<xref ref-type="bibr" rid="ref6">6</xref>]; therefore, there are over 8000 eels in Loch Ness at a given time. Over the course of a few generations, an eel 1 meter in length may be expected.</p>
      <p>However, this is not quite the “monster” postulated. Indeed, the probability of finding a 6-meter eel in Loch Ness is essentially zero—too low for the software used to provide a reliable estimate. Thus, while large eels may account for some eyewitness sightings of large animate objects rising to the loch surface, they are unlikely to account for “sightings” of extraordinarily large animals, which may instead be accounted for by wave phenomena, the occasional stray mammal, or other reasons.</p>
      <fig id="figure1" position="float">
        <label>Figure 1</label>
        <caption>
          <p>Length distributions for European eels (Anguilla anguilla) captured in Loch Ness, Scotland (left) and in Zeeschelde, Belgium (right). The lower plots show the probability of finding an eel at least as long as L. Dotted lines represent skew normal distribution fits. Dashed lines represent generalized extreme value distribution fits. The number of bins follows the rule provided by Freedman and Diaconis [<xref ref-type="bibr" rid="ref31">31</xref>].</p>
        </caption>
        <graphic xlink:href="xbio_v1i1e49063_fig1.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
      </fig>
      <table-wrap position="float" id="table1">
        <label>Table 1</label>
        <caption>
          <p>Probabilities associated with finding a European eel (Anguilla anguilla) at least as large as length (<italic>L</italic>) in Loch Ness and Zeeschelde for various <italic>L</italic>.</p>
        </caption>
        <table width="1000" cellpadding="5" cellspacing="0" border="1" rules="groups" frame="hsides">
          <col width="110"/>
          <col width="160"/>
          <col width="160"/>
          <col width="570"/>
          <thead>
            <tr valign="top">
              <td>Length (meters)</td>
              <td>Loch Ness <italic>P</italic> (<italic>l</italic>&gt;<italic>L</italic>)<sup>a</sup></td>
              <td>Zeeschelde <italic>P</italic> (<italic>l</italic>&gt;<italic>L</italic>)<sup>a</sup></td>
              <td>Note</td>
            </tr>
          </thead>
          <tbody>
            <tr valign="top">
              <td>0.505</td>
              <td>
                <list list-type="bullet">
                  <list-item>
                    <p>0.238</p>
                  </list-item>
                  <list-item>
                    <p>0.239</p>
                  </list-item>
                </list>
              </td>
              <td>
                <list list-type="bullet">
                  <list-item>
                    <p>0.619</p>
                  </list-item>
                  <list-item>
                    <p>0.590</p>
                  </list-item>
                </list>
              </td>
              <td>Maximum length from sample of 43 European eels in the river Vjosa/Aoos, (Albania/Greece; 2018). Source: Figure 4 of Meulenbroek et al [<xref ref-type="bibr" rid="ref32">32</xref>]</td>
            </tr>
            <tr valign="top">
              <td>0.645</td>
              <td>
                <list list-type="bullet">
                  <list-item>
                    <p>0.0399</p>
                  </list-item>
                  <list-item>
                    <p>0.0294</p>
                  </list-item>
                </list>
              </td>
              <td>
                <list list-type="bullet">
                  <list-item>
                    <p>0.264</p>
                  </list-item>
                  <list-item>
                    <p>0.240</p>
                  </list-item>
                </list>
              </td>
              <td>Maximum length from sample of 129 European eels in Loch Ness, Scotland (1970-1971). Source: Appendix G of Mackal [<xref ref-type="bibr" rid="ref6">6</xref>]</td>
            </tr>
            <tr valign="top">
              <td>0.662</td>
              <td>
                <list list-type="bullet">
                  <list-item>
                    <p>0.0307</p>
                  </list-item>
                  <list-item>
                    <p>0.0216</p>
                  </list-item>
                </list>
              </td>
              <td>
                <list list-type="bullet">
                  <list-item>
                    <p>0.228</p>
                  </list-item>
                  <list-item>
                    <p>0.206</p>
                  </list-item>
                </list>
              </td>
              <td>Maximum length from sample of 199 female yellow European eels in the River Havel system, Germany (2001). Source: Table 3 of Simon [<xref ref-type="bibr" rid="ref20">20</xref>]</td>
            </tr>
            <tr valign="top">
              <td>0.784</td>
              <td>
                <list list-type="bullet">
                  <list-item>
                    <p>0.00348</p>
                  </list-item>
                  <list-item>
                    <p>0.00155</p>
                  </list-item>
                </list>
              </td>
              <td>
                <list list-type="bullet">
                  <list-item>
                    <p>0.0592</p>
                  </list-item>
                  <list-item>
                    <p>0.0511</p>
                  </list-item>
                </list>
              </td>
              <td>Maximum length from sample of 20,108 European eels in the Camargue lagoons, France (1993-2003). Source: Table II of Melia et al [<xref ref-type="bibr" rid="ref29">29</xref>]</td>
            </tr>
            <tr valign="top">
              <td>0.932</td>
              <td>
                <list list-type="bullet">
                  <list-item>
                    <p>1.20 × 10<sup>–4</sup></p>
                  </list-item>
                  <list-item>
                    <p>1.13 × 10<sup>–5</sup></p>
                  </list-item>
                </list>
              </td>
              <td>
                <list list-type="bullet">
                  <list-item>
                    <p>0.00537</p>
                  </list-item>
                  <list-item>
                    <p>0.00443</p>
                  </list-item>
                </list>
              </td>
              <td>Maximum length from sample of 420 European eels in Zeeschelde, Belgium (2015-2017). Source: Supplemental Information of Verhelst et al [<xref ref-type="bibr" rid="ref27">27</xref>]</td>
            </tr>
            <tr valign="top">
              <td>1.30</td>
              <td>
                <list list-type="bullet">
                  <list-item>
                    <p>8.18 × 10<sup>–10</sup></p>
                  </list-item>
                  <list-item>
                    <p>~0</p>
                  </list-item>
                </list>
              </td>
              <td>
                <list list-type="bullet">
                  <list-item>
                    <p>2.71 × 10<sup>–7</sup></p>
                  </list-item>
                  <list-item>
                    <p>2.20 × 10<sup>–7</sup></p>
                  </list-item>
                </list>
              </td>
              <td>Physiologically possible maximum length of female yellow European eel in the River Havel system, Germany. Source: Abstract of Simon [<xref ref-type="bibr" rid="ref20">20</xref>]</td>
            </tr>
            <tr valign="top">
              <td>2.40</td>
              <td>
                <list list-type="bullet">
                  <list-item>
                    <p>5.55 × 10<sup>–16</sup></p>
                  </list-item>
                  <list-item>
                    <p>~0</p>
                  </list-item>
                </list>
              </td>
              <td>
                <list list-type="bullet">
                  <list-item>
                    <p>2.22 × 10<sup>–16</sup></p>
                  </list-item>
                  <list-item>
                    <p>~0</p>
                  </list-item>
                </list>
              </td>
              <td>Upper size estimate for “Surgeon’s Photograph” subject. Source: LeBlond and Collins [<xref ref-type="bibr" rid="ref21">21</xref>]</td>
            </tr>
            <tr valign="top">
              <td>6.10</td>
              <td>
                <list list-type="bullet">
                  <list-item>
                    <p>6.66 × 10<sup>–16</sup></p>
                  </list-item>
                  <list-item>
                    <p>~0</p>
                  </list-item>
                </list>
              </td>
              <td>
                <list list-type="bullet">
                  <list-item>
                    <p>~0</p>
                  </list-item>
                  <list-item>
                    <p>~0</p>
                  </list-item>
                </list>
              </td>
              <td>Size estimate for hypothetical unknown animals in Loch Ness (“up to 20 ft.”). Source: Chapter XIV of Mackal [<xref ref-type="bibr" rid="ref6">6</xref>]</td>
            </tr>
          </tbody>
        </table>
        <table-wrap-foot>
          <fn id="table1fn1">
            <p><sup>a</sup>The first value in each cell of this column corresponds to the skew normal distribution and the second value corresponds to the generalized extreme value distribution.</p>
          </fn>
        </table-wrap-foot>
      </table-wrap>
    </sec>
    <sec sec-type="discussion">
      <title>Discussion</title>
      <p>This study used data on the distribution of European eel (<italic>A. anguilla</italic>) masses in an oligotrophic freshwater loch in Scotland to estimate the probability of finding an eel of extraordinary size there. Similar to other eel populations in Europe, the average eel length in Loch Ness is relatively small and highly comparable to biometric data on silver eels (sexually mature <italic>A. anguilla</italic>) collected in the same decade at the Girnock Burn fish trap on the River Dee in Aberdeenshire, Scotland (see Table 5.3 of Bašić et al [<xref ref-type="bibr" rid="ref33">33</xref>]), suggesting Loch Ness eels are similar to those found elsewhere in the country. The findings of this study suggest that the chance of finding a 1-meter eel in the loch (1 in 50,000) is reasonable given the standing fish stock, and so some eels may account for purported sightings of somewhat large animals at the loch surface. For comparative purposes, <xref rid="figure2" ref-type="fig">Figure 2</xref> shows an image of a female silver eel 1.05 meters in length. Other images of European eels in excess of 1 meter in length are provided on the web [<xref ref-type="bibr" rid="ref28">28</xref>].</p>
      <p>However, these analyses suggest that larger eels upward of 6 meters are highly improbable; therefore, “super” eels are an unlikely explanation for eyewitness reports of the very largest alleged animals at Loch Ness. Marine Scotland Science has reported growth rates of eels on the Girnock tributary of the River Dee in Scotland as high as 35.2 mm yr<sup>−1</sup> [<xref ref-type="bibr" rid="ref33">33</xref>]. Assuming a linear rate of growth throughout the life cycle of an eel (in reality, the rate of change of an eel’s total length is an exponential decay curve, as described by Tesch and Thorpe [<xref ref-type="bibr" rid="ref34">34</xref>]), it would take an eel in Scotland almost 30 years at such a growth rate to reach the 1-meter size. Given that the oldest eels can live for a number of decades [<xref ref-type="bibr" rid="ref34">34</xref>], again it seems likely that approximately 1 meter is a realistic maximum length for eels in Loch Ness; a 6-meter specimen would need to live with constant high growth for almost 200 years, an age close to the longest-living fish, the Greenland shark (<italic>Somniosus microcephalus</italic>).</p>
      <p>Though one European eel reportedly (unverified) lived to the grand age of 155 years [<xref ref-type="bibr" rid="ref35">35</xref>], that specimen did not grow to a remarkable size because eel growth is nonlinear, slowing in older ages. Furthermore, the “breaching” behavior attributed to unknown Loch Ness animals (swimming upward and out of the water) is not a behavior that is characteristic of eels during migration or otherwise [<xref ref-type="bibr" rid="ref34">34</xref>], especially as such behavior would represent unnecessary energy expenditure in a cold environment with relatively little food.</p>
      <p>This analysis is limited by several factors. First, the Loch Ness eel sample used was relatively small at 129. Larger samples across longer time periods may provide more accurate estimates. Second, the assumption of a skew normal distribution would not hold if, for example, a larger sample revealed a bimodal distribution of eel lengths with a small peak at higher lengths. Third, this analysis is based on purely statistical considerations; the biological mechanism behind the physiological possibility of much larger eels is beyond the scope of this study. Some authors have suggested one such mechanism as neoteny [<xref ref-type="bibr" rid="ref6">6</xref>] (ie, uncontrolled growth of the leptocephalus larva in <italic>A. anguilla</italic> preceding subsequent stages of development [<xref ref-type="bibr" rid="ref36">36</xref>]). Fourth, environmental conditions such as temperature and available biomass impact eel growth and length; therefore, comparisons to other environments such as Zeeschelde may not be appropriate (ie, some of the data cited may not be relevant to the relatively cold waters of Loch Ness).</p>
      <p>In conclusion, while Sagan [<xref ref-type="bibr" rid="ref25">25</xref>] found that if there are any, there may be many, this study shows that if it’s real, it could be an eel, but not a very large one.</p>
      <fig id="figure2" position="float">
        <label>Figure 2</label>
        <caption>
          <p>1.05-meter female silver eel. Image courtesy of Dr Derek W Evans from the Agri-Food and Biosciences Institute.</p>
        </caption>
        <graphic xlink:href="xbio_v1i1e49063_fig2.png" alt-version="no" mimetype="image" position="float" xlink:type="simple"/>
      </fig>
    </sec>
  </body>
  <back>
    <app-group/>
    <glossary>
      <title>Abbreviations</title>
      <def-list>
        <def-item>
          <term id="abb1">AAS</term>
          <def>
            <p>Academy of Applied Science</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb2">CDF</term>
          <def>
            <p>cumulative distribution function</p>
          </def>
        </def-item>
        <def-item>
          <term id="abb3">eDNA</term>
          <def>
            <p>environmental DNA</p>
          </def>
        </def-item>
      </def-list>
    </glossary>
    <ack>
      <p>This work was not supported by any specific grant from funding agencies in the public, commercial, or not-for-profit sectors.</p>
      <p>The author thanks Charles GM Paxton, Dr Don Jellyman, and Dr Derek W Evans for helpful comments and suggestions.</p>
    </ack>
    <notes>
      <sec>
        <title>Data Availability</title>
        <p>The data and code generated or analyzed during this study are available on OSF [<xref ref-type="bibr" rid="ref28">28</xref>].</p>
      </sec>
    </notes>
    <fn-group>
      <fn fn-type="conflict">
        <p>None declared.</p>
      </fn>
      <fn fn-type="other">
        <p>
          <bold>Editorial Notice</bold>
        </p>
        <p>This paper was peer-reviewed by the Plan P Hashtag Community partner #PeerRef.</p>
      </fn>
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