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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Physiol.</journal-id>
<journal-title>Frontiers in Physiology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Physiol.</abbrev-journal-title>
<issn pub-type="epub">1664-042X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">1229007</article-id>
<article-id pub-id-type="doi">10.3389/fphys.2023.1229007</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Physiology</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Oxygen uptake kinetics and biological age in relation to pulling force and 400-m front crawl performance in young swimmers</article-title>
<alt-title alt-title-type="left-running-head">Strza&#x142;a et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fphys.2023.1229007">10.3389/fphys.2023.1229007</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Strza&#x142;a</surname>
<given-names>Marek</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1126300/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Soko&#x142;owski</surname>
<given-names>Kamil</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1992333/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>W&#x105;drzyk</surname>
<given-names>&#x141;ukasz</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Staszkiewicz</surname>
<given-names>Robert</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1210757/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Kryst</surname>
<given-names>&#x141;ukasz</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/1249249/overview"/>
</contrib>
<contrib contrib-type="author">
<name>
<surname>&#x17b;egle&#x144;</surname>
<given-names>Magdalena</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Kr&#x119;&#x17c;a&#x142;ek</surname>
<given-names>Piotr</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
</contrib>
<contrib contrib-type="author">
<name>
<surname>Maciejczyk</surname>
<given-names>Marcin</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
<uri xlink:href="https://loop.frontiersin.org/people/504090/overview"/>
</contrib>
</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>Department of Water Sports</institution>, <institution>Faculty of Physical Education and Sport</institution>, <institution>University of Physical Education</institution>, <addr-line>Krak&#xf3;w</addr-line>, <country>Poland</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Biomechanics</institution>, <institution>Faculty of Physical Education and Sport</institution>, <institution>University of Physical Education</institution>, <addr-line>Krak&#xf3;w</addr-line>, <country>Poland</country>
</aff>
<aff id="aff3">
<sup>3</sup>
<institution>Department of Anthropology</institution>, <institution>Faculty of Physical Education and Sport</institution>, <institution>University of Physical Education</institution>, <addr-line>Krak&#xf3;w</addr-line>, <country>Poland</country>
</aff>
<aff id="aff4">
<sup>4</sup>
<institution>Pain Research Group</institution>, <institution>Institute of Psychology</institution>, <institution>Jagiellonian University in Krakow</institution>, <addr-line>Krak&#xf3;w</addr-line>, <country>Poland</country>
</aff>
<aff id="aff5">
<sup>5</sup>
<institution>Department of Physiotherapy</institution>, <institution>Faculty of Motor Rehabilitation</institution>, <institution>University of Physical Education</institution>, <addr-line>Krak&#xf3;w</addr-line>, <country>Poland</country>
</aff>
<aff id="aff6">
<sup>6</sup>
<institution>Department of Physiology and Biochemistry</institution>, <institution>Faculty of Physical Education and Sport</institution>, <institution>University of Physical Education</institution>, <addr-line>Krak&#xf3;w</addr-line>, <country>Poland</country>
</aff>
<author-notes>
<fn fn-type="edited-by">
<p>
<bold>Edited by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/308012/overview">Monoem Haddad</ext-link>, Qatar University, Qatar</p>
</fn>
<fn fn-type="edited-by">
<p>
<bold>Reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/654303/overview">Fl&#xe1;vio De Souza Castro</ext-link>, Federal University of Rio Grande do Sul, Brazil</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1218446/overview">Danilo Alexandre Massini</ext-link>, S&#xe3;o Paulo State University, Brazil</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/1865089/overview">Jesus J. Ruiz-Navarro</ext-link>, University of Granada, Spain</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Marek Strza&#x142;a, <email>marek.strzala@awf.krakow.pl</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>06</day>
<month>10</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>14</volume>
<elocation-id>1229007</elocation-id>
<history>
<date date-type="received">
<day>25</day>
<month>05</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>18</day>
<month>09</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Strza&#x142;a, Soko&#x142;owski, W&#x105;drzyk, Staszkiewicz, Kryst, &#x17b;egle&#x144;, Kr&#x119;&#x17c;a&#x142;ek and Maciejczyk.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Strza&#x142;a, Soko&#x142;owski, W&#x105;drzyk, Staszkiewicz, Kryst, &#x17b;egle&#x144;, Kr&#x119;&#x17c;a&#x142;ek and Maciejczyk</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p>
</license>
</permissions>
<abstract>
<p>
<bold>Background:</bold> The study aimed to assess differences in the biological age (<italic>BA</italic>) of 13-year-old swimmers and show their ability, as biologically younger&#x2014;<italic>late mature</italic> or older&#x2014;<italic>early mature</italic>, to develop fast 60-s oxygen uptake (<inline-formula id="inf1">
<mml:math id="m1">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>) kinetics and tethered swimming strength. Furthermore, the interplay between swimming strength, <inline-formula id="inf2">
<mml:math id="m2">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, and 400-m front crawl race performance was examined.</p>
<p>
<bold>Methods:</bold> The study involved 36 competitive young male swimmers (metrical age: 12.9 &#xb1; 0.56&#xa0;years). Depending on <italic>BA</italic> examination, the group was divided into <italic>early-mature</italic> (<italic>BA</italic>: 15.8 &#xb1; 1.18&#xa0;years, <italic>n</italic> &#x3d; 13) and <italic>late-mature</italic> (<italic>BA</italic>: 12.9 &#xb1; 0.60 years, <italic>n</italic> &#x3d; 23) participants, especially for the purpose of comparing tethered swimming indices, i.e., average values of force (<italic>F</italic>
<sub>ave</sub>) and <inline-formula id="inf3">
<mml:math id="m3">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> (breath-by-breath analysis) kinetic indices, measured simultaneously in 1-min tethered front crawl swimming. From the 400-m racing stroke rate, stroke length kinematics was retrieved.</p>
<p>
<bold>Results:</bold> In the 1-min tethered front crawl test, <italic>early-mature</italic> swimmers obtained higher results of absolute values of <inline-formula id="inf4">
<mml:math id="m4">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <italic>F</italic>
<sub>ave</sub>. Conversely, when <inline-formula id="inf5">
<mml:math id="m5">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> was present relatively to body mass and pulling force (in ml&#x2219;min<sup>&#x2013;1</sup>&#x2219;kg<sup>&#x2013;1</sup>&#x2219;N<sup>&#x2212;1</sup>), <italic>late-mature</italic> swimmers showed higher <inline-formula id="inf6">
<mml:math id="m6">
<mml:mrow>
<mml:msub>
<mml:mi>O</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> relative usage. <italic>Late-mature</italic> swimmers generally exhibited a slower increase in <inline-formula id="inf7">
<mml:math id="m7">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> during the first 30&#xa0;s of 60&#xa0;s. <inline-formula id="inf8">
<mml:math id="m8">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, <italic>F</italic>
<sub>ave</sub>, <italic>BA</italic>, and basic swimming kinematic stroke length were significantly interrelated and influenced 400-m swimming performance.</p>
<p>
<bold>Conclusion:</bold> The 1-min tethered swimming test revealed significant differences in the homogeneous calendar age/heterogeneous <italic>BA</italic> group of swimmers. These were distinguished by the higher level of <inline-formula id="inf9">
<mml:math id="m9">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
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</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> kinetics and pulling force in <italic>early-mature</italic> individuals and lower efficiency per unit of body mass per unit of force aerobic system in <italic>late-mature</italic> peers. The higher <inline-formula id="inf10">
<mml:math id="m10">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
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</mml:mover>
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</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> kinetics and tethered swimming force were further translated into 400-m front crawl speed and stroke length kinematics.</p>
</abstract>
<kwd-group>
<kwd>aerobic power</kwd>
<kwd>oxygen uptake</kwd>
<kwd>tethered swimming force</kwd>
<kwd>front crawl</kwd>
<kwd>maturity</kwd>
</kwd-group>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Exercise Physiology</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="s1">
<title>Introduction</title>
<p>The performance of young athletes training in competitive swimming depends on their circulatory and respiratory abilities, skeletal muscle energetics, and somatic traits, which are developed simultaneously with maturation and training. Therefore, testing and then proper training with appropriate intensity, corresponding to physiological changes, supporting the current development of the body and specific motor skills, constitute a priority. In addition, acting in a harmonious manner ensures long-term progress focused on the development of an adult elite swimmer (<xref ref-type="bibr" rid="B27">Pichardo et al., 2018</xref>).</p>
<p>In young swimmers, in the period of building up the foundations of endurance, aerobic capacity assessed as maximal oxygen uptake (<inline-formula id="inf11">
<mml:math id="m11">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mi mathvariant="italic">max</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula>) is the key to successful conditioning (<xref ref-type="bibr" rid="B26">Olbrecht, 2015</xref>). In the swimmer&#x2019;s energy profile, the ability of the body to produce energy from aerobic vs. anaerobic metabolism in 100-m races, considered sprints in swimming, can be more than half (<xref ref-type="bibr" rid="B16">Hellard et al., 2018</xref>). Maximal aerobic power assessed in different <inline-formula id="inf12">
<mml:math id="m12">
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</mml:mover>
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</mml:mrow>
<mml:mn>2</mml:mn>
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</inline-formula> protocols is among the best predictors of swimming aptitude and concerns the most common Olympic 200-m races. Based on the latest reports, it can be concluded that the protocols for assessing aerobic capacity include a graded test procedure, with the measurement of the anaerobic threshold and then reaching <inline-formula id="inf13">
<mml:math id="m13">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
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<mml:mn>2</mml:mn>
</mml:msub>
<mml:mi mathvariant="italic">max</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> (<xref ref-type="bibr" rid="B38">Soko&#x142;owski et al., 2021</xref>). Other tests, most often performed in 400-m all-out swimming, assessed fast ability and also the fast component of reaching <inline-formula id="inf14">
<mml:math id="m14">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mi mathvariant="italic">max</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> during heavy or severe intensities (<xref ref-type="bibr" rid="B10">Costill et al., 1985</xref>; <xref ref-type="bibr" rid="B11">Costill et al., 1992</xref>; <xref ref-type="bibr" rid="B20">L&#xe4;tt et al., 2009</xref>; <xref ref-type="bibr" rid="B44">Zacca et al., 2019</xref>). In swimming competitions, the aerobic energy system participates in the overall energy production from the first part of the all-out swimming effort of 400-m (<xref ref-type="bibr" rid="B32">Rodr&#xed;guez et al., 2003</xref>), 200-m (<xref ref-type="bibr" rid="B13">Figueiredo et al., 2011</xref>; <xref ref-type="bibr" rid="B40">Sousa et al., 2011</xref>), and even 100-m races (<xref ref-type="bibr" rid="B31">Ribeiro et al., 2015</xref>; <xref ref-type="bibr" rid="B16">Hellard et al., 2018</xref>) or 60&#xa0;s (<xref ref-type="bibr" rid="B36">Soko&#x142;owski et al., 2022a</xref>). To control <inline-formula id="inf15">
<mml:math id="m15">
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<mml:mover accent="true">
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<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
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</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> toward its peak, close to its maximum at 60&#xa0;s (<xref ref-type="bibr" rid="B15">Gastin and Lawson, 1994</xref>), such extreme efforts are used for swimmers&#x2019; conditioning evaluation.</p>
<p>In competitive swimming, developing the fast component of <inline-formula id="inf16">
<mml:math id="m16">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
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</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> through intensive aerobic training is sustainably accompanied by the conditioning of muscle strength needed for a swimmer to generate propulsion in appropriate stroking, which is at last manifested by a correspondingly longer stroke length (<italic>SL</italic>) and stroke index (<italic>SI</italic>) (<xref ref-type="bibr" rid="B16">Hellard et al., 2018</xref>). The ability of 13-year-old swimmers to develop fast 60-s <inline-formula id="inf17">
<mml:math id="m17">
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</mml:mover>
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</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
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</mml:math>
</inline-formula> kinetics can be useful in races longer than 100&#xa0;m, i.e. 200-m (<xref ref-type="bibr" rid="B36">Soko&#x142;owski et al., 2022a</xref>) or 400-m races, enabling them to open the race with more ease by reducing the initial oxygen deficit and simultaneously reducing excessive fatigue.</p>
<p>During exercise, the fast phase of <inline-formula id="inf18">
<mml:math id="m18">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> response to transition from rest to exercise may be shorter in trained than in untrained persons; the shorter time constant (<italic>&#x3c4;</italic>) for the fast phase of <inline-formula id="inf19">
<mml:math id="m19">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> was linked with better exercise performance (<xref ref-type="bibr" rid="B2">Arend et al., 2021</xref>). A significant positive correlation between the fast component and <inline-formula id="inf20">
<mml:math id="m20">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mi mathvariant="italic">max</mml:mi>
</mml:mrow>
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</inline-formula> was observed (<xref ref-type="bibr" rid="B17">Ingham et al., 2007</xref>; <xref ref-type="bibr" rid="B2">Arend et al., 2021</xref>), but previous studies also reported no relationship between the fast component and <inline-formula id="inf21">
<mml:math id="m21">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mi mathvariant="italic">max</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> (<xref ref-type="bibr" rid="B29">Pringle et al., 2003</xref>; <xref ref-type="bibr" rid="B30">Reis et al., 2012</xref>). The differences in fast <inline-formula id="inf22">
<mml:math id="m22">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
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</inline-formula>, as evidenced in peer swimmers competing together in the same race, can be seen as one of the deterministic factors useful for practitioners. These differences may be noted not only in elite adult swimmers; it is equally interesting to see how they are exhibited within a given age group, as growth, development, and maturation may be masked or may be more intensely expressed than those caused by training (<xref ref-type="bibr" rid="B4">Baxter-Jones et al., 1993</xref>). Perhaps it is very difficult to completely separate the effects of maturation and training on the development of swimming skills. Nevertheless, one can assess the relationship between the biological age (<italic>BA</italic>) and the level of features determining swimming ability, which can be developed with appropriate intensity at the age of puberty and later (<xref ref-type="bibr" rid="B41">Strza&#x142;a et al., 2019</xref>; <xref ref-type="bibr" rid="B44">Zacca et al., 2019</xref>; <xref ref-type="bibr" rid="B14">Fiori et al., 2022</xref>).</p>
<p>Nevertheless, to gather useful results to evaluate young swimmers&#x2019; strength potential and physiological endurance, tethered swimming can be used as a valid and reliable tool to measure exerted forces in water, where simultaneously physiological variables are not significantly different from free swimming effort of similar duration (<xref ref-type="bibr" rid="B23">Morou&#xe7;o et al., 2014</xref>; <xref ref-type="bibr" rid="B34">Ruiz-Navarro et al., 2020</xref>).</p>
<p>This study aimed to assess differences in <italic>BA</italic> of 13-year-old swimmers and show their ability, as biologically younger or older, to develop fast 60-s <inline-formula id="inf23">
<mml:math id="m23">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
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</inline-formula> kinetics and tethered swimming strength. In addition, the interplay between swimming strength and <inline-formula id="inf24">
<mml:math id="m24">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> was examined. Furthermore, the impact of these indices on performance in a 400-m front crawl race was determined, including stroke kinematics. It can be hypothesized that <italic>BA</italic> is a factor making a difference in fast <inline-formula id="inf25">
<mml:math id="m25">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> kinetics and strength development, with further influence on swimming performance.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>Materials and methods</title>
<sec id="s2-1">
<title>Participants</title>
<p>Overall, 36 young male swimmers volunteered to participate in the study. Their metrical age was 12.9 &#xb1; 0.56&#xa0;years, and their <italic>BA</italic> was estimated as 14.0 &#xb1; 1.56&#xa0;years, with a body mass index of 19.1 &#xb1; 1.94&#xa0;kg&#xa0;m<sup>&#x2013;2</sup>. All swimmers were licensed by the Polish Swimming Federation, and their training experience was 4&#x2013;5&#xa0;years. Their swimming level according to FINA scores in the 400-m freestyle race was 323.0 &#xb1; 66.88 pts, which situates them at the fifth threshold in the <xref ref-type="bibr" rid="B33">Ruiz-Navarro et al. (2022)</xref> classification of the competitive level. The subjects performed 10 training sessions each week, versatile in style, with a load adapted to their age, and regularly competed in swimming competitions within their age group, including at the national level (Polish championships).</p>
</sec>
<sec id="s2-2">
<title>Oxygen uptake and pulling force measurements in the tethered swimming test</title>
<p>The maximum front crawl tethered test was performed for 1&#xa0;min, along with the measurement of <inline-formula id="inf26">
<mml:math id="m26">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and pulling. The test was carried out in an indoor swimming pool used for training and swimming competitions. A tether with a force gauge (ZPS5-BTU1kN, Staniak, Poland) was attached to the starting platform (the fixing point was 0.47&#xa0;m above the water surface and throughout 3.7&#xa0;m steel to the participants tied by a nylon belt). A force gauge recorded the pulling force at 100&#xa0;Hz and transferred the data to a computer program for further analysis (MAX6v0M software, Poland). During this test, the swimmers breathed through a system of breathing valves in combination with an ergospirometer (Start 2000 MES, Poland). The expired air testing system was suspended under a specially designed mobile crane (<xref ref-type="fig" rid="F1">Figure 1</xref>). Breath-by-breath analysis was conducted using software (Ergo 2000M software MES, Poland), and data were saved for further analysis. This method of measuring <inline-formula id="inf27">
<mml:math id="m27">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mi mathvariant="italic">max</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> has been proved to be reliable (<xref ref-type="bibr" rid="B25">Neiva et al., 2017</xref>). A few days before the test, the swimmers were informed about the test procedure and requested to rest and maintain a normal diet the day before the test. After a 1000-m warm-up as usually applied before competition and having familiarized themselves with the instrumentation, the subjects performed the test in accordance with the procedure previously described by <xref ref-type="bibr" rid="B36">Soko&#x142;owski et al. (2022a)</xref> and <xref ref-type="bibr" rid="B23">Morou&#xe7;o et al. (2014)</xref>. The all-out tethered test starts at a low intensity to avoid the inertial effect of the first strokes. The test began and ended with a loud whistle. The saved breath-by-breath data provided the basis to calculate the average <inline-formula id="inf28">
<mml:math id="m28">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> in each 10-s period of the 1-min tethered test, e.g., <inline-formula id="inf29">
<mml:math id="m29">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
<sub>1-10</sub> for the first 10 s and <inline-formula id="inf30">
<mml:math id="m30">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
<sub>51-60</sub> for the sixth 10&#xa0;s. Furthermore, indices of the entire 1-min test oxygen consumption (<inline-formula id="inf31">
<mml:math id="m31">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
<sub>1-60</sub>) and for the last 30 and 20&#xa0;s (<inline-formula id="inf32">
<mml:math id="m32">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
<sub>31-60</sub> and <inline-formula id="inf33">
<mml:math id="m33">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
<sub>41-60</sub>, respectively) were calculated. The average value of force in the entire test (<italic>F</italic>
<sub>ave1-60</sub> [N]) was also determined for 10-s periods, e.g., <italic>F</italic>
<sub>ave1-10</sub> for the first 10&#xa0;s and <italic>F</italic>
<sub>ave 51-60</sub> for the sixth 10&#xa0;s. The swimmers&#x2019; relative <inline-formula id="inf34">
<mml:math id="m34">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> in 10-s periods was calculated using their body mass and <italic>F</italic>
<sub>ave</sub> (ml&#x2219;min<sup>&#x2013;1</sup>&#x2219;kg<sup>&#x2013;1</sup>&#x2219;N<sup>&#x2212;1</sup>). The average stroke rate (<italic>SR</italic>) was calculated based on the stroke cycles recorded during the 60-s period using a graph created by the software for each swimmer.</p>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption>
<p>One of the participants during simultaneous oxygen uptake and tethered force measurements in the 1-min front crawl tethered swimming test.</p>
</caption>
<graphic xlink:href="fphys-14-1229007-g001.tif"/>
</fig>
</sec>
<sec id="s2-3">
<title>400-m front crawl race</title>
<p>The 400-m freestyle competition with the participation of judges was carried out in a 25-m swimming pool (all swimmers used the front crawl technique). An automatic timing device (Omega, Switzerland; OCP5, StartTime V) was applied. Before the race, the participants completed a 1000-m warm-up as in a competition. All trials were recorded using a camera at 50&#xa0;Hz framing (GC-PX100BE, JVC, Japan). The camera was placed on a tripod at the bleachers, 7&#xa0;m above the water surface, on an extension in the middle point of the pool.</p>
<p>The 400-m race surface swimming speed (i.e., clean surface front crawl swimming, <italic>V</italic>
<sub>surf</sub> [m&#xb7;s<sup>&#x2013;1</sup>]) was distinguished for a 13-m sector for each 25-m lap, besides the 10-m sector on the first lap. Times for separate sectors were measured when the swimmer&#x2019;s head crossed the imaginary line linking the markers on both sides of the pool. Markers were placed at the side of the pool to indicate the lines separating three zones: (a) I 7-m turn zone (including the first 10-m start zone), (b) surface swimming zone (13&#xa0;m), and (c) II turn zone (5&#xa0;m). Times were measured when swimmers&#x2019; heads crossed the imaginary line linking markers at the sides of the pool (Kinovea ver. 0.8.15 software). The 400-m front crawl velocity (<italic>V</italic>
<sub>total</sub> [m&#xb7;s<sup>&#x2013;1</sup>]) was defined as 400 divided by the final time of the race. The video analysis and computation of the basic kinetic and kinematic indices were performed as previously described by <xref ref-type="bibr" rid="B38">Soko&#x142;owski et al. (2021)</xref>.</p>
</sec>
<sec id="s2-4">
<title>Kinematic indices</title>
<p>For the kinematic analysis, <italic>SR</italic>, <italic>SL</italic>, and <italic>SI</italic> were calculated. <italic>SR</italic> was defined as the number of full stroke cycles performed within a unit of time (in cycles&#x2219;min<sup>&#x2013;1</sup>) and was calculated with the video analysis of three consecutive stroke cycles (intraclass correlation of 0.99, 95% CI: 0.960&#x2013;0.997). <italic>SL</italic> was defined as the horizontal distance that the body traveled during a full stroke cycle and was calculated as<disp-formula id="e1">
<mml:math id="m35">
<mml:mrow>
<mml:mi>S</mml:mi>
<mml:mi>L</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mi>v</mml:mi>
<mml:mrow>
<mml:mi>S</mml:mi>
<mml:mi>R</mml:mi>
</mml:mrow>
</mml:mfrac>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(1)</label>
</disp-formula>where <italic>SL</italic> (in m) is the stroke length, <italic>v</italic> is the swimming velocity, and <italic>SR</italic> is the stroke rate. Finally, <italic>SI</italic> was deemed as an overall swimming efficiency estimator and computed as<disp-formula id="equ1">
<mml:math id="m36">
<mml:mrow>
<mml:mi>S</mml:mi>
<mml:mi>I</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mi>S</mml:mi>
<mml:mi>L</mml:mi>
<mml:mo>&#x2219;</mml:mo>
<mml:mi>v</mml:mi>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(2)</label>
</disp-formula>where <italic>SI</italic> (in m<sup>2</sup>&#x2219;s<sup>&#x2013;1</sup>) is the stroke index, <italic>SL</italic> is the stroke length, and <italic>v</italic> is the swimming velocity.</p>
</sec>
<sec id="s2-5">
<title>Biological age</title>
<p>The swimmers&#x2019; <italic>BA</italic> was assessed based on the collected measurements of height (using a stadiometer, Sieber Hegner Maschinen AG, Switzerland) and body mass (Tanita BC-418, Japan). Then, age calculations were performed on the basis of the percentile charts for these data (<xref ref-type="fig" rid="F2">Figure 2</xref>). The following formula was used:<disp-formula id="e4">
<mml:math id="m37">
<mml:mrow>
<mml:mi>B</mml:mi>
<mml:mi>A</mml:mi>
<mml:mo>&#x3d;</mml:mo>
<mml:mfrac>
<mml:mrow>
<mml:mfenced open="(" close=")" separators="|">
<mml:mrow>
<mml:mi>B</mml:mi>
<mml:mi>H</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>g</mml:mi>
<mml:mi>e</mml:mi>
<mml:mo>&#x2b;</mml:mo>
<mml:mi>B</mml:mi>
<mml:mi>M</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>g</mml:mi>
<mml:mi>e</mml:mi>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:mfrac>
<mml:mo>,</mml:mo>
</mml:mrow>
</mml:math>
<label>(3)</label>
</disp-formula>where <italic>BHage</italic> is the age obtained from the percentile charts in accordance with the participant&#x2019;s body height and <italic>BMage</italic> is the age obtained from the percentile charts in accordance with the participant&#x2019;s body mass. Growth charts by the Children&#x2019;s Memorial Health Institute, standardized and validated for the Polish population, were used (the 50th percentile was applied to align height and mass with age). Additionally, pubertal development was assessed. Tanner stages based on pubic hair scale were estimated (<xref ref-type="bibr" rid="B7">Bornstein, 2018</xref>). Tanner&#x2019;s scale was used only as an auxiliary measurement because the determination of biological sex relied mainly on the morphological criterion; Tanner&#x2019;s scale was used in the event of three participants caused by large discrepancies in height- and weight-based ages.</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption>
<p>Data of <italic>BHage</italic>, <italic>BMage</italic>, and <italic>BA</italic> of the examined swimmers.</p>
</caption>
<graphic xlink:href="fphys-14-1229007-g002.tif"/>
</fig>
<p>
<italic>BHage</italic>, age obtained from the percentile charts in accordance with the participant&#x2019;s body height; <italic>BMage</italic>, age obtained from the percentile charts in accordance with the participant&#x2019;s body mass; <italic>BA</italic>, biological age.</p>
<p>In this study, older&#x2014;<italic>early mature</italic> (<italic>BA</italic>: 15.8 &#xb1; 1.18&#xa0;years, calendar age: 13.0 &#xb1; 0.49&#xa0;years) and younger (<italic>BA</italic>: 12.9 &#xb1; 0.60&#xa0;years, calendar age: 12.8 &#xb1; 0.58&#xa0;years) <italic>BA</italic> groups were also distinguished to show the differentiation of variables (<inline-formula id="inf35">
<mml:math id="m38">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <italic>F</italic>
<sub>ave</sub>) obtained in the 10-s periods of the 1-min tethered test. The <italic>early-mature</italic> group involved 13 swimmers (biologically aged 14&#x2013;18&#xa0;years); the younger <italic>BA</italic> group&#x2014;<italic>late mature</italic>&#x2014;included 23 swimmers (biologically aged 11.5&#x2013;13.5&#xa0;years). Such an unequal division was due to the largest number (nine swimmers) of athletes aged 13.5, who were all placed in the late maturing group along with the even biologically younger swimmers.</p>
</sec>
<sec id="s2-6">
<title>Statistical analysis</title>
<p>The assumption of the normality of the variables was verified by a visual examination of the distributions and the Lilliefors test. The results of this analysis were empowering to carry out a two-factor ANOVA (6 &#xd7; 2) with 1 within-subject factor (six measurements of <inline-formula id="inf36">
<mml:math id="m39">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> or <italic>F</italic>
<sub>ave</sub>) and 1 between-subject factor (two <italic>BA</italic> groups: <italic>early mature</italic>, <italic>n</italic> &#x3d; 13 and <italic>late mature</italic>, <italic>n</italic> &#x3d; 23). The main effects of the measurements and the groups, as well as the interaction between them and simple effects, were calculated. In these calculations, the Greenhouse&#x2013;Geisser correction was applied owing to the failure to meet the sphericity assumption. In the case of a simple comparison between the groups of biologically <italic>early-mature</italic> and <italic>late-mature</italic> swimmers for calendar age and <italic>BA</italic>, the independent sample Student&#x2019;s <italic>t</italic>-test was applied. Pearson&#x2019;s correlation coefficient was also computed between all variables collected during the 1-min tethered test and swimming kinematics or swimming speed for all swimmers (<italic>n</italic> &#x3d; 36).</p>
<p>The analyses were performed for small, medium, and large effect sizes. An alpha level of 0.05 was assumed in all analyses. As for ANOVA, the power to detect significant interaction between a grouping factor and the within-subjects factor, three effect sizes were assumed: small: f &#x3d; 0.10, medium: f &#x3d; 0.25, and large: f &#x3d; 0.40 (<xref ref-type="bibr" rid="B9">Cohen, 1988</xref>). The achieved power for the sample of 36 participants was 0.30, 0.98, and 0.99, respectively. For correlations, the assumed effect sizes were r &#x3d; 0.10, 0.30, and 0.50. The achieved sample power value was 0.09, 0.45, and 0.92. In summary, for ANOVA, the sample size was satisfactory for medium and large effects but not for small effects. For correlations, the sample size was only enough to detect large effects. All statistical analyses were conducted using Statistica 13.3 software (TIBCO Software Inc., Palo Alto, CA, United States).</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>Results</title>
<p>In this study, the division of swimmers into <italic>early-mature</italic> (older <italic>BA</italic>) and <italic>late-mature</italic> (younger <italic>BA</italic>) groups by presenting the most important variables (<inline-formula id="inf37">
<mml:math id="m40">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <italic>F</italic>
<sub>ave</sub>), which explained their impact on swimming results, was justified. The groups did not differ significantly in terms of date of birth (t &#x3d; &#x2212;1.27, <italic>p</italic> &#x3d; 0.213, Cohen d &#x3d; 0.44); however, for these groups (<italic>early mature</italic>, <italic>n</italic> &#x3d; 13 and <italic>late mature</italic>, <italic>n</italic> &#x3d; 23), <italic>BA</italic> was significantly different (t &#x3d; &#x2212;9.82, <italic>p</italic> &#x3c; 0.001, Cohen d &#x3d; 3.41). In the second analysis, the assumption of homogeneity of variances was not met (F &#x3d; 7.12, <italic>p</italic> &#x3d; 0.012), and applying the robust version of the <italic>t</italic>-test did not change the results.</p>
<p>The older&#x2014;<italic>early-mature</italic> group had higher <inline-formula id="inf38">
<mml:math id="m41">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> values than the <italic>late-mature</italic> group (<xref ref-type="fig" rid="F3">Figure 3</xref>) (F &#x3d; 6.75, <italic>p</italic> &#x3d; 0.02, eta<sup>2</sup> &#x3d; 0.17). The two-factor (6 &#xd7; 2) ANOVA results revealed that <inline-formula id="inf39">
<mml:math id="m42">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> in the 10-s periods was significantly higher in the <italic>early-mature</italic> group of swimmers from the third (<inline-formula id="inf40">
<mml:math id="m43">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
<sub>21-30</sub>) to the sixth <inline-formula id="inf41">
<mml:math id="m44">
<mml:mrow>
<mml:mfenced open="(" close="" separators="|">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:mfenced>
</mml:mrow>
</mml:math>
</inline-formula>
<sub>51-60</sub>) period. The differences (0.23 and 0.61&#xa0;L&#xa0;min<sup>&#x2013;1</sup>) between the groups were not significant for <inline-formula id="inf42">
<mml:math id="m45">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
<sub>1-10</sub> (F &#x3d; 1.02, <italic>p</italic> &#x3d; 0.32, eta<sup>2</sup> &#x3d; 0.03) and <inline-formula id="inf43">
<mml:math id="m46">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
<sub>11-20</sub> (F &#x3d; 3.07, <italic>p</italic> &#x3d; 0.89, eta<sup>2</sup> &#x3d; 0.08), i.e., the first and second periods of the 1-min tethered test.</p>
<fig id="F3" position="float">
<label>FIGURE 3</label>
<caption>
<p>Swimmers&#x2019; <inline-formula id="inf44">
<mml:math id="m47">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> (l&#xa0;min<sup>&#x2013;1</sup>) in the 10-s periods measured in the 1-min tethered test. The upper curve shows <inline-formula id="inf45">
<mml:math id="m48">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> in the <italic>early-mature</italic> group, and the lower curve depicts <inline-formula id="inf46">
<mml:math id="m49">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> in the <italic>late-mature</italic> group. Vertical bars indicate a 0.95 confidence interval; <bold>&#x2a;</bold> shows a significant difference between <italic>early-mature</italic> and <italic>late-mature</italic> swimmers.</p>
</caption>
<graphic xlink:href="fphys-14-1229007-g003.tif"/>
</fig>
<p>When analyzing the groups separately, in the <italic>late-mature</italic> group, the ANOVA results showed no difference from the first to the third <inline-formula id="inf47">
<mml:math id="m50">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> 10-s periods (1 vs. 2: F &#x3d; 0.97, <italic>p</italic> &#x3d; 0.33, eta<sup>2</sup> &#x3d; 0.03; 1 vs. 3: F &#x3d; 2.01, <italic>p</italic> &#x3d; 0.16, eta<sup>2</sup> &#x3d; 0.06; 2 vs. 3: F &#x3d; 2.42, <italic>p</italic> &#x3d; 0.13, eta<sup>2</sup> &#x3d; 0.07), whereas in the <italic>early-mature</italic> group, all the 10-s periods were statistically different.</p>
<p>
<italic>F</italic>
<sub>ave</sub> (<xref ref-type="fig" rid="F4">Figure 4</xref>) in the 10-s periods of the 1-min tethered test was different (two-factor ANOVA, 6 &#xd7; 2) between the <italic>BA</italic> groups and across the subsequent 10-s periods within the <italic>late-mature</italic> and the <italic>early-mature</italic> swimmers.</p>
<fig id="F4" position="float">
<label>FIGURE 4</label>
<caption>
<p>Swimmers&#x2019; <italic>F</italic>
<sub>ave</sub> in the 10-s periods measured in the 1-min tethered test. The upper curve shows <italic>F</italic>
<sub>ave</sub> in the <italic>early-mature</italic> group, and the lower curve depicts <italic>F</italic>
<sub>ave</sub> in the <italic>late-mature</italic> group. Vertical bars indicate a 0.95 confidence interval; <bold>&#x2a;</bold> shows a significant difference between <italic>early-mature</italic> and <italic>late-mature</italic> swimmers.</p>
</caption>
<graphic xlink:href="fphys-14-1229007-g004.tif"/>
</fig>
<p>Considering <inline-formula id="inf48">
<mml:math id="m51">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> during the 1-min tethered test, expressed in ml&#x2219;min<sup>&#x2013;1</sup>&#x2219;kg<sup>&#x2013;1</sup>&#x2219;N<sup>&#x2212;1</sup>, (<xref ref-type="fig" rid="F5">Figure 5</xref>), the variance analysis showed a general difference between the <italic>late-mature</italic> and <italic>early-mature</italic> groups (F &#x3d; 4.82, <italic>p</italic> &#x3d; 0.011, Cohen d &#x3d; 0.12). Furthermore, the ANOVA results of the particular 10-s periods (two-factor ANOVA, 6 &#xd7; 2) between the <italic>late-mature</italic> and <italic>early-mature</italic> swimmers presented no significant differences in the average <inline-formula id="inf49">
<mml:math id="m52">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> values expressed in ml&#x2219;min<sup>&#x2013;1</sup>&#x2219;kg<sup>&#x2013;1</sup>&#x2219;N<sup>&#x2212;1</sup> for period 2: 0.09 (ANOVA F &#x3d; 1.10, <italic>p</italic> &#x3d; 0.30, Cohen d &#x3d; 0.03), period 3: 0.01 (ANOVA F &#x3d; 0.02, <italic>p</italic> &#x3d; 0.90, Cohen d &#x3d; 0.01), and period 4: 0.07 (ANOVA F &#x3d; 0.51, <italic>p</italic> &#x3d; 0.48, Cohen d &#x3d; 0.01). The differences in average <inline-formula id="inf50">
<mml:math id="m53">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> values in both the <italic>late-mature</italic> and the <italic>early-mature</italic> groups were significant from the first to the sixth 10-s period.</p>
<fig id="F5" position="float">
<label>FIGURE 5</label>
<caption>
<p>Swimmers&#x2019; relative <inline-formula id="inf51">
<mml:math id="m54">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> (ml&#x2219;min<sup>&#x2013;1</sup>&#x2219;kg<sup>&#x2013;1</sup>&#x2219;N<sup>&#x2212;1</sup>) in the 10-s periods measured in the 1-min tethered test. The upper curve shows <inline-formula id="inf52">
<mml:math id="m55">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> in the <italic>early-mature</italic> group, and the lower curve depicts <inline-formula id="inf53">
<mml:math id="m56">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> in the <italic>late-mature</italic> group. Vertical bars indicate a 0.95 confidence interval; <bold>&#x2a;</bold> shows a significant difference between <italic>early-mature</italic> and <italic>late-mature</italic> swimmers.</p>
</caption>
<graphic xlink:href="fphys-14-1229007-g005.tif"/>
</fig>
<p>An increased, ranging from low to very strong, correlation was noted between <inline-formula id="inf54">
<mml:math id="m57">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <italic>F</italic>
<sub>ave</sub> in the subsequent 10-s periods in the entire group of swimmers (n &#x3d; 36) (<xref ref-type="table" rid="T1">Table 1</xref>).</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Pearson&#x2019;s correlations between <inline-formula id="inf55">
<mml:math id="m58">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> (l&#xa0;min<sup>&#x2013;1</sup>) and <italic>F</italic>
<sub>ave</sub> (N) in the subsequent 10-s periods of the 1-min tethered test in the entire group of swimmers (<italic>n</italic> &#x3d; 36).</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="center">[l&#x2219;min<sup>&#x2013;1</sup>]</th>
<th align="center">
<inline-formula id="inf56">
<mml:math id="m59">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
<sub>1-10</sub>
</th>
<th align="center">
<inline-formula id="inf57">
<mml:math id="m60">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
<sub>11-20</sub>
</th>
<th align="center">
<inline-formula id="inf58">
<mml:math id="m61">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
<sub>21-30</sub>
</th>
<th align="center">
<inline-formula id="inf59">
<mml:math id="m62">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
<sub>31-40</sub>
</th>
<th align="center">
<inline-formula id="inf60">
<mml:math id="m63">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
<sub>41-50</sub>
</th>
<th align="center">
<inline-formula id="inf61">
<mml:math id="m64">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
<sub>51-60</sub>
</th>
</tr>
<tr>
<th align="center">1.44 &#xb1; 0.66</th>
<th align="center">1.68 &#xb1; 1.03</th>
<th align="center">1.97 &#xb1; 1.26</th>
<th align="center">2.45 &#xb1; 1.34</th>
<th align="center">3.26 &#xb1; 1.19</th>
<th align="center">3.66 &#xb1; 0.95</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">Correlations</td>
<td align="center">0.29</td>
<td align="center">0.40&#x2a;</td>
<td align="center">0.54&#x2a;&#x2a;</td>
<td align="center">0.62&#x2a;&#x2a;</td>
<td align="center">0.79&#x2a;&#x2a;</td>
<td align="center">0.78&#x2a;&#x2a;</td>
</tr>
<tr>
<td rowspan="2" align="center">[N]</td>
<td align="center">
<italic>F</italic>
<sub>ave1-10</sub>
</td>
<td align="center">
<italic>F</italic>
<sub>
<italic>ave</italic>11-20</sub>
</td>
<td align="center">
<italic>F</italic>
<sub>
<italic>ave</italic>
</sub> <sub>21-30</sub>
</td>
<td align="center">
<italic>F</italic>
<sub>
<italic>ave</italic>
</sub> <sub>31-40</sub>
</td>
<td align="center">
<italic>F</italic>
<sub>
<italic>ave</italic>
</sub> <sub>41-50</sub>
</td>
<td align="center">
<italic>F</italic>
<sub>
<italic>ave</italic>
</sub> <sub>51-60</sub>
</td>
</tr>
<tr>
<td align="center">76.2 &#xb1; 15.08</td>
<td align="center">67.7 &#xb1; 14.25</td>
<td align="center">61.9 &#xb1; 12.21</td>
<td align="center">56.7 &#xb1; 12.11</td>
<td align="center">53.0 &#xb1; 11.59</td>
<td align="center">49.0 &#xb1; 10.88</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="Tfn1">
<label>&#x2a;</label>
<p>
<italic>p</italic> &#x2264; 0.05; &#x2a;&#x2a;<italic>p</italic> &#x2264; 0.001.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>
<inline-formula id="inf62">
<mml:math id="m65">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
<sub>1-10</sub> was not significantly correlated with <italic>BA</italic>, the force indices of the 1-min tethered test, and the 400-m front crawl speed or kinematics (<xref ref-type="table" rid="T2">Table 2</xref>). The subsequent 10-s <inline-formula id="inf63">
<mml:math id="m66">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> periods had a higher relationship with force indices and <italic>SL</italic>. <inline-formula id="inf64">
<mml:math id="m67">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
<sub>21-30</sub> was highly correlated with the swimming speed (<italic>V</italic>
<sub>total</sub>).</p>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Pearson&#x2019;s correlations between <inline-formula id="inf65">
<mml:math id="m68">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> (l&#x2219;min<sup>&#x2013;1</sup>) in the subsequent 10-s periods and <italic>BA</italic>, entire force indice of the 1-min tethered test, and speed and kinematic indice of the 400-m front crawl race (<italic>n</italic> &#x3d; 36).</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="center">
<inline-formula id="inf66">
<mml:math id="m69">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi mathvariant="bold-italic">V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi mathvariant="bold-italic">O</mml:mi>
</mml:mrow>
<mml:mn mathvariant="bold">2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
</th>
<th align="center">
<italic>BA</italic> [years]</th>
<th align="center">
<italic>F</italic>
<sub>ave1-60</sub> [N]</th>
<th align="center">
<italic>V</italic>
<sub>surf</sub> [m&#xb7;s<sup>&#x2013;1</sup>]</th>
<th align="center">
<italic>V</italic>
<sub>total</sub> [m&#xb7;s<sup>&#x2013;1</sup>]</th>
<th align="center">
<italic>SL</italic> [m]</th>
<th align="center">
<italic>SR</italic> [cycle&#x2219;min<sup>&#x2013;1</sup>]</th>
</tr>
<tr>
<th align="center">14.0 &#xb1; 1.65</th>
<th align="center">60.9 &#xb1; 12.19</th>
<th align="center">1.21 &#xb1; 0.08</th>
<th align="center">1.29 &#xb1; 0.09</th>
<th align="center">1.94 &#xb1; 0.23</th>
<th align="center">37.8 &#xb1; 4.42</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">1&#x2013;10</td>
<td align="center">0.32</td>
<td align="center">0.31</td>
<td align="center">0.17</td>
<td align="center">0.23</td>
<td align="center">0.32</td>
<td align="center">&#x2212;0.16</td>
</tr>
<tr>
<td align="center">11&#x2013;20</td>
<td align="center">0.50&#x2a;</td>
<td align="center">0.46&#x2a;</td>
<td align="center">0.30</td>
<td align="center">0.36&#x2a;</td>
<td align="center">0.50&#x2a;</td>
<td align="center">&#x2212;0.17</td>
</tr>
<tr>
<td align="center">21&#x2013;30</td>
<td align="center">0.62&#x2a;&#x2a;</td>
<td align="center">0.59&#x2a;&#x2a;</td>
<td align="center">0.40&#x2a;</td>
<td align="center">0.44&#x2a;</td>
<td align="center">0.62&#x2a;&#x2a;</td>
<td align="center">&#x2212;0.11</td>
</tr>
<tr>
<td align="center">31&#x2013;40</td>
<td align="center">0.71&#x2a;&#x2a;</td>
<td align="center">0.66&#x2a;&#x2a;</td>
<td align="center">0.40&#x2a;</td>
<td align="center">0.43&#x2a;</td>
<td align="center">0.71&#x2a;&#x2a;</td>
<td align="center">&#x2212;0.07</td>
</tr>
<tr>
<td align="center">41&#x2013;50</td>
<td align="center">0.76&#x2a;&#x2a;</td>
<td align="center">0.74&#x2a;&#x2a;</td>
<td align="center">0.36&#x2a;</td>
<td align="center">0.40&#x2a;</td>
<td align="center">0.76&#x2a;&#x2a;</td>
<td align="center">&#x2212;0.13</td>
</tr>
<tr>
<td align="center">51&#x2013;60</td>
<td align="center">0.81&#x2a;&#x2a;</td>
<td align="center">0.77&#x2a;&#x2a;</td>
<td align="center">0.31</td>
<td align="center">0.35&#x2a;</td>
<td align="center">0.81&#x2a;&#x2a;</td>
<td align="center">&#x2212;0.28</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>
<inline-formula id="inf67">
<mml:math id="m70">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, oxygen uptake; <italic>BA</italic>, biological age; <italic>F</italic>
<sub>ave</sub>, tethered force; <italic>V</italic>
<sub>surf</sub>, surface swimming speed; <italic>V</italic>
<sub>total</sub>, 400-m front crawl velocity; <italic>SL</italic>, stroke length; <italic>SR</italic>, stroke rate.</p>
</fn>
<fn id="Tfn2">
<label>&#x2a;</label>
<p>
<italic>p</italic> &#x2264; 0.05; &#x2a;&#x2a;<italic>p</italic> &#x2264; 0.001.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>The subsequent 10-s periods of <italic>F</italic>
<sub>ave</sub> showed a significant moderate relationship with the swimming race results of <italic>V</italic>
<sub>surf</sub>, <italic>V</italic>
<sub>total</sub>, and <italic>SL</italic> and a strong or very strong relationship with <italic>BA</italic> (<xref ref-type="table" rid="T3">Table 3</xref>).</p>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Pearson&#x2019;s correlations of <italic>F</italic>
<sub>ave</sub> (N) in the subsequent 10-s periods with <italic>BA</italic>, entire force indice of the 1-min tethered test, and speed and kinematic indice of the 400-m front crawl race (<italic>n</italic> &#x3d; 36).</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center">
<italic>F</italic>
<sub>ave</sub>
</th>
<th align="center">
<italic>BA</italic>
</th>
<th align="center">
<italic>V</italic>
<sub>surf</sub>
</th>
<th align="center">
<italic>V</italic>
<sub>total</sub>
</th>
<th align="center">
<italic>SL</italic>
</th>
<th align="center">
<italic>SR</italic>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">1&#x2013;10</td>
<td align="center">0.77&#x2a;&#x2a;</td>
<td align="center">0.47&#x2a;</td>
<td align="center">0.51&#x2a;</td>
<td align="center">0.60&#x2a;&#x2a;</td>
<td align="center">&#x2212;0.32</td>
</tr>
<tr>
<td align="center">11&#x2013;20</td>
<td align="center">0.76&#x2a;&#x2a;</td>
<td align="center">0.48&#x2a;</td>
<td align="center">0.51&#x2a;</td>
<td align="center">0.62&#x2a;&#x2a;</td>
<td align="center">&#x2212;0.32</td>
</tr>
<tr>
<td align="center">21&#x2013;30</td>
<td align="center">0.76&#x2a;&#x2a;</td>
<td align="center">0.52&#x2a;&#x2a;</td>
<td align="center">0.56&#x2a;&#x2a;</td>
<td align="center">0.65&#x2a;&#x2a;</td>
<td align="center">&#x2212;0.33</td>
</tr>
<tr>
<td align="center">31&#x2013;40</td>
<td align="center">0.80&#x2a;&#x2a;</td>
<td align="center">0.53&#x2a;&#x2a;</td>
<td align="center">0.57&#x2a;&#x2a;</td>
<td align="center">0.59&#x2a;&#x2a;</td>
<td align="center">&#x2212;0.26</td>
</tr>
<tr>
<td align="center">41&#x2013;50</td>
<td align="center">0.81&#x2a;&#x2a;</td>
<td align="center">0.52&#x2a;&#x2a;</td>
<td align="center">0.55&#x2a;&#x2a;</td>
<td align="center">0.53&#x2a;&#x2a;</td>
<td align="center">&#x2212;0.21</td>
</tr>
<tr>
<td align="center">51&#x2013;60</td>
<td align="center">0.85&#x2a;&#x2a;</td>
<td align="center">0.51&#x2a;</td>
<td align="center">0.55&#x2a;&#x2a;</td>
<td align="center">0.58&#x2a;&#x2a;</td>
<td align="center">&#x2212;0.26</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>
<italic>F</italic>
<sub>ave</sub>, tethered force; <italic>BA</italic>, biological age; <italic>V</italic>
<sub>surf</sub>, surface swimming speed; <italic>V</italic>
<sub>total</sub>, 400-m front crawl velocity; <italic>SL</italic>, stroke length; <italic>SR</italic>, stroke rate.</p>
</fn>
<fn id="Tfn3">
<label>&#x2a;</label>
<p>
<italic>p</italic> &#x2264; 0.05; &#x2a;&#x2a;<italic>p</italic> &#x2264; 0.001.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>As depicted in <xref ref-type="table" rid="T4">Table 4</xref>, there was a significant moderate correlation between the 400-m swimming speed (<italic>V</italic>
<sub>surf</sub> and <italic>V</italic>
<sub>total</sub>) and <italic>SL</italic> kinematic and <inline-formula id="inf68">
<mml:math id="m71">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>: <inline-formula id="inf69">
<mml:math id="m72">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
<sub>1-60</sub> (2.51 &#xb1; 0.97&#xa0;L&#xa0;min<sup>&#x2013;1</sup>), <inline-formula id="inf70">
<mml:math id="m73">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
<sub>31-60</sub> (3.15 &#xb1; 1.11&#xa0;L&#xa0;min<sup>&#x2013;1</sup>), and <inline-formula id="inf71">
<mml:math id="m74">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
<sub>41-60</sub> (3.47 &#xb1; 1.05&#xa0;L&#xa0;min<sup>&#x2013;1</sup>). The correlations were strongest with the tethered force (<italic>F</italic>
<sub>ave1-60</sub>). <italic>SR</italic> kinematics presented a relationship with <italic>V</italic>
<sub>surf</sub> close to significance (<italic>p</italic> &#x3d; 0.09).</p>
<table-wrap id="T4" position="float">
<label>TABLE 4</label>
<caption>
<p>Pearson&#x2019;s correlations between <italic>V</italic>
<sub>total</sub>, <italic>V</italic>
<sub>surf</sub>, and <italic>BA</italic> and <italic>SL</italic>, <italic>SR</italic>, <italic>F</italic>
<sub>ave1-60</sub>, <inline-formula id="inf72">
<mml:math id="m75">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
<sub>1-60</sub>, <inline-formula id="inf73">
<mml:math id="m76">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
<sub>31-60</sub>, and <inline-formula id="inf74">
<mml:math id="m77">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
<sub>41-60</sub> (<italic>n</italic> &#x3d; 36).</p>
</caption>
<table>
<thead valign="top">
<tr>
<th align="center"/>
<th align="center">
<italic>SL</italic>
</th>
<th align="center">
<italic>SR</italic>
</th>
<th align="center">
<italic>F</italic>
<sub>ave1-60</sub>
</th>
<th align="center">
<inline-formula id="inf75">
<mml:math id="m78">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
<sub>1-60</sub>
</th>
<th align="center">
<inline-formula id="inf76">
<mml:math id="m79">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
<sub>31-60</sub>
</th>
<th align="center">
<inline-formula id="inf77">
<mml:math id="m80">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
<sub>41-60</sub>
</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="center">
<italic>BA</italic>
</td>
<td align="center">0.54&#x2a;&#x2a;</td>
<td align="center">&#x2212;0.43&#x2a;</td>
<td align="center">0.83&#x2a;&#x2a;</td>
<td align="center">0.72&#x2a;&#x2a;</td>
<td align="center">0.78&#x2a;&#x2a;</td>
<td align="center">0.80&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="center">
<italic>V</italic>
<sub>surf</sub>
</td>
<td align="center">0.33&#x2a;</td>
<td align="center">
<italic>0.29</italic>
</td>
<td align="center">0.51&#x2a;&#x2a;</td>
<td align="center">0.38&#x2a;</td>
<td align="center">0.36&#x2a;</td>
<td align="center">0.34&#x2a;</td>
</tr>
<tr>
<td align="center">
<italic>V</italic>
<sub>total</sub>
</td>
<td align="center">0.40&#x2a;</td>
<td align="center">0.20</td>
<td align="center">0.55&#x2a;&#x2a;</td>
<td align="center">0.43&#x2a;</td>
<td align="center">0.40&#x2a;</td>
<td align="center">0.38&#x2a;</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>
<italic>BA</italic>, biological age; <italic>V</italic>
<sub>surf</sub>, surface swimming speed; <italic>V</italic>
<sub>total</sub>, 400-m front crawl velocity; <italic>SL</italic>, stroke length; <italic>SR</italic>, stroke rate; <italic>F</italic>
<sub>ave</sub>, pulling force; <inline-formula id="inf78">
<mml:math id="m81">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, oxygen uptake.</p>
</fn>
<fn id="Tfn4">
<label>&#x2a;</label>
<p>
<italic>p</italic> &#x2264; 0.05; &#x2a;&#x2a;<italic>p</italic> &#x2264; 0.001.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<p>Additionally, <inline-formula id="inf79">
<mml:math id="m82">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> kinetic variables <inline-formula id="inf80">
<mml:math id="m83">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
<sub>1-60</sub>, <inline-formula id="inf81">
<mml:math id="m84">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
<sub>31-60</sub>, and <inline-formula id="inf82">
<mml:math id="m85">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
<sub>41-60</sub> were correlated with abilities corresponding with the beginning of a 400-m race, i.e., the first 100-m lap (1.35 &#xb1; 0.09&#xa0;m&#xa0;s<sup>&#x2013;1</sup>). These coefficients were significant (0.38, <italic>p</italic> &#x3d; 0.02; 0.36, <italic>p</italic> &#x3d; 0.03; 0.35, <italic>p</italic> &#x3d; 0.04, respectively). <italic>BA</italic> showed a strong or very strong relationship with the consecutive variables, but its correlation with <italic>SR</italic> kinematics was negative.</p>
</sec>
<sec sec-type="discussion" id="s4">
<title>Discussion</title>
<p>This study aimed to evaluate the oxygen kinetics during a 1-min tethered test in young swimmers with different <italic>BAs</italic>. It was hypothesized that oxygen kinetics might be different in participants with different <italic>BAs</italic>. Calendar age-homogeneous 13-year-old swimmers were significantly differentiated in terms of biological development. Dividing them in accordance with <italic>BA</italic> into <italic>early-mature</italic> and <italic>late-mature</italic> groups revealed their differences in <inline-formula id="inf83">
<mml:math id="m86">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> kinetics (<xref ref-type="fig" rid="F2">Figure 2</xref>). In the 1-min tethered test after the first two 10-s periods of <inline-formula id="inf84">
<mml:math id="m87">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, the next four 10-s periods were significantly higher in the <italic>early-mature</italic> group than the <italic>late-mature</italic> group. The <italic>early-mature</italic> group revealed a stepwise <inline-formula id="inf85">
<mml:math id="m88">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> increase, with each subsequent 10-s <inline-formula id="inf86">
<mml:math id="m89">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> being significantly higher. The <italic>late-mature</italic> group exhibited a not-significant increase in the first three 10-s periods of <inline-formula id="inf87">
<mml:math id="m90">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>. In the examined 1-min tethered test, the production of a specific swimming pulling force (<italic>F</italic>
<sub>ave</sub>) decreased significantly in each 10-s period in both <italic>BA</italic> groups and was higher in the <italic>early-mature</italic> group. The decrease in <italic>F</italic>
<sub>ave</sub> in both groups was almost parallel, although it could be expected in the <italic>late-mature</italic> group; the lower general level of <inline-formula id="inf88">
<mml:math id="m91">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> kinetics, especially in the third period, would enhance this decrease in <italic>F</italic>
<sub>ave</sub>. These results suggest, however, that <italic>late-mature</italic> swimmers, owing to their well-trained aerobic power and higher gain in <inline-formula id="inf89">
<mml:math id="m92">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>, were able to bring a slight decrease in <italic>F</italic>
<sub>ave</sub>, similar to the <italic>early-mature</italic> peers, presenting a higher <inline-formula id="inf90">
<mml:math id="m93">
<mml:mrow>
<mml:msub>
<mml:mi>O</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> relative usage (ml&#x2219;min<sup>&#x2013;1</sup>&#x2219;kg<sup>&#x2013;1</sup>&#x2219;N<sup>&#x2212;1</sup>). It should be added that the lack of correlation between <inline-formula id="inf91">
<mml:math id="m94">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and force, swimming speed, or kinematics and the lack of difference between both groups found in the first 10-s are most probably due to the high initial use of the anaerobic pathway in accordance with the almost instantaneous cardiac output increase, which is initiated by vagal withdrawal and the mechanical pumping action of the contracting muscles in the absence of altered arterial or venous <inline-formula id="inf92">
<mml:math id="m95">
<mml:mrow>
<mml:msub>
<mml:mi>O</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> contents compared to the level before beginning the test (<xref ref-type="bibr" rid="B28">Poole et al., 2012</xref>).</p>
<p>In this study, <inline-formula id="inf93">
<mml:math id="m96">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> in short term,1-min extreme intensity swimming between <italic>late-mature</italic> and <italic>early-mature</italic> swimmers of the same calendar age was compared, which showed that <italic>late-mature</italic> swimmers could be less aerobically economical, requiring a greater percentage of their peak <inline-formula id="inf94">
<mml:math id="m97">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> (per unit of body mass per unit of force). Being aerobically less economical, they were less efficient in the production of pulling force (<italic>F</italic>
<sub>ave</sub>), having a less developed or less mature metabolism to produce maximal anaerobic power (<xref ref-type="bibr" rid="B42">Van Praagh and Dor&#xe9;, 2002</xref>). The <italic>late-mature</italic> swimmers cannot be as efficient as their older counterparts because of their smaller &#x201c;metabolic reserve,&#x201d; as suggested by <xref ref-type="bibr" rid="B3">Bar-Or (1982)</xref>. This remains in accordance with this study because of similar or higher relative <inline-formula id="inf95">
<mml:math id="m98">
<mml:mrow>
<mml:msub>
<mml:mi>O</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> usage (ml&#x2219;min<sup>&#x2013;1</sup>&#x2219;kg<sup>&#x2013;1</sup>&#x2219;N<sup>&#x2212;1</sup>) in an extreme swimming effort. The statement in this paragraph may be taken with caution, as early maturing swimmers were heavier and developed much greater thrust.</p>
<p>It can be hypothesized that, generally, a slower increase in <inline-formula id="inf96">
<mml:math id="m99">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> among <italic>late-mature</italic> swimmers during the short-term intense effort (i.e., in the first 30&#xa0;s of 60&#xa0;s) was most likely due to a lower percentage of employing or utilizing type II oxidative muscle motor units. This could be ascribed to their recruitment immaturity and to a higher type I muscle fiber contribution to prepubertal to postpubertal boys (<xref ref-type="bibr" rid="B12">Dotan et al., 2012</xref>). When the exercise intensity increases, human muscles exhibit organized recruitment adequately to force requirements, which demonstrates that higher-order fibers (i.e., type II) contribute more to force production at higher contraction frequencies (<xref ref-type="bibr" rid="B5">Beelen and Sargeant, 1993</xref>).</p>
<p>As explained by <xref ref-type="bibr" rid="B28">Poole et al. (2012</xref>), the available evidence supports a greater bias toward oxidative vs. glycolytic metabolism in children compared with adults (in the present study, <italic>late-mature</italic> vs. <italic>early-mature</italic> swimmers). This helps explain a greater percentage of <inline-formula id="inf97">
<mml:math id="m100">
<mml:mrow>
<mml:msub>
<mml:mi>O</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> usage vs. anaerobic sources in children despite their general lower potential for muscle <inline-formula id="inf98">
<mml:math id="m101">
<mml:mrow>
<mml:msub>
<mml:mi>O</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> delivery (resulting from a lower cardiac output) at a given work rate and <inline-formula id="inf99">
<mml:math id="m102">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>. Speeding the primary <inline-formula id="inf100">
<mml:math id="m103">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> response is essentially limited to exercise engaging the trained musculature and is generally associated with elevated oxidative enzyme activity within those muscles (<xref ref-type="bibr" rid="B28">Poole et al., 2012</xref>). The observed differences in fast oxygen kinetics could be caused by differences in muscle mass (resulting from different <italic>BAs</italic>) and muscle blood perfusion. Greater muscle mass recruitment could potentially impair muscle perfusion, especially during heavy exercise. If muscle perfusion were a limiting factor in <inline-formula id="inf101">
<mml:math id="m104">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> kinetics, this would result in a prolonged fast component when recruiting greater muscle mass (<xref ref-type="bibr" rid="B2">Arend et al., 2021</xref>).</p>
<p>In this study, the influence of the <inline-formula id="inf102">
<mml:math id="m105">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mi>p</mml:mi>
<mml:mi>e</mml:mi>
<mml:mi>a</mml:mi>
<mml:mi>k</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> on 400-m front crawl performance was examined, and a significant moderate relationship between the <inline-formula id="inf103">
<mml:math id="m106">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
<sub>1-60</sub>, <inline-formula id="inf104">
<mml:math id="m107">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
<sub>31-60</sub>, and <inline-formula id="inf105">
<mml:math id="m108">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>
<sub>41-60</sub> indices and the swimming speed (<italic>V</italic>
<sub>surf</sub> or <italic>V</italic>
<sub>total</sub>) was revealed. Studies on competitive swimming have demonstrated that both aerobic and anaerobic metabolisms are important to swimming performance (<xref ref-type="bibr" rid="B45">Zamparo et al., 2000</xref>; <xref ref-type="bibr" rid="B13">Figueiredo et al., 2011</xref>; <xref ref-type="bibr" rid="B18">Kalva-Filho et al., 2015</xref>; <xref ref-type="bibr" rid="B8">Campos et al., 2017</xref>). In their meta-analysis of the gathered data, <xref ref-type="bibr" rid="B6">Birat and Ratel (2020)</xref> suggested a greater contribution of aerobic energy turnover in 50&#x2013;400-m swimming races, e.g., 65%&#x2013;75% and 80%&#x2013;90% of the total energy turnover is metabolized during 200-m and 400-m races, respectively. In shorter swimming efforts, swimmers require high aerobic power even below 1&#xa0;min, reaching almost <inline-formula id="inf106">
<mml:math id="m109">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
<mml:mi mathvariant="italic">max</mml:mi>
</mml:mrow>
</mml:math>
</inline-formula> at the finish wall of the race (<xref ref-type="bibr" rid="B11">Costill et al., 1992</xref>; <xref ref-type="bibr" rid="B32">Rodr&#xed;guez et al., 2003</xref>; <xref ref-type="bibr" rid="B20">L&#xe4;tt et al., 2009</xref>). On the other hand, <xref ref-type="bibr" rid="B8">Campos et al. (2017)</xref> found that 200- and 400-m swimmers&#x2019; performance involved higher total values of anaerobic contributions, considering 50-, 100-, and 800-m performance also; both distances (200 and 400&#xa0;m) can be used to estimate the anaerobic capacity of swimmers and assess changes arising from specific training (<xref ref-type="bibr" rid="B1">Almeida et al., 2021</xref>). In addition, <xref ref-type="bibr" rid="B18">Kalva-Filho et al. (2015)</xref> demonstrated that total anaerobic capacity was highly associated with 400-m performance and, on the other hand, might be inversely related to the aerobic conditioning level but associated with <inline-formula id="inf107">
<mml:math id="m110">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> slow-component contribution and blood lactate concentration, which should be high (<xref ref-type="bibr" rid="B22">Massini et al., 2023</xref>).</p>
<p>It could be stated that short-duration extreme performance is dependent on fast <inline-formula id="inf108">
<mml:math id="m111">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> kinetics (<xref ref-type="bibr" rid="B16">Hellard et al., 2018</xref>; <xref ref-type="bibr" rid="B36">Soko&#x142;owski et al., 2022a</xref>), but this need was also discernible within the moderate exercise intensity domain, requiring 60% and 80% of the gas exchange threshold to produce higher power output in endurance-trained cyclists (<xref ref-type="bibr" rid="B19">Koppo et al., 2004</xref>). It was suggested that <inline-formula id="inf109">
<mml:math id="m112">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> kinetics may be attributed to other factors besides <inline-formula id="inf110">
<mml:math id="m113">
<mml:mrow>
<mml:msub>
<mml:mi>O</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> availability, such as the recruitment of higher threshold motor units. This is in agreement with former studies by <xref ref-type="bibr" rid="B46">Zhang et al. (1991)</xref>, where <inline-formula id="inf111">
<mml:math id="m114">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <inline-formula id="inf112">
<mml:math id="m115">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>C</mml:mi>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> kinetics were faster at each fraction of the work capacity in fitter subjects.</p>
<p>Pulling force results of the all 36 swimmers showed moderate (<italic>I</italic>
<sub>ave1-60</sub>) and high (<italic>F</italic>
<sub>ave1-60</sub>) correlations with 400-m front crawl performance and a high relationship with the main contributor of swimming speed, i.e., <italic>SL</italic> kinematics, similar to the case of <inline-formula id="inf113">
<mml:math id="m116">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula>. Those 400-m main determinants were highly interrelated with the swimmers&#x2019; <italic>BA</italic>. This generally remains in agreement with another study, which presents a significant relationship between tethered swimming strength and middle distance front crawl performance (<xref ref-type="bibr" rid="B24">Morou&#xe7;o et al., 2012</xref>; <xref ref-type="bibr" rid="B35">Santos et al., 2016</xref>; <xref ref-type="bibr" rid="B36">Soko&#x142;owski et al., 2022a</xref>) and a simultaneous high relationship with <inline-formula id="inf114">
<mml:math id="m117">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> and <italic>BA</italic> (<xref ref-type="bibr" rid="B39">Soko&#x142;owski et al., 2022b</xref>) and can be related to body composition (<xref ref-type="bibr" rid="B21">Massini et al., 2021</xref>; <xref ref-type="bibr" rid="B37">Soko&#x142;owski et al., 2023</xref>). In the current study, <italic>SR</italic> kinematics, as a basic variable of swimming speed (correlation with <italic>V</italic>
<sub>surf</sub> close to significance, <italic>p</italic> &#x3d; 0.09), was negatively correlated with <italic>BA</italic> and also with the most prominent determinants of 400-m performance, i.e., <italic>F</italic>
<sub>ave</sub> and <inline-formula id="inf115">
<mml:math id="m118">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> in the subsequent 10-s periods. This can suggest that less mature, <italic>late-mature</italic> swimmers may compensate for lower <italic>SL</italic>, <italic>F</italic>
<sub>ave</sub>, and <inline-formula id="inf116">
<mml:math id="m119">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> with a higher rate of stroking, which could be introduced in individualized training. It should also be emphasized that <italic>late-mature</italic> competitors can eliminate the advantage of <italic>early-mature</italic> competitors not only within the surface front crawl swimming zone analyzed in this study but also through techniques such as well-trained dolphin kicks in underwater swimming (<xref ref-type="bibr" rid="B43">Wadrzyk et al., 2021</xref>).</p>
<p>In future studies, skeletal muscle volume relating to performance could be calculated to assess the muscle&#x2019;s effectiveness in producing force during tethered swimming. Considering similar tests closer to the natural conditions, e.g., in a flume, could be seen as an alternative to the static tests carried out in this work, which was its limitation (<xref ref-type="bibr" rid="B34">Ruiz-Navarro et al., 2020</xref>).</p>
<p>In conclusion, the 1-min tethered swimming test showed significant differences in the homogeneous calendar age/heterogeneous <italic>BA</italic> groups of swimmers. These were distinguished by a higher level of <inline-formula id="inf117">
<mml:math id="m120">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> kinetics and pulling force indices in <italic>early-mature</italic> swimmers. Lower aerobic power and a less efficient aerobic system in <italic>late-mature</italic> peers were also noted when considering relative <inline-formula id="inf118">
<mml:math id="m121">
<mml:mrow>
<mml:msub>
<mml:mi>O</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> usage during extreme intensity tethered swimming, with a higher relative <inline-formula id="inf119">
<mml:math id="m122">
<mml:mrow>
<mml:msub>
<mml:mi>O</mml:mi>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> expenditure per unit of body mass per unit of force (ml&#x2219;min<sup>&#x2013;1</sup>&#x2219;kg<sup>&#x2013;1</sup>&#x2219;N<sup>&#x2212;1</sup>). These differences, such as higher <inline-formula id="inf120">
<mml:math id="m123">
<mml:mrow>
<mml:msub>
<mml:mrow>
<mml:mover accent="true">
<mml:mi>V</mml:mi>
<mml:mo>&#x2d9;</mml:mo>
</mml:mover>
<mml:mi>O</mml:mi>
</mml:mrow>
<mml:mn>2</mml:mn>
</mml:msub>
</mml:mrow>
</mml:math>
</inline-formula> kinetics and pulling force, were further translated into 400-m front crawl performance, including <italic>SL</italic> kinematics. Swimming training should support the development of these aptitudes in accordance with the <italic>BA</italic> level of swimmers.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s5">
<title>Data availability statement</title>
<p>The raw data supporting the conclusion of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="s6">
<title>Ethics statement</title>
<p>The studies involving humans were approved by the Komisja Bioetyczna przy Okregowej Izbie Lekarskiej w Krakowie, Krupnicza 11A. The studies were conducted in accordance with the local legislation and institutional requirements. Written informed consent for participation in this study was provided by the participants&#x2019; legal guardians/next of kin.</p>
</sec>
<sec id="s7">
<title>Author contributions</title>
<p>MS collected the data, performed statistical analysis, and wrote the manuscript. KS co-wrote the manuscript and collected the data. LW collected the data. RS collected the data. LK collected the data. MZ collected the data. PK collected the data. MM co-wrote the manuscript. All authors contributed to the article and approved the submitted version.</p>
</sec>
<sec sec-type="COI-statement" id="s8">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s9">
<title>Publisher&#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>
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