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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Mar. Sci.</journal-id>
<journal-title>Frontiers in Marine Science</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Mar. Sci.</abbrev-journal-title>
<issn pub-type="epub">2296-7745</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fmars.2025.1530184</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Marine Science</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>First documentation of population dynamics and reproductive biology of big-scale sand smelt, <italic>A. boyeri</italic> Risso, 1810 in the coastal waters of the Southeast Caspian Sea- Northern Iran</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Hajiradkouchak</surname>
<given-names>Eisa</given-names>
</name>
<xref ref-type="author-notes" rid="fn001">
<sup>*</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2891142"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/software/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Rahnama</surname>
<given-names>Behzad</given-names>
</name>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Fazli</surname>
<given-names>Hasan</given-names>
</name>
<uri xlink:href="https://loop.frontiersin.org/people/2899239"/>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/software/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
</contrib-group>
<aff id="aff1">
<institution>Caspian Sea Ecology Research Center (CSERC), Iranian Fisheries Science Research
Institute (IFSRI), Agricultural Research, Education and Extension Organization (AREEO)</institution>, <addr-line>Sari</addr-line>, <country>Iran</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>Edited by: Shulian Wang, Hubei University of Technology, China</p>
</fn>
<fn fn-type="edited-by">
<p>Reviewed by: Jos&#xe9; Pedro Andrade, University of Algarve, Portugal</p>
<p>Lu Cai, Ministry of Water Resources and Chinese Academy of Sciences, China</p>
</fn>
<fn fn-type="corresp" id="fn001">
<p>*Correspondence: Eisa Hajiradkouchak, <email xlink:href="mailto:eisahajirad@gmail.com">eisahajirad@gmail.com</email>
</p>
</fn>
</author-notes>
<pub-date pub-type="epub">
<day>24</day>
<month>02</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>12</volume>
<elocation-id>1530184</elocation-id>
<history>
<date date-type="received">
<day>18</day>
<month>11</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>31</day>
<month>01</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Hajiradkouchak, Rahnama and Fazli</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Hajiradkouchak, Rahnama and Fazli</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>
<sec>
<title>Introduction</title>
<p>To effectively manage fish stocks, evaluating various aspects of population dynamics is considered crucial. Understanding invasive species is essential for conservation efforts. This study represents the first documentation of population parameters.</p>
</sec> <sec>
<title>Methods</title>
<p>For this purpose, the population dynamics parameters, including growth, mortality, and recruitment of <italic>A. boyeri</italic>, found in the Coastal Waters of the southeast Caspian Sea of Northern Iran, were analyzed using FiSAT II software. </p>
</sec>
<sec>
<title>Result</title>
<p>The analyzed specimens were sampled with a total weight range of 1.2 to 12.51 g and a total length range of 60 to 125 mm. The population has a 5-year life cycle. The length-weight relationship was estimated as W=0.0055 L<sup>3.0774</sup> for males and W= 0.0083 L<sup>2.9185</sup> for females. The slope value (b) of the length-weight relationships obtained for <italic>A. boyeri</italic> were between 2.69-3.13 with an average value of 2.91. While populations of <italic>A. boyeri</italic> showed negative allometric growth patterns, the males of exhibited positive allometric growth patterns, whereas the females had negative allometric growth patterns. The von Bertalanffy growth function fitted to back-calculated size at age data was: Lt = 126.5 [1- exp <sup>- 0.34(t + 0.234)</sup>] and Lt =131.3[1-exp<sup>- 0.35(t + 0.374)</sup>] for males and females respectively. The average relative condition factor was reported to be 0.62 and 0.79 for males and females respectively. The growth performance index (&#x2205;&#x2019;) was reported to be 1.74 and 2.10 for males and females respectively. The total mortality of 1.73 year<sup>&#x2013;1</sup>, consisting of natural mortality of 1.38 year<sup>&#x2013;1</sup> and fishing mortality of 0.35 year<sup>&#x2013;1</sup> and 1.21 year<sup>&#x2013;1</sup>, consisting of natural mortality of 0.90 year<sup>&#x2013;1</sup> and fishing mortality of 0.31 year<sup>&#x2013;1</sup> was reported for males and females respectively. An exploitation rate of 0.20 and 0.26 for males and females respectively, is suggestive of a less exploited state of the fish. For both sexes, the length at first maturity was found to be higher than the length at first capture, a condition that can disturb the stock, as such the utility of a net with a relatively larger mesh size is advisable. The sex ratio was 1:1.34 in favor of females. For both sexes, the reproductive season, evaluated from GSI, extended from March to June, with a peak in April. The average absolute and relative fecundities were 2865 eggs and 684 eggs g<sup>-1</sup> of body weight respectively. The diameter of oocytes ranged from 0.028 to 0.25 mm with a mean value of 0.54. </p>
</sec>
<sec>
<title>Discussion</title>
<p>The life-history patterns of <italic>A. boyeri</italic> in the population under study imply that the population of this species in the southeast Caspian Sea differs markedly from those of other localities of its range distribution. The differences were thought to be due to differences in geographical locations. The current research on the population dynamics of <italic>A. boyeri</italic> can be used as the baseline data for its management stocks. </p>
</sec>
</abstract>
<kwd-group>
<kwd>
<italic>A. boyeri</italic>
</kwd>
<kwd>Caspian sea</kwd>
<kwd>stock assessment</kwd>
<kwd>FiSAT II</kwd>
<kwd>growth and mortality</kwd>
</kwd-group>
<counts>
<fig-count count="13"/>
<table-count count="1"/>
<equation-count count="7"/>
<ref-count count="102"/>
<page-count count="16"/>
<word-count count="6517"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Marine Biology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1" sec-type="intro">
<label>1</label>
<title>Introduction</title>
<p>The Caspian Sea, as the largest inland body of water in the world, holds special significance in the fields of fisheries and marine resources (<xref ref-type="bibr" rid="B1">Aladin and Plotnikov, 2004</xref>; <xref ref-type="bibr" rid="B23">Convention on the Legal Status of the Caspian Sea, 2018</xref>). Due to its high biodiversity and rich reserves of fish and other marine resources, this sea has become one of the key areas for the fishing industry. This biodiversity contributes to a variety of fishery products. Despite the economic value of this sea, there are environmental challenges such as pollution, overfishing, and climate change. Therefore, the protection and sustainable management of the Caspian Sea&#x2019;s marine resources are essential to preserving these values. Scientific research on fish and the ecosystems of the Caspian Sea can aid in improving resource management practices and promoting sustainable fisheries. In general, the Caspian Sea plays a vital role in the fishing industry of the countries bordering it due to its rich economic resources (Convention on the Legal Status of the Caspian Sea. 2018). Increasing evidence indicates that marine species may be placed under threat of local, and ultimately global, extinction due to the direct or indirect effects of fishing (<xref ref-type="bibr" rid="B76">Pitcher, 1998</xref>; <xref ref-type="bibr" rid="B79">Roberts and Hawkins, 1999</xref>; <xref ref-type="bibr" rid="B97">Wolff, 2000</xref>; <xref ref-type="bibr" rid="B77">Reynolds et&#xa0;al., 2001</xref>; <xref ref-type="bibr" rid="B28">Dulvy et&#xa0;al., 2003</xref>).</p>
<p>The big-scale sand smelt, <italic>A. boyeri</italic> Risso, 1810, is a small inshore species common in the Mediterranean (along the Mediterranean coasts, and Black, Azov, and Caspian Sea basins) and in the north-east Atlantic (from the Azores to the north-west coast of Scotland) (<xref ref-type="bibr" rid="B18">Bianco et&#xa0;al., 2013</xref>: <xref ref-type="bibr" rid="B57">Lorenzoni et&#xa0;al., 2015</xref>). This species mainly inhabits coastal and estuarine waters and lagoons, over a wide range of salinities (from freshwater to hypersaline) and, more rarely, freshwaters (<xref ref-type="bibr" rid="B36">Freyhof and Kottelat, 2008</xref>). A few permanent freshwater resident populations have also been reported from Santo Andr&#xe9; lagoon (Iberian Peninsula) and Trichonis Lake (Greece) (<xref ref-type="bibr" rid="B36">Freyhof and Kottelat, 2008</xref>). Moreover, this euryhaline species was successfully introduced into many lakes for stock enhancement purposes or due to accidental transfer (<xref ref-type="bibr" rid="B29">Economidis et&#xa0;al., 2000</xref>; <xref ref-type="bibr" rid="B55">Leonardos, 2001</xref>; <xref ref-type="bibr" rid="B18">Bianco et&#xa0;al., 2013</xref>). The <italic>Atherina boyeri</italic> (Big-scale sand smelt) is classified as &#x201c;Least Concern&#x201d; (LC) on the IUCN Red List. This assessment was conducted in 2008 due to its wide distribution and the absence of significant threats to its population (<xref ref-type="bibr" rid="B13">Benzer, 2024</xref>; <xref ref-type="bibr" rid="B37">Froese and Pauly, 2024</xref>). <italic>Atherina boyeri</italic> is a highly euryhaline species, tolerating a wide range of salinity. It is commonly found in brackish waters and occasionally in freshwater. Habitats include estuaries, coastal lakes, river mouths, and the sea. In freshwater, it prefers still or slow-flowing waters. The species can grow up to 200 mm in total length and lives up to 4 years. It exhibits negative allometric growth, meaning its weight increases less proportionally compared to its length. This growth pattern may indicate environmental limitations in certain habitats (<xref ref-type="bibr" rid="B13">Benzer, 2024</xref>). <italic>Atherina boyeri</italic> lays demersal eggs that attach to filamentous algae substrates at depths of 2 to 6 meters. The larvae are pelagic and tend to form schools near shorelines (<xref ref-type="bibr" rid="B13">Benzer, 2024</xref>; <xref ref-type="bibr" rid="B37">Froese and Pauly, 2024</xref>).</p>
<p>Knowledge of invasive species is critical for conservation (<xref ref-type="bibr" rid="B94">Vejan et&#xa0;al., 2023</xref>). This study is the first documentation on population parameters of big-scale sand smelt, <italic>A. boyeri</italic> Risso, 1810, in the southeast Caspian Sea. Growth parameters and Mortality rates studies facilitate the assessment of a fish stock by analyzing three main parameters of a population (<xref ref-type="bibr" rid="B47">Kilduf, 2009</xref>; <xref ref-type="bibr" rid="B95">Vivekanandan, 2005</xref>). The utility of hard parts for growth assessment faces multiple constraints (especially the sophistication of equipment and time consumption) making length frequency analysis methods a widely used approach to assess age and growth in fishes (<xref ref-type="bibr" rid="B73">Pauly, 1984</xref>; <xref ref-type="bibr" rid="B48">Kindong et&#xa0;al., 2018</xref>). This has eventually led to the development of various computer programs like the one developed by <xref ref-type="bibr" rid="B35">Fournier et&#xa0;al. (1990)</xref> i.e., the MUL-TIFAN, and the other developed by <xref ref-type="bibr" rid="B38">Gayanilo and Pauly (1997)</xref> i.e., the FiSAT, both utilizing the length frequency data to assess various population parameters of a fish stock.</p>
<p>Several studies have been conducted on the age, and growth parameters of <italic>A. boyeri</italic> in marine and brackish environments in different parts of the world (<xref ref-type="bibr" rid="B26">Danilova, 1991</xref>). <xref ref-type="bibr" rid="B9">Bartulovi&#x107;, 2003</xref>; <xref ref-type="bibr" rid="B45">Gisbert et&#xa0;al., 1996</xref>; <xref ref-type="bibr" rid="B67">Pallaoro et&#xa0;al., 2002</xref>; <xref ref-type="bibr" rid="B10">Bartulovi&#x107; et&#xa0;al., 2004</xref>; <xref ref-type="bibr" rid="B57">Lorenzoni et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B14">Benzer and Benzer, 2019</xref>; <xref ref-type="bibr" rid="B13">Benzer, 2024</xref>; <xref ref-type="bibr" rid="B31">Fahmy Mehana, 2024</xref>). However, there is very little information about this species&#x2019; population dynamics parameters and reproductive biology in the Southeast Caspian Sea (<xref ref-type="bibr" rid="B69">Patimar et&#xa0;al., 2008</xref>).</p>
<p>Differences in environmental conditions undoubtedly affect the life history strategies of the species, causing marked changes in the population parameters (<xref ref-type="bibr" rid="B69">Vejan et&#xa0;al., 2023</xref>), which in turn are pivotal to informing conservation decisions. Generally, the life history information is quantified with measurements of growth, mortality, and reproduction. All of these, however, have been regarded as reliable indications of the state of life history strategy of an established population of species. Additionally, detailed data on the population structure of the shrimp are crucial to understanding its place in the functional structure of ecosystems (<xref ref-type="bibr" rid="B69">Vejan et&#xa0;al., 2023</xref>). By studying these measurements, the appropriate conservation measures could be determined for species <italic>A. boyeri</italic>. In some way, this data may aid in inferring the invasion success, which is an important criterion for the species.</p>
<p>This study is the first attempt to assess the stock of <italic>A. boyeri</italic> in Iran Coastal waters (Southeast Caspian Sea) to manage and conserve the population. Due to the limited research conducted on this species, especially regarding studies of population dynamics, the current study was launched to evaluate the growth, recruitment, exploitation, and mortality rates of <italic>A. boyeri</italic> from the Southeast Caspian Sea.</p>
</sec>
<sec id="s2">
<label>2</label>
<title>Methodology</title>
<sec id="s2_1">
<label>2.1</label>
<title>Study area and location sites</title>
<p>The study was undertaken in the Northern Iran marine waters within the Southeast Caspian Sea, and the Southeast Caspian Sea is one of the most important areas in the sea- Northern Iran (<xref ref-type="fig" rid="f1">
<bold>Figure&#xa0;1</bold>
</xref>). The Caspian Sea area is divided into three, approximately equal, parts: Northern, Middle, and Southern (<xref ref-type="bibr" rid="B1">Aladin and Plotnikov, 2004</xref>). The volumes are extremely different. The Southern Caspian has the largest volume - some 64% of the total volume, and its area is 35% of the total sea area. It is the deepest part of the sea with the maximum depth reaching 1025 m. According to I.S. <xref ref-type="bibr" rid="B102">Zonn (2000)</xref>, the area is from 144690 up to 151018 km<sup>2</sup>, and the average volume - 48300 km<sup>3</sup>. The average depth is 300 m.</p>
<fig id="f1" position="float">
<label>Figure&#xa0;1</label>
<caption>
<p>Sampling localities of the big scale sand smelt, <italic>A. boyeri</italic> in the southeast Caspian Sen-Iran (2022-2023).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1530184-g001.tif"/>
</fig>
</sec>
<sec id="s2_2">
<label>2.2</label>
<title>Data collection</title>
<p>Sampling was carried out using a small beach seine (30 m long, 2 m depth, and mesh size of 3 mm knot to knot), a total of 956 specimens were collected in the southeast Caspian Sea from March 2022 until February 2023. It was set out in such a way that the dragline of one wing remained fastened to the beach, while one wing, the net bag, and then the other wing with its dragline were taken out in a wide arc and then brought back to the beach. In the laboratory, total length (<italic>TL</italic>) was measured to the nearest 1 mm for all fish sampled. Total weight, the weight of gonads, and their subsamples were recorded with an electronic analytical balance to the nearest 0.01 g. For the age determination scales and opercula were used.</p>
<sec id="s2_2_1">
<label>2.2.1</label>
<title>Length-weight relationship</title>
<p>The equation provided by <xref ref-type="bibr" rid="B54">Le Cren (1951)</xref> was used to assess the LWRs of the fish.</p>
<disp-formula>
<mml:math display="block" id="M1">
<mml:mrow>
<mml:mi>W</mml:mi>
<mml:mo>=</mml:mo>
<mml:mi>a</mml:mi>
<mml:msup>
<mml:mi>L</mml:mi>
<mml:mi>b</mml:mi>
</mml:msup>
</mml:mrow>
</mml:math>
</disp-formula>
<p>Where <italic>W</italic> denotes the total weight of the fish, <italic>L</italic> denotes the total length of the fish, <italic>b</italic> represents the slope and <italic>a</italic> represents the intercept of the length vs weight graph.</p>
</sec>
<sec id="s2_2_2">
<label>2.2.2</label>
<title>Relative condition factor (<italic>K<sub>n</sub>
</italic>)</title>
<p>To avoid some drawbacks of the Fulton condition factor, the relative condition factor was introduced by <xref ref-type="bibr" rid="B54">Le Cren (1951)</xref>. It is the ratio of observed weight to that of calculated weight and is provided below:</p>
<disp-formula>
<mml:math display="block" id="M2">
<mml:mrow>
<mml:msub>
<mml:mtext>K</mml:mtext>
<mml:mtext>n</mml:mtext>
</mml:msub>
<mml:mo>=</mml:mo>
<mml:mfrac>
<mml:mi>W</mml:mi>
<mml:mrow>
<mml:mi>a</mml:mi>
<mml:mi>L</mml:mi>
<mml:mover accent="true">
<mml:mtext>&#xa0;</mml:mtext>
<mml:mo>^</mml:mo>
</mml:mover>
<mml:mi>b</mml:mi>
</mml:mrow>
</mml:mfrac>
</mml:mrow>
</mml:math>
</disp-formula>
</sec>
<sec id="s2_2_3">
<label>2.2.3</label>
<title>Growth parameters and mortality</title>
<p>The two major growth parameters <italic>i.e.</italic>, asymptotic length (<italic>L<sub>&#x221e;</sub>
</italic>) and growth constant (<italic>K</italic>) were computed using the FiSAT II software (ELEFAN-I module) (<xref ref-type="bibr" rid="B39">Gayanilo et&#xa0;al., 1995</xref>), utilizing the equation given below:</p>
<disp-formula>
<mml:math display="block" id="M3">
<mml:mrow>
<mml:mi>L</mml:mi>
<mml:mi>t</mml:mi>
<mml:mo>=</mml:mo>
<mml:msub>
<mml:mi>L</mml:mi>
<mml:mi>&#x221e;</mml:mi>
</mml:msub>
<mml:mo stretchy="false">[</mml:mo>
<mml:mn>1</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:msup>
<mml:mi>e</mml:mi>
<mml:mrow>
<mml:mo>&#x2212;</mml:mo>
<mml:mtext>K&#xa0;</mml:mtext>
<mml:mo stretchy="false">(</mml:mo>
<mml:mi>t</mml:mi>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
</mml:mrow>
</mml:msup>
<mml:mo stretchy="false">)</mml:mo>
<mml:mo stretchy="false">]</mml:mo>
</mml:mrow>
</mml:math>
</disp-formula>
<p>The value of the age at zero length (<italic>t<sub>0</sub>
</italic>) was determined utilizing the equation provided by <xref ref-type="bibr" rid="B70">Pauly (1979)</xref>, <italic>i.e.</italic>,</p>
<disp-formula>
<mml:math display="block" id="M4">
<mml:mrow>
<mml:mi>L</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>g</mml:mi>
<mml:mo stretchy="false">(</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:msub>
<mml:mi>t</mml:mi>
<mml:mn>0</mml:mn>
</mml:msub>
<mml:mo stretchy="false">)</mml:mo>
<mml:mo>=</mml:mo>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.392</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.275</mml:mn>
<mml:mi>L</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>g</mml:mi>
<mml:msub>
<mml:mi>L</mml:mi>
<mml:mi>&#x221e;</mml:mi>
</mml:msub>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>1.038</mml:mn>
<mml:mi>L</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>g</mml:mi>
<mml:mi>K</mml:mi>
</mml:mrow>
</mml:math>
</disp-formula>
<p>The growth performance index (<italic>&#x2205;&#x2019;</italic>) was determined using the equation given by <xref ref-type="bibr" rid="B74">Pauly and Munro (1984)</xref>, <italic>i.e.</italic>,</p>
<disp-formula>
<mml:math display="block" id="M5">
<mml:mrow>
<mml:mo>&#x2205;</mml:mo>
<mml:mo>'</mml:mo>
<mml:mo>=</mml:mo>
<mml:mi>L</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>g</mml:mi>
<mml:mtext>&#xa0;</mml:mtext>
<mml:mi>K</mml:mi>
<mml:mo>+</mml:mo>
<mml:mn>2</mml:mn>
<mml:mi>L</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>g</mml:mi>
<mml:msub>
<mml:mi>L</mml:mi>
<mml:mi>&#x221e;</mml:mi>
</mml:msub>
</mml:mrow>
</mml:math>
</disp-formula>
<p>The natural mortality (<italic>M</italic>) was calculated using FiSAT II, utilizing the equation given by <xref ref-type="bibr" rid="B71">Pauly (1980)</xref>, <italic>i.e.</italic>,</p>
<disp-formula>
<mml:math display="block" id="M6">
<mml:mrow>
<mml:mi>L</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>g</mml:mi>
<mml:mtext>&#xa0;</mml:mtext>
<mml:mi>M</mml:mi>
<mml:mo>=</mml:mo>
<mml:mo>&#x2013;</mml:mo>
<mml:mn>0.0152</mml:mn>
<mml:mo>&#x2212;</mml:mo>
<mml:mn>0.279</mml:mn>
<mml:mi>l</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>g</mml:mi>
<mml:mtext>&#xa0;</mml:mtext>
<mml:mi>L</mml:mi>
<mml:mi>&#x221e;</mml:mi>
<mml:mo>+</mml:mo>
<mml:mn>0.6543</mml:mn>
<mml:mi>l</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>g</mml:mi>
<mml:mtext>&#xa0;</mml:mtext>
<mml:mi>K</mml:mi>
<mml:mo>+</mml:mo>
<mml:mn>0.463</mml:mn>
<mml:mi>l</mml:mi>
<mml:mi>o</mml:mi>
<mml:mi>g</mml:mi>
<mml:mtext>&#xa0;</mml:mtext>
<mml:mi>T</mml:mi>
</mml:mrow>
</mml:math>
</disp-formula>
<p>Where <italic>K</italic> represents the growth constant, <italic>L<sub>&#x221e;</sub>
</italic> is the asymptotic length and <italic>T</italic> is the mean temperature of the water body. The length-converted catch curve was used to determine the fishing mortality (<italic>F</italic>) and total mortality (<italic>Z</italic>) as per <xref ref-type="bibr" rid="B72">Pauly (1983)</xref>. The exploitation ratio (<italic>E</italic>) was computed using the equation provided by <xref ref-type="bibr" rid="B15">Beverton and Holt (1957)</xref> and <xref ref-type="bibr" rid="B78">Ricker (1975)</xref> <italic>i.e.</italic>,</p>
<disp-formula>
<mml:math display="block" id="M7">
<mml:mrow>
<mml:mi>E</mml:mi>
<mml:mo>=</mml:mo>
<mml:mi>F</mml:mi>
<mml:mo stretchy="false">/</mml:mo>
<mml:mi>Z</mml:mi>
</mml:mrow>
</mml:math>
</disp-formula>
</sec>
<sec id="s2_2_4">
<label>2.2.4</label>
<title>Recruitment pattern, virtual population analysis, Beverton, and Holt analysis</title>
<p>The monthly recruitment pattern of the fish was computed using the FiSAT II software as per <xref ref-type="bibr" rid="B25">Dadzie et&#xa0;al. (2007)</xref>. Using the growth coefficients of the LWR equation, growth, and mortality parameters, the virtual population analysis (VPA) was carried out as per <xref ref-type="bibr" rid="B40">Gayanilo et&#xa0;al. (2005)</xref>. The knife edge module of FiSAT II was used for the Beverton and Holt analysis to plot the yield and bio-mass/recruit against the rate of exploitation (<xref ref-type="bibr" rid="B17">Beverton and Holt, 1966</xref>; <xref ref-type="bibr" rid="B75">Pauly and Soriano, 1986</xref>).</p>
</sec>
<sec id="s2_2_5">
<label>2.2.5</label>
<title>Length at first maturity</title>
<p>The length at first maturity (<italic>L<sub>m</sub>
</italic>) describes the length at which 50% population attains reproductive maturity. To determine <italic>L<sub>m</sub>
</italic>, the frequencies of occurrence of adult mature specimens were plotted against length class and fitted to a logistic function.</p>
</sec>
</sec>
<sec id="s2_3">
<label>2.3</label>
<title>Reproduction data</title>
<p>Sex was determined by examination of the gonads. Maturity stages were estimated according to the <xref ref-type="bibr" rid="B61">Nikolsky (1963)</xref> scale. Gonadosomatic index (GSI %) = (gonad weight/total body weight) - 100 was calculated for each fish and all values were averaged for each sampling date. <italic>A. boyeri</italic> is a batch spawner, its spawning takes place over a long period of 2-3 months (<xref ref-type="bibr" rid="B24">Creech, 1992</xref>). Therefore, to decrease the error due to multiple spawning, we used ovaries of 126 ripe specimens with IV maturity stage, from females caught in March to estimate absolute and relative fecundities. The gonads were removed, weighed, and then placed in Gilson&#x2019;s fluid for 3-4 weeks to harden eggs and dissolve ovarian membranes. The peritoneum was removed and individual eggs were released from the egg mass. The number of eggs was estimated by gravimetric method, using three pieces removed from the ovary. The relative fecundity index was calculated as <italic>RF = AF/TW</italic>, where <italic>AF</italic> is absolute fecundity and <italic>TW</italic> is total weight (<xref ref-type="bibr" rid="B7">Bagenal and Tesch, 1978</xref>). Egg diameter was examined by measuring 20-30 eggs taken randomly from pieces of the ovary of 254 ripe females caught in March 2022-February 2023. Measurements were made to the nearest 0.05 mm with an ocular micrometer microscope. Comparison of GSI between months was carried out by analysis of variance (ANOVA). An analysis of covariance (ANCOVA) was performed to test significant differences in weight-length relationships and GSI values between the sexes. The overall sex ratio was assessed using the Chi-square test (<xref ref-type="bibr" rid="B101">Zar, 1984</xref>). Statistical analyses were performed with SPSS-26 software package and a significant level of 0.05 was accepted.</p>
</sec>
</sec>
<sec id="s3" sec-type="results">
<label>3</label>
<title>Results</title>
<sec id="s3_1">
<label>3.1</label>
<title>Sex ratio</title>
<p>The overall sex ratio was 1:1.34 (M: F; 569 females, 387 males). The sex ratio of the population was significantly different from the ideal Mendel ratio [X<sup>2</sup> (1, N= 956) = 34.65, p &lt; 0.001], yet sex ratio changes were found to be significant within age classes. Males were significantly dominant in the 1 and 2 age groups, whereas females were significantly dominant in 2 and older age groups [X<sup>2</sup> age1 (1, N = 141) = 3.32, p &gt; 0.05; X<sup>2</sup> age2 (1, N = 112) = 6.00, p&gt; 0.05; X<sup>2</sup> age2 (1, N = 176) = 4.64, p &gt; 0.05; X<sup>2</sup> age3 (1, N = 147) = 12.62, p &gt; 0.05; X<sup>2</sup> age4 (1, N = 144) = 11.26, p &gt; 0.05); X<sup>2</sup> age5 (1, N = 6) = 13.01, p &gt; 0.05]. All the specimens were found to be sexually mature in the first spring after hatching.</p>
</sec>
<sec id="s3_2">
<label>3.2</label>
<title>Length-weight relationship</title>
<p>During the study period, <italic>A. boyeri</italic> showed a minimum length of 60 mm and a maximum length of 125 mm. The total weight fluctuated between a minimum of 1.2 g and a maximum of 12.51 g. The fishes within the length group of 70 to 90 mm were found to be most abundant in the catch. The values of an <italic>a</italic> (intercept) and <italic>b</italic> (slope) of the length-weight relationship equation were reported to be 0.0058 and 3.0643 for the population, 0.0055 and 3.0774 for males, and 0.0083 and 2.9185 for females respectively (<xref ref-type="fig" rid="f2">
<bold>Figure&#xa0;2</bold>
</xref>). The highest relative condition factor (<italic>K<sub>n</sub>
</italic>) in June was reported to be 0.92 and 0.75 for the males and females respectively (<xref ref-type="fig" rid="f3">
<bold>Figure&#xa0;3</bold>
</xref>).</p>
<fig id="f2" position="float">
<label>Figure&#xa0;2</label>
<caption>
<p>Length-weight relationship of <italic>A. boyeri</italic> from Southeast Caspian Sea of Northern Iran.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1530184-g002.tif"/>
</fig>
<fig id="f3" position="float">
<label>Figure&#xa0;3</label>
<caption>
<p>Relative condition factor of males and females of big-scale sand smelt, <italic>A. boyeri</italic> in the Southeast Caspian Sea-Northen Iran.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1530184-g003.tif"/>
</fig>
</sec>
<sec id="s3_3">
<label>3.3</label>
<title>Length at first sexual maturity (<italic>L<sub>m</sub>
</italic>)</title>
<p>The frequency of occurrence of adult female specimens was plotted against length class and fitted to a logistic function to determine the mean fish length at first sexual maturity (<italic>L<sub>m</sub>
</italic>). In the case of <italic>A. boyeri</italic> the length at first sexual maturity was reported to be 70 and 75 mm for both males and females. The various biometric and population parameters of <italic>A. boyeri</italic> are depicted in <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>.</p>
<fig id="f4" position="float">
<label>Figure&#xa0;4</label>
<caption>
<p>Graph showing length at first matunty in <italic>A. boyeri</italic> from Southeast Caspian Sea in Northern Iran.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1530184-g004.tif"/>
</fig>
</sec>
<sec id="s3_4">
<label>3.4</label>
<title>Growth equations</title>
<p>The growth constant (<italic>K)</italic> in the population, males and females were reported to be 0.28, 0.34, and 0.35 year<sup>-1</sup>, and the asymptotic length (<italic>L<sub>&#x221e;</sub>
</italic>) was reported to be 131.0, 126.5, and 131.3 mm respectively. The length frequency of males and females in <xref ref-type="fig" rid="f5">
<bold>Figure&#xa0;5</bold>
</xref> is presented, indicating the highest abundance in the length classes of 7.5-8 and 8-8.5. The von Bertalanffy growth curve and the length-frequency histograms are presented in <xref ref-type="fig" rid="f6">
<bold>Figure&#xa0;6</bold>
</xref>. The growth performance index of the <italic>A. boyeri</italic> was reported to be 1.68, 1.74, and 1.78 and the age at zero length (t<sub>0</sub>) was reported to be -0.28, -0.31, and -0.31 years for Population, males, and females respectively.</p>
<fig id="f5" position="float">
<label>Figure&#xa0;5</label>
<caption>
<p>Total length (mm) frequency of males and females of big-scale sand smelt, <italic>A. boyeri</italic> in the Southeast Caspian Sea-Northen Iran (number of specimens = 956).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1530184-g005.tif"/>
</fig>
<fig id="f6" position="float">
<label>Figure&#xa0;6</label>
<caption>
<p>Growth curve of <italic>A. boyeri</italic> from Southeast Caspian Sea of Northern Iran (Blue line: Cohort).</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1530184-g006.tif"/>
</fig>
</sec>
<sec id="s3_5">
<label>3.5</label>
<title>Mortality</title>
<p>The mortality parameters <italic>i.e.</italic>, the total mortality, the fishing mortality, the natural mortality, and the exploitation ratio for <italic>A. boyeri</italic> were reported to be 0.79 year<sup>-1</sup>, 0.78 year<sup>-1</sup>, 0.01 year<sup>-1</sup>, and 0.02 for the population, 1.73 year<sup>-1</sup>, 0.35 year<sup>-1</sup>, 1.38 year<sup>-1</sup> and 0.21 for males and 0.20 year<sup>-1</sup>, 0.31 year<sup>-1</sup>, 0.90 year<sup>-1</sup> and 0.26 for females respectively (<xref ref-type="fig" rid="f7">
<bold>Figure&#xa0;7</bold>
</xref>).</p>
<fig id="f7" position="float">
<label>Figure&#xa0;7</label>
<caption>
<p>Length-converted catch curve of <italic>A. boyeri</italic> from Southeast Caspian Sea in Northern Iran.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1530184-g007.tif"/>
</fig>
</sec>
<sec id="s3_6">
<label>3.6</label>
<title>Recruitment groups</title>
<p>The <italic>A. boyeri</italic> population from the southeast Caspian Sea exhibits recruitment peaks during late winter, spring, and summer months (March to September) for the entire population; in males, this occurs in spring and early summer (April to July), and in females, it is seen in spring and summer (June to September), collectively contributing approximately 70-85% to total recruitment (<xref ref-type="fig" rid="f8">
<bold>Figure&#xa0;8</bold>
</xref>). The fishing mortality rate (<italic>F</italic>) for the overall population remains steady beyond a length of 95 mm. However, in males, this rate initially rises after 95 mm until reaching 120 mm, where it then stabilizes. Conversely, in females, this rate also shows a marked increase up to 120 mm in length, as revealed by VPA (<xref ref-type="fig" rid="f9">
<bold>Figure&#xa0;9</bold>
</xref>). The yield per recruit model by Beverton and Holt estimates an exploitation rate at 50% of the unexploited relative biomass per recruit (E<sub>0.5</sub>) as 0.38, a maximum yield exploitation rate (E<sub>max</sub>) of 0.94, and an exploitation rate for which the marginal increase in relative yield per recruit is 10% (E<sub>0.1</sub>) as 0.80 for the population. The values for males are 0.37, 0.90, and 0.76, and for females, 0.38, 0.80, and 0.67, respectively (<xref ref-type="fig" rid="f10">
<bold>Figure&#xa0;10</bold>
</xref>). The length at first capture (L<sub>c</sub>) for both males and females of <italic>A. boyeri</italic> was found to be 60 mm. The summary of the growth parameters of the <italic>Atherina boyeri</italic> is presented in <xref ref-type="fig" rid="f11">
<bold>Figure&#xa0;11</bold>
</xref>.</p>
<fig id="f8" position="float">
<label>Figure&#xa0;8</label>
<caption>
<p>Recruitment patterns of <italic>A. boyeri</italic> from Southeast Caspian Sea in Northern Iran.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1530184-g008.tif"/>
</fig>
<fig id="f9" position="float">
<label>Figure&#xa0;9</label>
<caption>
<p>Virtual population analysis of <italic>A. boyeri</italic> from Southeast Caspian Sea in Northern Iran.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1530184-g009.tif"/>
</fig>
<fig id="f10" position="float">
<label>Figure&#xa0;10</label>
<caption>
<p>Beverton and Holt analysis curve for <italic>A. boyeri</italic> from Southeast Caspian Sea in Northern Iran.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1530184-g010.tif"/>
</fig>
<fig id="f11" position="float">
<label>Figure&#xa0;11</label>
<caption>
<p>All sample parameters of <italic>A. boyeri</italic> from Southeast Caspian Sea in Northern Iran.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1530184-g011.tif"/>
</fig>
</sec>
<sec id="s3_7">
<label>3.7</label>
<title>Biology</title>
<sec id="s3_7_1">
<label>3.7.1</label>
<title>Gonadosomatic index</title>
<p>The mean GSI ranged from 2.59 to 12.49 in females and 1.03 to 9.47 in males (<xref ref-type="fig" rid="f12">
<bold>Figure&#xa0;12</bold>
</xref>). According to these values, March and April were the ripening phases of gonads, and spawning occurred between the beginning of March and the end of June when the mean GSI of females was 7.41, 12.49, 10.75, and 8.15 respectively. Between July and September was accepted as the quiescence period, rose again in October, and stabilized until January. During spawning, immature, maturing, and mature eggs were in the ovaries. However, mature eggs could only be observed in May, June, and July; other than in those months, mature eggs were not found in the ovaries.</p>
<fig id="f12" position="float">
<label>Figure&#xa0;12</label>
<caption>
<p>Variation of GSI for females and males of <italic>A. boyeri</italic> in the Southeast Caspian Sea in Northern Iran.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1530184-g012.tif"/>
</fig>
</sec>
<sec id="s3_7_2">
<label>3.7.2</label>
<title>Egg diameter and fecundity</title>
<p>The highest diameter of the egg occurred in April and June, and then it remained constant from August to February (<xref ref-type="fig" rid="f13">
<bold>Figure&#xa0;13</bold>
</xref>). The diameter of the egg, which is correlated with GSI ranged from 6.5-11.2 mm TL and 1.98-11.86 g. The mean mature egg diameter increased during the spawning period, although it did not differ significantly among months (ANOVA, <italic>F</italic> = 59.84, df= 2, p &lt; 0.001). The mean total fecundity of mature females during the spawning season increased with age; however, the mean relative fecundity decreased. While the mean total fecundity was 498.12 &#xb1; 352.94 at age 1, it reached 965.26 &#xb1; 517.70 at age 4. The mean relative fecundity was 343.85 &#xb1; 212.37 at age 1 and decreased to 143.36 &#xb1; 49.21 at age 4. The fecundity relationship with TL and W of the <italic>A. boyeri</italic> population in the Southeast Caspian Sea was evaluated and no significant relationship was found.</p>
<fig id="f13" position="float">
<label>Figure&#xa0;13</label>
<caption>
<p>Monthly mean egg diameter variations of <italic>A. boyeri</italic> in the Southeast Caspian Sea.</p>
</caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fmars-12-1530184-g013.tif"/>
</fig>
</sec>
</sec>
</sec>
<sec id="s4" sec-type="discussion">
<label>4</label>
<title>Discussions</title>
<sec id="s4_1">
<label>4.1</label>
<title>Sex ratio</title>
<p>According to the overall sex ratio of the population, females were dominant. This indicates that the sex ratio of the <italic>Atherina boyeri</italic> population in the Southeast Caspian Sea is not close to the ideal Mendelian ratio. The sex ratio significantly differed within age classes, with females being dominant in age classes 2 and 3, suggesting that male <italic>A. boyeri</italic> have a shorter lifespan compared to females. In many fish species, females live longer than males, a trend observed in <italic>A. boyeri</italic> both in sea, brackish waters, and inland waters (<xref ref-type="bibr" rid="B24">Creech, 1992</xref>; <xref ref-type="bibr" rid="B84">Sezen, 2005</xref>; <xref ref-type="bibr" rid="B41">Gaygusuz, 2006</xref>; <xref ref-type="bibr" rid="B89">Tarkan et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B66">Ozeren, 2009</xref>; <xref ref-type="bibr" rid="B69">Patimar et&#xa0;al., 2008</xref>). Our study aligns with several recent studies examining the sex ratio of <italic>A. boyeri</italic>, which consistently show a female-biased sex ratio across different populations and timeframes. For instance, <xref ref-type="bibr" rid="B10">Bartulovi&#x107; et&#xa0;al. (2004)</xref> reported a male-to-female ratio of 1:1.30, with females outnumbering males throughout the year. Similarly, <xref ref-type="bibr" rid="B59">Manzo (2020)</xref> found a ratio of 1:1.38, with females predominating, and noted that the sex ratio fluctuated by age group, with females being more dominant in younger populations. Our study also showed female dominance across the year, without significant variation by age. In a study by <xref ref-type="bibr" rid="B99">Y&#x131;lmaz et&#xa0;al. (2021)</xref>, the male-to-female ratio was even more skewed at 1:1.75, particularly in June, further confirming the trend of female-biased sex ratios in <italic>A. boyeri</italic> populations. Likewise, <xref ref-type="bibr" rid="B50">Kova&#x10d;i&#x107; et&#xa0;al. (2022)</xref> reported a ratio of 1:1.46, reinforcing the general trend of female dominance observed in other studies. These findings suggest that <italic>A. boyeri</italic> populations tend to exhibit a female-dominant sex ratio across various environments and seasons. The consistent dominance of females in multiple studies indicates that ecological, biological, and environmental factors likely play a significant role in shaping the sex ratio, warranting further research to better understand the underlying causes. In conclusion, our study confirms the female-biased sex ratio in <italic>A. boyeri</italic> and emphasizes the need for more in-depth investigations into the factors contributing to these patterns.</p>
</sec>
<sec id="s4_2">
<label>4.2</label>
<title>Length-weight relationship</title>
<p>The growth pattern of a fish population, exploitation intensity, recruitment potential, and mortality are the most vital factors in fish population dynamics. Utilizing the length-frequency data, the current study provides inferences on the population of <italic>A. boyeri</italic> in the Southeast Caspian Sea. The species, albeit not having the status of a food fish shows strong potential as a native fish as such the study of the various aspects of its population tends to be imperative, which forms the backdrop for the current research problem (<xref ref-type="bibr" rid="B64">Nissar et&#xa0;al., 2024</xref>). Length-weight relationship (LWR) is a fundamental concept in fish population studies that facilitates the estimation of the weight of a species using its length data and vice versa. This vital bioecological tool yields data on the general condition of a fish population and has practical applications in fisheries management and assessment of stocks (<xref ref-type="bibr" rid="B78">Ricker, 1975</xref>; <xref ref-type="bibr" rid="B6">Arafat and Bakhtiyar, 2022</xref>). Analyzing the length and weight data of <italic>A. boyeri</italic> from the Southeast Caspian Sea revealed that the fish exhibited a length range of 60 to 125 mm and 60 to 113.3 mm and a weight range of 6.0 to 12.50 g and 6.5 to 12.50 g in males and females respectively. The value of LWR growth coefficient <italic>b</italic> in males and females was found to be 3.0774 and 2.9185 indicating positive and negative allometric growth patterns respectively.</p>
<sec id="s4_2_1">
<label>4.2.1</label>
<title>Condition factor</title>
<p>The mean monthly condition factor values for both sexes, calculated from the eviscerated weight, tended to decrease towards the end of the reproduction period (August). Thereafter, <italic>A. boyeri</italic> gradually recovered during fall and winter, reaching its highest values during spring, when food was abundant. Generally, in freshwater bodies, the diet composition of <italic>A. boyeri</italic> is dominated by zooplankton (<xref ref-type="bibr" rid="B22">Chrisafi et&#xa0;al., 2007</xref>; <xref ref-type="bibr" rid="B27">Doulka et&#xa0;al., 2013</xref>), and in the Southeast Caspian Sea, zooplankton density increases in spring (<xref ref-type="bibr" rid="B12">Baykal et&#xa0;al., 2006</xref>). <xref ref-type="bibr" rid="B63">Nikolsky (1980)</xref> stated that rapid feeding enables many fish to grow rapidly, which is also the case for <italic>A. boyeri</italic> in the Southeast Caspian Sea. In the Southeast Caspian Sea, the mean monthly condition factor values, calculated using eviscerated weight, varied within two narrow ranges, but the peak was observed in spring. In support of this study, some authors reported more than one peak (<xref ref-type="bibr" rid="B32">Fernandez-Delgado et&#xa0;al., 1988</xref>; <xref ref-type="bibr" rid="B5">Andreu-Soler et&#xa0;al., 2006</xref>; <xref ref-type="bibr" rid="B49">Koutrakis et&#xa0;al., 2004</xref>), which could be attributed to different feeding and environmental conditions.</p>
</sec>
</sec>
<sec id="s4_3">
<label>4.3</label>
<title>Length at first sexual maturity (<italic>L<sub>m</sub>
</italic>)</title>
<p>The length at first sexual maturity (<italic>Lm</italic>) for <italic>Atherina boyeri</italic> has been reported to range between 70 and 75 mm for both males and females. In marine and lagoon habitats, where this species tends to reach sexual maturity at smaller sizes, environmental factors such as salinity and temperature are believed to play a significant role in determining <italic>L<sub>m</sub>
</italic>. However, studies focusing on the length at first maturity of <italic>A. boyeri</italic> are limited. Reported <italic>L<sub>m</sub>
</italic> values vary widely depending on habitat and study: 27 mm in the Suez Canal (<xref ref-type="bibr" rid="B34">Fouda, 1994</xref>), 34 mm in the Mesolongi-Etolikon Lagoon (<xref ref-type="bibr" rid="B56">Leonardos and Sinis, 2000</xref>), 38 mm in the Southern France Lagoon (<xref ref-type="bibr" rid="B91">Tomasini and Laugier, 2002</xref>), 52 mm in the Mala Neretva River (<xref ref-type="bibr" rid="B10">Bartulovi&#x107; et&#xa0;al., 2004</xref>), and 45.93 mm in Lake E&#x11f;irdir (<xref ref-type="bibr" rid="B52">K&#xfc;&#xe7;&#xfc;k et&#xa0;al., 2012</xref>). Additionally, <xref ref-type="bibr" rid="B11">Bartulovi&#x107; et&#xa0;al. (2006)</xref> reported an <italic>L<sub>m</sub>
</italic> of 77.52 mm for females in the Mala Neretva River, while <xref ref-type="bibr" rid="B41">Gaygusuz (2006)</xref> found values of 40-44 mm for males and 35-39 mm for females in &#x130;znik Lake. Comparing these findings with our results, we observed similarities with <xref ref-type="bibr" rid="B10">Bartulovi&#x107; et&#xa0;al. (2004</xref>, <xref ref-type="bibr" rid="B11">2006)</xref>, where <italic>A. boyeri</italic> in Mala Neretva River exhibited <italic>L<sub>m</sub>
</italic> values close to our findings. However, significant differences are noted with other studies, particularly those by <xref ref-type="bibr" rid="B52">K&#xfc;&#xe7;&#xfc;k et&#xa0;al., 2012</xref> and <xref ref-type="bibr" rid="B41">Gaygusuz (2006)</xref>. The lower <italic>L<sub>m</sub>
</italic> values reported by others may reflect differences in habitat conditions, such as temperature and food availability, in the Mala Neretva River. Conversely, the lower <italic>L<sub>m</sub>
</italic> values observed by <xref ref-type="bibr" rid="B41">Gaygusuz (2006)</xref> in &#x130;znik Lake could be attributed to methodological variations, including sampling size or age structure of the studied populations. These discrepancies highlight three key factors influencing <italic>L<sub>m</sub>
</italic>: (i) habitat variability, (ii) differences in methodologies used to assess data, and (iii) variations in sample size and the length ranges examined. <xref ref-type="bibr" rid="B82">Saborido-Rey (2016)</xref> proposed that in short-lived species with high mortality rates, maturity curves (ogives) are often best described by a logistic function. These species typically mature over a narrow size range, after which all individuals become sexually mature. Our results align with this framework, showing that <italic>A. boyeri</italic> completes maturation within a 20 mm length interval (35-55 mm fork length, <xref ref-type="fig" rid="f4">
<bold>Figure&#xa0;4</bold>
</xref>) for both males and females. Accurate estimation of <italic>L<sub>m</sub>
</italic>-the length at which 50% of individuals in a population are sexually mature&#x2014;is vital for sustainable fishery management. As <xref ref-type="bibr" rid="B33">Fontoura et&#xa0;al. (2009)</xref> highlighted, <italic>L<sub>m</sub>
</italic> forms the scientific foundation for implementing Minimum Landing Sizes (MLS), ensuring that each fish has the opportunity to reproduce at least once before capture. This approach is essential for maintaining the sustainability of fish stocks and supporting ecological balance.</p>
</sec>
<sec id="s4_4">
<label>4.4</label>
<title>Growth equations</title>
<p>The asymptotic length was reported to be 129.6 and 131.3 mm in both males and females and happens to be a vital factor for demarcating the mesh size limits of fishing gears (<xref ref-type="bibr" rid="B43">Gebremedhin et&#xa0;al., 2021</xref>). In males and females, the von Bertalanffy curvature parameter (growth constant) for <italic>A. boyeri</italic> of the Southeast Caspian Sea was reported to be 0.34 year<sup>&#x2013;1</sup> and 0.35 year<sup>&#x2013;1</sup> respectively, indicative of a moderate growth rate as per <xref ref-type="bibr" rid="B87">Sparre and Venema (1998)</xref>. The size distribution of a fish stock can be altered by various external factors, especially the fishing technique and the ambient temperature (<xref ref-type="bibr" rid="B92">Tu et&#xa0;al., 2018</xref>). These factors alongside the data models utilized can eventually alter the growth rates and asymptotic lengths of a stock (<xref ref-type="bibr" rid="B30">Etim et&#xa0;al., 1998</xref>). <xref ref-type="bibr" rid="B44">Gen&#xe7;o&#x11f;lu and Ekmek&#xe7;i (2016)</xref> analyzed the population status of <italic>A. boyeri</italic> from the Hirfanl&#x131; Reservoir in Turkey and reported a lower rate of growth (K<sub>male</sub> = 0.15 year<sup>&#x2013;1</sup>, K<sub>female</sub> = 0.20 year<sup>&#x2013;1</sup>) than the current study, which was attributed to the Mediterranean conditions of the reservoir. Fish growth in temperate waters is often constrained by lower temperatures. Therefore, it is not surprising that species capable of growing in temperate waters exhibit higher growth rates compared to warmer and Mediterranean regions (<xref ref-type="bibr" rid="B58">Lowe-McConnell, 1987</xref>; <xref ref-type="bibr" rid="B46">Henderson, 2005</xref>).</p>
</sec>
<sec id="s4_5">
<label>4.5</label>
<title>Mortality</title>
<p>The natural mortality of neither sex was found to be higher than the fishing mortality for <italic>A. boyeri</italic>, indicative of less exploitation of the fish from the Southeast Caspian Sea, since it is not a food fish and the exploitation ratio of 0.20 and 0.26 in males and females respectively, is indicative of the same. The value of K is associated with the longevity of a fish species which in turn is related to mortality (<xref ref-type="bibr" rid="B16">Beverton and Holt, 1959</xref>; <xref ref-type="bibr" rid="B83">Saville, 1977</xref>). If the natural mortality of a slow-growing fish species is high, it could go extinct (<xref ref-type="bibr" rid="B87">Sparre and Venema, 1998</xref>). Mortality and growth rates are connected, with natural mortality showing direct dependence on K and an inverse dependence on asymptotic length (<xref ref-type="bibr" rid="B87">Sparre and Venema, 1998</xref>), besides the growth rates also influence the susceptibility of a fish to fishing or predation (<xref ref-type="bibr" rid="B73">Pauly, 1984</xref>; <xref ref-type="bibr" rid="B2">Allen and Hightower, 2010</xref>). Up to now, there are no published information on the Overall condition and population dynamics of this native species in the southeast Caspian Sea. However, based on the results of this study, natural mortality and fishing mortality significantly differ between the neither sex.</p>
</sec>
<sec id="s4_6">
<label>4.6</label>
<title>Recruitment groups</title>
<p>The addition of new individuals to a harvestable stock is denoted by recruitment and happens to be a strong driver of the fish population (<xref ref-type="bibr" rid="B21">Camp et&#xa0;al., 2020</xref>). <italic>A. boyeri</italic> showed recruitment peaks during spring and summer months (April to July), contributing approximately 80% to the total recruitment and coinciding with an increase in the temperature whereas winter months showed the lowest recruitment given a decrease in the temperature (<xref ref-type="bibr" rid="B48">Kindong et&#xa0;al., 2018</xref>). The availability of food and favourable weather conditions are the primary factors that could influence the recruitment of fish (<xref ref-type="bibr" rid="B85">Shoji et&#xa0;al., 2011</xref>; <xref ref-type="bibr" rid="B65">Okamoto et&#xa0;al., 2012</xref>; <xref ref-type="bibr" rid="B88">Tableau et&#xa0;al., 2015</xref>; <xref ref-type="bibr" rid="B42">Gebrekiros, 2016</xref>; <xref ref-type="bibr" rid="B51">Kripa, 2017</xref>). Virtual population analysis provides insights into the proportion of survivors and the losses caused by natural mortality and fishing, which are assessed by plotting various length groups against fishing mortality. In this study, for both males and females, the number of survivors and natural losses decreased with increasing size. Fishing mortality also increased for both sexes after a length of 75 mm. The highest catch rates were observed in the length groups of 65 to 85 mm for males and 70 to 95 mm for females. No previous studies or assessments were available on this parameter in fish stock evaluation, making these findings the first data on the overall status of this species in the study area. The yield per recruit (Y/R) analysis, calculated using the Beverton and Holt model for both sexes, estimated Emax and E<sub>0.1</sub> values of 0.90 and 0.80 for males, and 0.76 and 0.67 for females, respectively. These values are higher than the exploitation ratios of 0.20 for males and 0.26 for females, indicating that <italic>A. boyeri</italic> remains underexploited in the southeast Caspian Sea.</p>
</sec>
<sec id="s4_7">
<label>4.7</label>
<title>Biology</title>
<p>The GSI values indicated that the reproductive period lasted around 4 months. In the Southeast Caspian Sea, this period was shorter compared to what other studies have reported in different regions (<xref ref-type="table" rid="T1">
<bold>Table&#xa0;1</bold>
</xref>). Water temperature plays a crucial role in determining the length of the spawning season for fish (<xref ref-type="bibr" rid="B62">Nikolsky, 1978</xref>). In the Southeast Caspian Sea, <italic>A. boyeri</italic> could reproduce within a year, spawning in the spring after hatching, and by the end of the first summer, the sex of the juveniles could be identified through a simple macroscopic examination of their gonads. A longer reproductive season is a key strategy in the life cycle of <italic>A. boyeri</italic>, contributing to its ability to invade inland waters (<xref ref-type="bibr" rid="B20">Bogutskaya and Naseka, 2002</xref>).</p>
<table-wrap id="T1" position="float">
<label>Table&#xa0;1</label>
<caption>
<p>Reproductive characteristics of <italic>A. boyeri</italic> have been reported in several studies.</p>
</caption>
<table frame="hsides">
<thead>
<tr>
<th valign="middle" rowspan="2" align="center">Author</th>
<th valign="middle" rowspan="2" align="center">Study area</th>
<th valign="middle" rowspan="2" align="center">Sex ratio male:female</th>
<th valign="middle" rowspan="2" align="center">Spawning period</th>
<th valign="middle" colspan="2" align="center">GSI (Max. average)</th>
<th valign="middle" rowspan="2" align="center">Max. ripe oocyte<break/>diameter (mm)</th>
</tr>
<tr>
<th valign="middle" align="center">Female</th>
<th valign="middle" align="center">Male</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B80">Rosecchi and Crivelli, 1992</xref>
</td>
<td valign="top" align="left">Camargue Wetland, France</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">March&#x2013;July</td>
<td valign="top" align="center">13.3</td>
<td valign="top" align="center">9.16</td>
<td valign="top" align="center">1.81</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B24">Creech, 1992</xref>
</td>
<td valign="top" align="left">Aberthaw Lagoon, Wales</td>
<td valign="top" align="center">1:1.01</td>
<td valign="top" align="left">March&#x2013;July</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">2.08</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B90">Tomasini et&#xa0;al., 1996</xref>
</td>
<td valign="top" align="left">Maugio, Perols and Mejean Lagoons, France</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">February&#x2013;August</td>
<td valign="top" align="center">17.2</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">1.94</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B91">Tomasini and Laugier, 2002</xref>
</td>
<td valign="top" align="left">Maugio, Perols and Mejean Lagoons, France</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">February&#x2013;August</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">10.60</td>
<td valign="top" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B66">Ozeren, 2009</xref>
</td>
<td valign="top" align="left">&#x130;znik Lake, Turkey</td>
<td valign="top" align="center">1:1.6</td>
<td valign="top" align="left">March&#x2013;June</td>
<td valign="top" align="center">16.91</td>
<td valign="top" align="center">16.39</td>
<td valign="top" align="center">1.1</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B84">Sezen, 2005</xref>
</td>
<td valign="top" align="left">Homa Lagoon, Turkey</td>
<td valign="top" align="center">1:1.76</td>
<td valign="top" align="left">March&#x2013;July</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B5">Andreu-Soler et&#xa0;al., 2006</xref>
</td>
<td valign="top" align="left">Mar Menor Lagoon, Iberian Peninsula</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">March-August</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B11">Bartulovi&#x107; et&#xa0;al., 2006</xref>
</td>
<td valign="top" align="left">Mala Neretva River, Croatia</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="left">March-August</td>
<td valign="top" align="center">5.4</td>
<td valign="top" align="center">4.7</td>
<td valign="top" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B41">Gaygusuz, 2006</xref>
</td>
<td valign="top" align="left">&#x130;znik Lake, Turkey</td>
<td valign="top" align="center"/>
<td valign="top" align="left">April&#x2013;August</td>
<td valign="top" align="center">8.96</td>
<td valign="top" align="center">6.15</td>
<td valign="top" align="center">1.21</td>
</tr>
<tr>
<td valign="middle" rowspan="3" align="left">
<xref ref-type="bibr" rid="B89">Tarkan et&#xa0;al., 2007</xref>
</td>
<td valign="top" align="left">&#x130;zmir Bay, Turkey</td>
<td valign="top" align="center">1:3.01</td>
<td valign="top" align="left">April&#x2013;July</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="left">Homa Lagoon, Turkey</td>
<td valign="top" align="center">1:1.96</td>
<td valign="top" align="left">April&#x2013;July</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="left">Omerli Reservoir, Turkey</td>
<td valign="top" align="center">1:1.28</td>
<td valign="top" align="left">April&#x2013;September</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="left">
<xref ref-type="bibr" rid="B69">Patimar et&#xa0;al., 2008</xref>
</td>
<td valign="top" align="left">Gomishan Wetland, Iran</td>
<td valign="top" align="center">1:1.30</td>
<td valign="top" align="left">March&#x2013;July</td>
<td valign="top" align="center">7.12</td>
<td valign="top" align="center">3.16</td>
<td valign="top" align="center">0.20</td>
</tr>
<tr>
<td valign="middle" align="left">
<xref ref-type="bibr" rid="B44">Gen&#xe7;o&#x11f;lu and Ekmek&#xe7;i, 2016</xref>
</td>
<td valign="top" align="left">Hirfanl&#x131; Reservoir, Turkey</td>
<td valign="top" align="center">1:1.14</td>
<td valign="top" align="left">May&#x2013;July</td>
<td valign="top" align="center">12.07</td>
<td valign="top" align="center">9.99</td>
<td valign="top" align="center">1.73</td>
</tr>
<tr>
<td valign="top" align="left">Present study</td>
<td valign="top" align="left">Southeast Caspian Sea</td>
<td valign="top" align="center">1:1.47</td>
<td valign="top" align="left">March &#x2013;June</td>
<td valign="top" align="center">12.49</td>
<td valign="top" align="center">9.47</td>
<td valign="top" align="center">1.7</td>
</tr>
</tbody>
</table>
</table-wrap>
<p>Batch spawning has been observed in <italic>A. boyeri</italic> populations (<xref ref-type="bibr" rid="B80">Rosecchi and Crivelli, 1992</xref>). During the spawning period, eggs at various stages of development-immature, maturing, and mature-were present together within the same ovaries of females in the Southeast Caspian Sea, suggesting the occurrence of asynchronous or batch spawning. As depicted in <xref ref-type="fig" rid="f12">
<bold>Figure&#xa0;12</bold>
</xref>, there is significant variation in the GSI among females throughout the spawning season, indicating that some individuals have already completed spawning, while others are still undergoing maturation. Outside of the spawning period, GSI variation was minimal, with only immature oocytes observed in the ovaries. This further supports the occurrence of batch spawning in <italic>A. boyeri</italic> in the Southeast Caspian Sea. The diameters of mature eggs in this region were in line with those reported by various studies (<xref ref-type="bibr" rid="B24">Creech, 1992</xref>; <xref ref-type="bibr" rid="B80">Rosecchi and Crivelli, 1992</xref>; <xref ref-type="bibr" rid="B90">Tomasini et&#xa0;al., 1996</xref>).</p>
<p>Fecundity in <italic>A. boyeri</italic> increased progressively with age. No clear relationship with latitude or environmental conditions emerged from comparing these findings with published data, likely due to differences in the criteria used for assessing fecundity.</p>
<p>
<italic>A. boyeri</italic>, a native species for the inland waters in the Southeast Caspian Sea (Iran), has established abundant populations.</p>
<p>Several features of <italic>A. boyeri</italic> in the Southeast Caspian Sea, such as their short life-span, rapid growth, extended reproductive period, early sexual maturation, and batch spawning, are typical invasive characteristics ensuring establishment success. However, <xref ref-type="bibr" rid="B8">Bamber and Henderson (1985)</xref> stated that many atherinids show a high degree of intraspecific morphological variability, which can be linked to estuarine habitats. Such environments are physically highly variable and this has acted to select for generalist genotypes able to adjust their morphology, physiology, and behavior to a wide range of conditions. Additionally, such plasticity preadapts atherinids to invade and rapidly populate fresh waters containing vacant niches. Our results, obtained from the sand smelt population of the Southeast Caspian Sea, support the hypothesis of <xref ref-type="bibr" rid="B8">Bamber and Henderson (1985)</xref>.</p>
<p>The limited exploitation of the fishery is attributed to the lack of nutritional value of <italic>A. boyeri</italic>. Comparable results were observed by <xref ref-type="bibr" rid="B4">Amri Sahebi et&#xa0;al. (2015)</xref> regarding <italic>A. boyeri</italic>. These values are largely determined by fishing intensity, fluctuations in feeding patterns, as well as ecological and physiological factors (<xref ref-type="bibr" rid="B19">Biswas, 1993</xref>; <xref ref-type="bibr" rid="B100">Zan-Bi et&#xa0;al., 2022</xref>).</p>
<p>Along with refraining from fishing during the spawning season, targeting only mature individuals is essential for sustainable fisheries management. The length at first maturity (<italic>L<sub>m</sub>
</italic>) represents a crucial phase in a fish&#x2019;s life cycle. At this stage, resources previously allocated for growth and survival are redirected toward reproduction (<xref ref-type="bibr" rid="B98">Wootton, 1998</xref>). Although <italic>L<sub>m</sub>
</italic> is a species-specific characteristic, it can be influenced by factors such as resource availability, fishing pressure, environmental conditions, and biological interactions (<xref ref-type="bibr" rid="B53">Lappalainen et&#xa0;al., 2016</xref>; <xref ref-type="bibr" rid="B86">Souza et&#xa0;al., 2019</xref>). For <italic>A. boyeri</italic>, the length at first sexual maturity has been reported as 60 and 65 mm for males and females, respectively. Despite a thorough literature review, no studies have been found providing data on the length at first maturity for <italic>A. boyeri</italic>. FishBase, a reliable database for fish species, also highlights the absence of data on this parameter for <italic>A. boyeri</italic> (<xref ref-type="bibr" rid="B37">Froese and Pauly, 2024</xref>). <xref ref-type="bibr" rid="B3">Almeida et&#xa0;al. (2018)</xref> emphasized that the first sexual maturation is a key milestone in an animal&#x2019;s life history, which should be considered for effective fisheries management. In this study, the length at first maturity was determined to be 60 and 65 mm for males and females, whereas the length at first capture was found to be 60 mm, indicating that <italic>L<sub>m</sub>
</italic> &gt; <italic>L<sub>c</sub>
</italic>. This suggests that the stock stability could be disrupted, making the population vulnerable to capture by current fishing gear before reaching maturity. Similar findings indicating <italic>L<sub>m</sub>
</italic> &gt; <italic>L<sub>c</sub>
</italic> were observed by <xref ref-type="bibr" rid="B96">Wehye et&#xa0;al. (2017)</xref> and <xref ref-type="bibr" rid="B81">Rudi et&#xa0;al. (2018)</xref>. When <italic>L<sub>m</sub>
</italic> &lt; <italic>L<sub>c</sub>
</italic>, the individuals will at least breed during their lifespan, ensuring stock replenishment and supporting long-term sustainability (<xref ref-type="bibr" rid="B93">Udoh and Ukpatu, 2017</xref>; <xref ref-type="bibr" rid="B68">Panda et&#xa0;al., 2018</xref>; <xref ref-type="bibr" rid="B60">Mohamed, 2022</xref>).</p>
</sec>
</sec>
<sec id="s5" sec-type="conclusions">
<label>5</label>
<title>Conclusions</title>
<p>This research on the population dynamics of <italic>A. boyeri</italic> from the Southeast Caspian Sea was conducted to establish foundational data on the growth, mortality, exploitation, and recruitment patterns of the species. Throughout the study, the length-weight relationship (<italic>LWR</italic>) revealed both positive and negative allometric growth patterns for both sexes. The condition factor of the fish indicated healthy growth within the aquatic environment, largely due to the resilience of the Big-scale sand smelt. The species exhibits moderate growth, high natural mortality, and low exploitation rates. The condition <italic>L<sub>m</sub> &gt; L<sub>c</sub>
</italic> suggests a potential disruption in the stock, therefore, employing nets with relatively larger mesh sizes is recommended for fishing <italic>A. boyeri</italic> in this lake. <italic>A. boyeri</italic> is an essential forage fish in the Southeast Caspian Sea, serving as a crucial food source for aquatic birds, and it also holds significant potential in the ornamental industry, making it a valuable species in the region&#x2019;s fauna. This study will support the development of more effective management strategies for <italic>A. boyeri</italic>. Finally, it&#x2019;s important to closely monitor the population of big-scale sand smelt in the future to ensure a sustainable economic yield. This can be achieved using alternative mathematical approaches, such as Artificial Neural Networks and fuzzy logic in the study area and other inland waters.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability">
<title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/supplementary material. Further inquiries can be directed to the corresponding author.</p>
</sec>
<sec id="s7" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The animal study was approved by Iranian Fisheries Institute in Tehran. The study was conducted in accordance with the local legislation and institutional requirements.</p>
</sec>
<sec id="s8" sec-type="author-contributions">
<title>Author contributions</title>
<p>EH: Conceptualization, Data curation, Investigation, Methodology, Software, Supervision, Writing &#x2013; original draft, Writing &#x2013; review &amp; editing. BR: Methodology, Supervision, Writing &#x2013; original draft. HF: Data curation, Software, Writing &#x2013; original draft.</p>
</sec>
<sec id="s9" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare that no financial support was received for the research, authorship, and/or publication of this article.</p>
</sec>
<sec id="s10" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s11" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
</sec>
<sec id="s12" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="book">
<person-group person-group-type="author">
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