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<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">1259152</article-id>
<article-id pub-id-type="doi">10.3389/fphys.2023.1259152</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>Comparative analysis of cardiorespiratory fitness, bio-motor abilities, and body composition indicators among sprint kayakers of different age groups and expertise levels</article-title>
<alt-title alt-title-type="left-running-head">Wang and Zhao</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fphys.2023.1259152">10.3389/fphys.2023.1259152</ext-link>
</alt-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name>
<surname>Wang</surname>
<given-names>Xiaodong</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<role content-type="https://credit.niso.org/contributor-roles/data-curation/"/>
<role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/>
<role content-type="https://credit.niso.org/contributor-roles/project-administration/"/>
<role content-type="https://credit.niso.org/contributor-roles/software/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Zhao</surname>
<given-names>Liqiu</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2222211/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/supervision/"/>
<role content-type="https://credit.niso.org/contributor-roles/validation/"/>
<role content-type="https://credit.niso.org/contributor-roles/Writing - review &#x26; editing/"/>
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</contrib-group>
<aff id="aff1">
<sup>1</sup>
<institution>School of Physical Education</institution>, <institution>Shaoguan University</institution>, <addr-line>Shaoguan</addr-line>, <addr-line>Guangdong</addr-line>, <country>China</country>
</aff>
<aff id="aff2">
<sup>2</sup>
<institution>Department of Quality Education</institution>, <institution>Jiangsu Vocational College of Electronics and Information</institution>, <addr-line>Huaian</addr-line>, <addr-line>Jiangsu</addr-line>, <country>China</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/532176/overview">Ricardo J. Fernandes</ext-link>, University of Porto, Portugal</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/2370214/overview">Alejandro Javaloyes</ext-link>, Miguel Hern&#xe1;ndez University of Elche, Spain</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2378974/overview">Ricardo Cardoso</ext-link>, University of Porto, Portugal</p>
</fn>
<corresp id="c001">&#x2a;Correspondence: Liqiu Zhao, <email>wangxiaodong@sgu.edu.cn</email>
</corresp>
</author-notes>
<pub-date pub-type="epub">
<day>01</day>
<month>09</month>
<year>2023</year>
</pub-date>
<pub-date pub-type="collection">
<year>2023</year>
</pub-date>
<volume>14</volume>
<elocation-id>1259152</elocation-id>
<history>
<date date-type="received">
<day>15</day>
<month>07</month>
<year>2023</year>
</date>
<date date-type="accepted">
<day>22</day>
<month>08</month>
<year>2023</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2023 Wang and Zhao.</copyright-statement>
<copyright-year>2023</copyright-year>
<copyright-holder>Wang and Zhao</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>This study compared cardiorespiratory fitness, bio-motor abilities, and body composition indexes of sprint kayakers categorized into three different age groups and two expertise levels of international- and club-level athletes. Seventy-three male juniors (<italic>n</italic> &#x3d; 14, age &#x3d; 16.2 &#xb1; 0.8), under 23 [U23 (<italic>n</italic> &#x3d; 15, age &#x3d; 20.2 &#xb1; 1.6)], professionals (<italic>n</italic> &#x3d; 16, age &#x3d; 27.1 &#xb1; 4.8), club-level (<italic>n</italic> &#x3d; 15, age &#x3d; 26.9 &#xb1; 6.6), and international-level (<italic>n</italic> &#x3d; 13, age &#x3d; 27.3 &#xb1; 3.2) sprint kayakers were studied. Cardiorespiratory fitness (assessed using incremental exercise test), 500 and 1,000-m paddling performance (assessed using kayak ergometer), upper-body power (assessed using 30&#xa0;s <italic>all-out</italic> Wingate test) and strength (assessed through one repetition tests for bench press, cable row, and prone bench pull exercises), as well as body composition indexes (measured using dual-energy X-ray absorptiometry) were evaluated on four occasions separated by 48&#xa0;h recovery. U23 and, especially, professionals indicated significantly (<italic>p</italic> &#x3c; 0.05) greater outcomes for the majority of the cardiorespiratory fitness parameters [maximal oxygen uptake (VO<sub>2max</sub>), velocity corresponding to VO<sub>2max</sub>, Oxygen pulse, maximal ventilation, and second ventilatory threshold] and 500 and 1,000-m performance. U23 and professional sprint kayakers significantly (<italic>p</italic> &#x3c; 0.05) differed in the first ventilatory threshold and 500, and 1,000-m performance but not in VO<sub>2max</sub> or the second ventilatory threshold. Professionals also showed a lower fat mass, higher muscle mass, and higher strength (bench press, prone bench pull, and seated cable row) and power than U23 and junior kayakers. Strength and power indicators had significantly greater values in U23 athletes compared to juniors. International-level athletes also showed superior VO<sub>2max</sub>, velocity corresponding to VO<sub>2max</sub>, middle (500-m), and long-distance (1,000-m) time trial performance, strength and power, lower fat, and higher muscle mass than club-level sprint kayakers. Cardiorespiratory fitness (particularly ventilatory threshold), body composition, and muscle strength/power are the best differentiating factors for sprint kayakers of different ages and expertise levels. These findings could aid coaches in prescribing training programs focusing on improving determining factors in paddling performance, as well as in predicting performance and identifying talent.</p>
</abstract>
<kwd-group>
<kwd>performance prediction</kwd>
<kwd>conditioning</kwd>
<kwd>aerobic fitness</kwd>
<kwd>muscular power</kwd>
<kwd>body composition</kwd>
<kwd>sprint kayak</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>1 Introduction</title>
<p>Achieving the highest level of performance in any sport is a gradual and comprehensive endeavor that extends over multiple years (<xref ref-type="bibr" rid="B1">Alejo et al., 2022</xref>), requiring continuous improvement of sport-specific characteristics from a junior level, progressing to under 23 (U23), and ultimately getting the professional level. Physiological attributes, anthropometric variables, bio-motor abilities, and body composition parameters affecting sprint kayaking performance have already been well elucidated (<xref ref-type="bibr" rid="B16">Fry and Morton, 1991</xref>; <xref ref-type="bibr" rid="B7">Byrnes and Kearney, 1997</xref>; <xref ref-type="bibr" rid="B4">Bishop, 2000</xref>; <xref ref-type="bibr" rid="B39">van Someren and Palmer, 2003</xref>; <xref ref-type="bibr" rid="B38">van Someren and Howatson, 2008</xref>; <xref ref-type="bibr" rid="B27">Michael et al., 2009</xref>; <xref ref-type="bibr" rid="B6">Buglione et al., 2011</xref>; <xref ref-type="bibr" rid="B24">McKean and Burkett, 2014</xref>; <xref ref-type="bibr" rid="B5">Borges et al., 2015</xref>; <xref ref-type="bibr" rid="B19">Hamano et al., 2015</xref>; <xref ref-type="bibr" rid="B22">L&#xf3;pez-Plaza et al., 2017</xref>; <xref ref-type="bibr" rid="B28">Paquette et al., 2018</xref>; <xref ref-type="bibr" rid="B29">Pickett et al., 2018</xref>; <xref ref-type="bibr" rid="B8">Coleho et al., 2020</xref>; <xref ref-type="bibr" rid="B21">Kukic et al., 2022</xref>; <xref ref-type="bibr" rid="B17">G&#xe4;bler et al., 2023</xref>). However, the information regarding the difference between age categories and expertise levels is limited. Understanding the actual physiological and performance disparities among athletes of various age groups and expertise levels could help to identify particular attributes that need to be developed from younger ages to professional levels to enhance the likelihood of achieving high-level performance (<xref ref-type="bibr" rid="B32">Sheykhlouvand et al., 2015</xref>; <xref ref-type="bibr" rid="B15">Foster et al., 2022</xref>).</p>
<p>Sprint kayak is an Olympic event on a flat-water course with official races in World championships set over four distances of 200-m (&#x223c;38&#xa0;s), 500-m (&#x223c;100&#xa0;s), 1,000-m (&#x223c;220&#xa0;s), and 5,000-m (&#x223c;1,290&#xa0;s) for men senior category (International Canoe Federation)<xref ref-type="fn" rid="fn1">
<sup>1</sup>
</xref>. Races are completed individually and in crews of up to four. Kayakers compete in a seated position, propelling themselves forward using a double-blade paddle. Research indicates that sprint kayak performance mainly depends on upper-body anaerobic and aerobic power (<xref ref-type="bibr" rid="B5">Borges et al., 2015</xref>; <xref ref-type="bibr" rid="B22">L&#xf3;pez-Plaza et al., 2017</xref>; <xref ref-type="bibr" rid="B2">Barzegar et al., 2021</xref>; <xref ref-type="bibr" rid="B30">Sheykhlouvand et al., 2022</xref>). For instance, &#x201c;using the accumulated oxygen deficit method, the contribution of aerobic metabolism to different distances in highly-trained kayakers has been estimated at 37%, 64%&#x2013;78%, and 85%&#x2013;87% for 200-m, 500-m, and 1,000-m, respectively (<xref ref-type="bibr" rid="B7">Byrnes and Kearney, 1997</xref>; <xref ref-type="bibr" rid="B41">Zamparo et al., 1999</xref>; <xref ref-type="bibr" rid="B42">Zouhla et al., 2012</xref>)&#x201d;. Middle-distance events (500-m and 1,000-m) kayak sprint performance is strongly correlated to maximum oxygen uptake (VO<sub>2max</sub>) and lactate threshold (<xref ref-type="bibr" rid="B41">Zamparo et al., 1999</xref>; <xref ref-type="bibr" rid="B28">Paquette et al., 2018</xref>). By contrast, short-distance 200-m performance is not related to VO<sub>2max</sub> and lactate threshold but upper-body anaerobic power/capacity, distinguishing international-level kayakers from national-level athletes (<xref ref-type="bibr" rid="B39">van Someren and Palmer, 2003</xref>).</p>
<p>Enhanced upper-body strength and muscular endurance also significantly determine sprint performance (<xref ref-type="bibr" rid="B14">Forbes and Sheykhlouvand, 2016</xref>; <xref ref-type="bibr" rid="B30">Sheykhlouvand et al., 2022</xref>). Enhancing the pulling motion during paddling strokes leads to a steady augmentation of the force during the entire pulling phase, resulting in better speed maintenance (<xref ref-type="bibr" rid="B37">Ual&#xed; et al., 2012</xref>; <xref ref-type="bibr" rid="B24">McKean and Burkett, 2014</xref>). Kayakers must generate considerable average power during each stroke and apply significant forces on the blade of the paddle while propelling forward to achieve the highest average boat velocity (<xref ref-type="bibr" rid="B27">Michael et al., 2009</xref>; <xref ref-type="bibr" rid="B21">Kuki&#x107; et al., 2022</xref>). Muscle mass significantly affects force outcomes per paddling stroke (<xref ref-type="bibr" rid="B21">Kuki&#x107; et al., 2022</xref>). Also, higher body fatness increases the drag force and reduces the paddling efficacy (<xref ref-type="bibr" rid="B27">Michael et al., 2009</xref>; <xref ref-type="bibr" rid="B23">McDonnell et al., 2012</xref>). Hence, when planning long-, medium- and short-term training, it is crucial to consider the body composition of sprint kayakers (<xref ref-type="bibr" rid="B5">Borges et al., 2015</xref>).</p>
<p>Although previous studies have identified various contributing attributes to sprint kayak performance, reviewing the literature indicates that no previous study has directly compared these parameters among sprint kayakers of varying age groups and expertise levels. Accordingly, this study aimed to compare cardiorespiratory fitness, bio-motor abilities, and body composition indicators among sprint kayakers of different age groups (junior, U23, professional) and expertise levels (international-level vs. club-level). We hypothesized the presence of a linear progression from junior to professional levels for the specified variables. Additionally, individuals competing at the international level will exhibit superior physiological and performance capabilities compared to sprint kayakers participating at the club level.</p>
</sec>
<sec sec-type="materials|methods" id="s2">
<title>2 Materials and methods</title>
<sec id="s2-1">
<title>2.1 Participants</title>
<p>Seventy-three male sprint kayakers classified as junior (<italic>n</italic> &#x3d; 14, age &#x3d; 16.2 &#xb1; 0.8), U23 (<italic>n</italic> &#x3d; 15, age &#x3d; 20.2 &#xb1; 1.6), professionals (<italic>n</italic> &#x3d; 16, age &#x3d; 27.1 &#xb1; 4.8), club-level (<italic>n</italic> &#x3d; 15, age &#x3d; 26.9 &#xb1; 6.6), and international-level (<italic>n</italic> &#x3d; 13, age &#x3d; 27.3 &#xb1; 3.2) gave their written informed consent and volunteered to participate. All participants actively engaged in national and international competitions, including Asian or World Championships, representing their country of origin as members of their national teams. Kayakers underwent the assessment approximately 1&#xa0;month after the last event of the pre-season phase. All participants were medication-free and with no musculoskeletal injuries or other conditions hindering their participation. The procedures followed during the study adhered to the ethical guidelines outlined in the Helsinki Declaration and were approved by the ethical committee of Shaoguan University, China.</p>
</sec>
<sec id="s2-2">
<title>2.2 Study design</title>
<p>The research was conducted using a cross-sectional observational design. Kayakers attended the lab on four different days, separated by 48&#xa0;h recovery between testing days to assess body composition and cardiorespiratory fitness (first session), muscular strength (second session), upper-body anaerobic power (third session), and paddling performance using a kayak ergometer (Dansprint, Hvidovre, Denmark). 500, and 1,000-m paddling time trials were completed on the last assessment day, and the tests were separated with 2&#xa0;h of recovery. All tests were conducted under the same condition. Participants were instructed to follow their habitual dietary pattern and abstain from caffeine, alcohol, and severe exercise in the 24&#xa0;h period preceding the testing sessions (<xref ref-type="bibr" rid="B18">Gharaat et al., 2020</xref>).</p>
</sec>
<sec id="s2-3">
<title>2.3 Body composition assessment</title>
<p>Participants&#x2019; body composition [bone mineral content (BMC), body mass, and muscle and fat mass] was measured using a dual-energy X-ray absorptiometry (DXA, Lunar Prodigy Advance; GE-Medical, Systems, Madison, WI, United States). Participants&#x2019; stature was determined by a wall-mounted digital stadiometer (Charder, HM200D, <ext-link ext-link-type="uri" xlink:href="https://goo.gl/maps/mzgYf9ZQxTU5jKss9">Taichung</ext-link>, <ext-link ext-link-type="uri" xlink:href="https://goo.gl/maps/mzgYf9ZQxTU5jKss9">Taiwan</ext-link>).</p>
</sec>
<sec id="s2-4">
<title>2.4 Incremental exercise test using gas collection system</title>
<p>Participants completed a graded exercise test on a kayak ergometer (Dansprint PRO, Hvidovre, Denmark). Following a standardized warm-up consisting of a 3-min paddling at &#x223c;85% HR<sub>max</sub> followed by two 15&#xa0;s accelerations interspersed with 45&#xa0;s rest and 2 standing starts of 24 strokes with 45&#xa0;s rest between, ending with a 3-min paddling at 85% HR<sub>max</sub> (<xref ref-type="bibr" rid="B5">Borges et al., 2015</xref>), the trial commenced at 6&#xa0;km&#xb7;h<sup>&#x2212;1</sup> and was followed by 1&#xa0;km&#xb7;h<sup>&#x2212;1</sup> increments every 1&#xa0;min until volitional exhaustion (<xref ref-type="bibr" rid="B30">Sheykhlouvand et al., 2022</xref>; <xref ref-type="bibr" rid="B34">Sheykhlouvand et al., 2018a</xref>; <xref ref-type="bibr" rid="B36">Sheykhlouvand et al., 2018b</xref>). Expired air was continuously recorded during the test using a breath-by-breath gas collection system (MetaLyzer 3B-R2, Cortex, Germany). VO<sub>2max</sub> was determined as the highest 30&#xa0;s value in the trial if: 1) the VO<sub>2</sub> approached a plateau; 2) RER of &#x3e;1.1; 3) reaching &#x2265; 90% age-predicted HR; 4) visible fatigue (<xref ref-type="bibr" rid="B33">Sheykhlouvand et al., 2016b</xref>; <xref ref-type="bibr" rid="B12">Fereshtian et al., 2017</xref>; <xref ref-type="bibr" rid="B31">Sheykhlouvand and Forbes, 2017</xref>). Two independent experts localized the first and second ventilatory thresholds (VT<sub>1</sub> and VT<sub>2</sub>). VT<sub>1</sub> was established as the point where an elevation in the V<sub>E</sub>/VO<sub>2</sub> and end-tidal O<sub>2</sub> tension (P<sub>ET</sub>O<sub>2</sub>) occurred with no simultaneous elevation in V<sub>E</sub>/VCO<sub>2</sub>. VT<sub>2</sub> identification criterion was the continuous elevation in the V<sub>E</sub>/VO<sub>2</sub> and V<sub>E</sub>/VCO<sub>2</sub> ratio curves concerning the decrease in P<sub>ET</sub>O<sub>2</sub> (<xref ref-type="bibr" rid="B1">Alejo et al., 2022</xref>).</p>
</sec>
<sec id="s2-5">
<title>2.5 Muscular strength</title>
<p>Maximal dynamic strength in the bench press (BP), seated cable row (CR), and prone bench pull (PBP) movements were determined by the evaluation of one repetition maximum (1RM). The test began with a warm-up comprising a 5-min paddling on a kayak ergometer at a self-selected low-intensity pace, a 5-min joint mobilization exercise for the upper body, and a standardized weight lifting warm-up (<xref ref-type="bibr" rid="B10">Earle, 2006</xref>). Then the kayakers completed 3&#x2013;5 1RM sets with a 4-min of recovery between sets to determine 1RM. The heaviest load lifted by the participant with proper exercise technique was considered to represent his 1RM (<xref ref-type="bibr" rid="B10">Earle, 2006</xref>).</p>
</sec>
<sec id="s2-6">
<title>2.6 Upper-body anaerobic power</title>
<p>Participants completed a 30-s <italic>all-out</italic> upper-body Wingate test on a mechanically braked arm ergometer (891E; Monark, Vansbro, Sweden) to determine upper-body peak power output (PPO) and average power output (APO). Kayakers were instructed to exert maximum effort by rapidly cranking against the internal resistance of the ergometer. Within 3&#xa0;s, a load corresponding to 0.075&#xa0;kg per kilogram of their body mass (<xref ref-type="bibr" rid="B13">Forbes et al., 2014</xref>) was immediately applied. The participants received verbal motivation to crank at their maximum speed during the entire Wingate test (<xref ref-type="bibr" rid="B35">Sheykhlouvand et al., 2016a</xref>). The device software was utilized to calculate the PPO and the APO.</p>
</sec>
<sec id="s2-7">
<title>2.7 Paddling performance</title>
<p>Using the same kayak ergometer (Dansprint), participants completed time trials in 500, and 1,000-m distances with 2&#xa0;h of recovery between tests. Following a standardized warm-up consisting of a 3-min paddling at &#x223c;85% HR<sub>max</sub> followed by two 15&#xa0;s accelerations interspersed with 45&#xa0;s rest and 2 standing starts of 24 strokes with 45&#xa0;s rest between, ending with a 3-min paddling at 85% HR<sub>max</sub> (<xref ref-type="bibr" rid="B5">Borges et al., 2015</xref>), participants were instructed to paddle distances with maximal effort, and the ergometer recorded the times.</p>
</sec>
<sec id="s2-8">
<title>2.8 Statistical analysis</title>
<p>With an effect size of 0.8, assuming an alpha error of 0.05, &#x3b2; of 0.08, and using G&#x2a;Power software (<xref ref-type="bibr" rid="B11">Faul et al., 2007</xref>), the sample size was estimated to be at least seven participants in each group. However, the sample size was later increased in groups, with the possibility of some participants dropping out during data collection and to enhance the power of the test. SPSS software version 25.0 (Statistical Package for Social Science) analyzed the data. Descriptive statistics were reported by Mean &#xb1; SD values. The normality of the distribution (Kolmogorov&#x2013;Smirnov test) and homogeneity (Levene&#x2019;s test) of the data were checked in advance for statistical analysis. A one-way analysis of variance (ANOVA) with Bonferroni posthoc analyzed the difference between categories (age groups and expertise levels). Effect size was calculated using Cohen&#x2019;s d (<italic>d</italic>). The &#x3b1; level for significance was set at 0.05 and type I error was controlled by adding 95% confidence intervals (CI).</p>
</sec>
</sec>
<sec sec-type="results" id="s3">
<title>3 Results</title>
<p>
<xref ref-type="table" rid="T1">Tables 1</xref>&#x2013;<xref ref-type="table" rid="T6">6</xref> represent the difference between age groups and expertise levels for aerobic fitness, 500- and 1,000-m paddling performance, strength and power, and body composition indicators.</p>
<table-wrap id="T1" position="float">
<label>TABLE 1</label>
<caption>
<p>Difference in cardiorespiratory fitness indicators and time trial performance between age groups.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="left">Variable</th>
<th colspan="3" align="center">Groups</th>
<th rowspan="2" align="center">Main <italic>p</italic> value</th>
<th colspan="3" align="center">Effect size</th>
</tr>
<tr>
<th align="center">Junior (<italic>n</italic> &#x3d; 14)</th>
<th align="center">
<italic>p</italic> value</th>
<th align="center">Pro (<italic>n</italic> &#x3d; 16)</th>
<th align="center">Junior vs. U23</th>
<th align="center">Junior vs. Pro</th>
<th align="center">U23 vs. Pro</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">VO<sub>2max</sub> (mL/kg/min)</td>
<td align="center">44.6 &#xb1; 2.6</td>
<td align="center">52.3 &#xb1; 3.6</td>
<td align="center">54.7 &#xb1; 2.6</td>
<td align="center">&#x3c;0.001&#x2a;&#x2a;&#x2a;</td>
<td align="center">2.452&#x2a;&#x2a;&#x2a;</td>
<td align="center">3.884&#x2a;&#x2a;&#x2a;</td>
<td align="center">0.764</td>
</tr>
<tr>
<td align="left">vVO<sub>2max</sub> (km/h)</td>
<td align="center">14.8 &#xb1; 1.0</td>
<td align="center">16.1 &#xb1; 0.9</td>
<td align="center">16.3 &#xb1; 0.1</td>
<td align="center">&#x3c;0.001&#x2a;&#x2a;&#x2a;</td>
<td align="center">1.366&#x2a;&#x2a;</td>
<td align="center">1.500&#x2a;&#x2a;</td>
<td align="center">0.210</td>
</tr>
<tr>
<td align="left">HR at VO<sub>2max</sub> (%)</td>
<td align="center">84.8 &#xb1; 3.0</td>
<td align="center">84.2 &#xb1; 4.3</td>
<td align="center">85.8 &#xb1; 3.0</td>
<td align="center">0.986</td>
<td align="center">0.161</td>
<td align="center">0.333</td>
<td align="center">0.431</td>
</tr>
<tr>
<td align="left">VO<sub>2</sub>/HR (mL/b/min)</td>
<td align="center">20.0 &#xb1; 1.5</td>
<td align="center">23.7 &#xb1; 2.0</td>
<td align="center">24.9 &#xb1; 2.0</td>
<td align="center">&#x3c;0.001&#x2a;&#x2a;&#x2a;</td>
<td align="center">2.093&#x2a;&#x2a;&#x2a;</td>
<td align="center">2.771&#x2a;&#x2a;&#x2a;</td>
<td align="center">0.600</td>
</tr>
<tr>
<td align="left">V<sub>E</sub> (L/min)</td>
<td align="center">151.6 &#xb1; 9.3</td>
<td align="center">181.7 &#xb1; 25.2</td>
<td align="center">189.7 &#xb1; 19.6</td>
<td align="center">&#x3c;0.001&#x2a;&#x2a;&#x2a;</td>
<td align="center">1.584&#x2a;&#x2a;</td>
<td align="center">2.483&#x2a;&#x2a;&#x2a;</td>
<td align="center">0.354</td>
</tr>
<tr>
<td align="left">VT<sub>1</sub> (%VO<sub>2max</sub>)</td>
<td align="center">69.0 &#xb1; 4.6</td>
<td align="center">70.8 &#xb1; 2.6</td>
<td align="center">75.1 &#xb1; 4.6</td>
<td align="center">0.002&#x2a;&#x2a;</td>
<td align="center">0.481</td>
<td align="center">1.326&#x2a;&#x2a;</td>
<td align="center">1.151&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">VT<sub>2</sub> (%VO<sub>2max</sub>)</td>
<td align="center">88.0 &#xb1; 4.3</td>
<td align="center">90.3 &#xb1; 3.4</td>
<td align="center">90.7 &#xb1; 4.1</td>
<td align="center">0.967</td>
<td align="center">0.593</td>
<td align="center">0.642</td>
<td align="center">0.106</td>
</tr>
<tr>
<td align="left">500-m TT (sec)</td>
<td align="center">125.9 &#xb1; 3.9</td>
<td align="center">122.9 &#xb1; 3.6</td>
<td align="center">115.7 &#xb1; 2.3</td>
<td align="center">&#x3c;0.001&#x2a;&#x2a;&#x2a;</td>
<td align="center">0.799</td>
<td align="center">2.185&#x2a;&#x2a;&#x2a;</td>
<td align="center">2.383&#x2a;&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">1,000-m TT (sec)</td>
<td align="center">247.2 &#xb1; 4.5</td>
<td align="center">244.0 &#xb1; 6.7</td>
<td align="center">230.9 &#xb1; 4.6</td>
<td align="center">&#x3c;0.001&#x2a;&#x2a;&#x2a;</td>
<td align="center">0.561</td>
<td align="center">2.582&#x2a;&#x2a;&#x2a;</td>
<td align="center">2.279&#x2a;&#x2a;&#x2a;</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>VO<sub>2max</sub>, maximum oxygen uptake; vVO<sub>2max</sub>, velocity associated with VO<sub>2max</sub>; HR, heart rate; V<sub>E</sub>, maximal ventilation; VT<sub>1</sub>, first ventilatory threshold; VT<sub>2</sub>, second ventilatory threshold; TT, time trial. &#x2a;<italic>p</italic> &#x3c; 0.05; &#x2a;&#x2a;<italic>p</italic> &#x3c; 0.01; &#x2a;&#x2a;&#x2a;<italic>p</italic> &#x3c; 0.001.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T2" position="float">
<label>TABLE 2</label>
<caption>
<p>Difference in cardiorespiratory fitness indicators and time trial performance between different expertise levels.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="left">Variable</th>
<th colspan="2" align="center">Groups</th>
<th rowspan="2" align="center">Main <italic>p</italic> value</th>
<th align="center">Effect size</th>
</tr>
<tr>
<th align="center">Club-level (<italic>n</italic> &#x3d; 15)</th>
<th align="center">
<italic>p</italic> value</th>
<th align="center">Club-level vs. International-level</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">VO<sub>2max</sub> (mL/kg/min)</td>
<td align="center">49.1 &#xb1; 3.9</td>
<td align="center">56.7 &#xb1; 1.7</td>
<td align="center">&#x3c;0.001&#x2a;&#x2a;&#x2a;</td>
<td align="center">2.526&#x2a;&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">vVO<sub>2max</sub> (km/h)</td>
<td align="center">15.7 &#xb1; 1.0</td>
<td align="center">17.1 &#xb1; 0.9</td>
<td align="center">0.007&#x2a;&#x2a;</td>
<td align="center">1.471&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">HR at VO<sub>2max</sub> (%)</td>
<td align="center">83.4 &#xb1; 3.6</td>
<td align="center">84.6 &#xb1; 3.6</td>
<td align="center">0.986</td>
<td align="center">0.724</td>
</tr>
<tr>
<td align="left">VO<sub>2</sub>/HR (mL/b/min)</td>
<td align="center">23.4 &#xb1; 2.4</td>
<td align="center">23.4 &#xb1; 2.8</td>
<td align="center">0.572</td>
<td align="center">0.000</td>
</tr>
<tr>
<td align="left">V<sub>E</sub> (L/min)</td>
<td align="center">173.5 &#xb1; 25.5</td>
<td align="center">197.3 &#xb1; 18.7</td>
<td align="center">0.034&#x2a;</td>
<td align="center">1.064&#x2a;</td>
</tr>
<tr>
<td align="left">VT<sub>1</sub> (%VO<sub>2max</sub>)</td>
<td align="center">71.7 &#xb1; 4.8</td>
<td align="center">74.4 &#xb1; 3.9</td>
<td align="center">0.827</td>
<td align="center">0.617</td>
</tr>
<tr>
<td align="left">VT<sub>2</sub> (%VO<sub>2max</sub>)</td>
<td align="center">89.6 &#xb1; 3.8</td>
<td align="center">92.6 &#xb1; 2.7</td>
<td align="center">0.518</td>
<td align="center">0.936</td>
</tr>
<tr>
<td align="left">500-m TT (sec)</td>
<td align="center">123.3 &#xb1; 4.0</td>
<td align="center">112.8 &#xb1; 1.0</td>
<td align="center">&#x3c;0.001&#x2a;&#x2a;&#x2a;</td>
<td align="center">2.601&#x2a;&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">1,000-m TT (sec)</td>
<td align="center">246.8 &#xb1; 3.2</td>
<td align="center">225.1 &#xb1; 4.5</td>
<td align="center">&#x3c;0.001&#x2a;&#x2a;&#x2a;</td>
<td align="center">2.557&#x2a;&#x2a;&#x2a;</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>VO<sub>2max</sub>, maximum oxygen uptake; vVO<sub>2max</sub>, velocity associated with VO<sub>2max</sub>; HR, heart rate; V<sub>E</sub>, maximal ventilation; VT<sub>1</sub>, first ventilatory threshold; VT<sub>2</sub>, second ventilatory threshold; TT, time trial. &#x2a;<italic>p</italic> &#x3c; 0.05; &#x2a;&#x2a;<italic>p</italic> &#x3c; 0.01; &#x2a;&#x2a;&#x2a;<italic>p</italic> &#x3c; 0.001.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T3" position="float">
<label>TABLE 3</label>
<caption>
<p>Difference in indicators of bio-motor abilities between age groups.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="left">Variable</th>
<th colspan="3" align="center">Groups</th>
<th rowspan="2" align="center">Main <italic>p</italic> value</th>
<th colspan="3" align="center">Effect size</th>
</tr>
<tr>
<th align="center">Junior (<italic>n</italic> &#x3d; 14)</th>
<th align="center">
<italic>p</italic> value</th>
<th align="center">Pro (<italic>n</italic> &#x3d; 16)</th>
<th align="center">Junior vs. U23</th>
<th align="center">Junior vs. Pro</th>
<th align="center">U23 vs. Pro</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">PPO (W)</td>
<td align="center">381.6 &#xb1; 62.9</td>
<td align="center">473.8 &#xb1; 46.9</td>
<td align="center">589.6 &#xb1; 56.2</td>
<td align="center">&#x3c;0.001&#x2a;&#x2a;&#x2a;</td>
<td align="center">1.662&#x2a;&#x2a;&#x2a;</td>
<td align="center">2.487&#x2a;&#x2a;&#x2a;</td>
<td align="center">2.237&#x2a;&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">PPO (W/kg)</td>
<td align="center">4.7 &#xb1; 0.8</td>
<td align="center">5.8 &#xb1; 0.6</td>
<td align="center">7.0 &#xb1; 0.7</td>
<td align="center">&#x3c;0.001&#x2a;&#x2a;&#x2a;</td>
<td align="center">1.555&#x2a;&#x2a;&#x2a;</td>
<td align="center">2.059&#x2a;&#x2a;&#x2a;</td>
<td align="center">1.841&#x2a;&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">APO (W)</td>
<td align="center">302.3 &#xb1; 50.8</td>
<td align="center">375.3 &#xb1; 36.8</td>
<td align="center">428.6 &#xb1; 40.2</td>
<td align="center">&#x3c;0.001&#x2a;&#x2a;&#x2a;</td>
<td align="center">1.645&#x2a;&#x2a;&#x2a;</td>
<td align="center">2.757&#x2a;&#x2a;&#x2a;</td>
<td align="center">1.383&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">APO (W/kg)</td>
<td align="center">3.7 &#xb1; 0.6</td>
<td align="center">4.6 &#xb1; 0.5</td>
<td align="center">5.1 &#xb1; 0.5</td>
<td align="center">&#x3c;0.001&#x2a;&#x2a;&#x2a;</td>
<td align="center">1.629&#x2a;&#x2a;&#x2a;</td>
<td align="center">2.535&#x2a;&#x2a;&#x2a;</td>
<td align="center">0.911</td>
</tr>
<tr>
<td align="left">BP 1RM (kg)</td>
<td align="center">92.7 &#xb1; 6.5</td>
<td align="center">103.0 &#xb1; 7.2</td>
<td align="center">129.0 &#xb1; 7.2</td>
<td align="center">&#x3c;0.001&#x2a;&#x2a;&#x2a;</td>
<td align="center">1.501&#x2a;</td>
<td align="center">2.292&#x2a;&#x2a;&#x2a;</td>
<td align="center">1.611&#x2a;&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">BP 1RM [kg/body mass (kg)]</td>
<td align="center">1.14 &#xb1; 0.08</td>
<td align="center">1.26 &#xb1; 0.09</td>
<td align="center">1.54 &#xb1; 0.08</td>
<td align="center">&#x3c;0.001&#x2a;&#x2a;&#x2a;</td>
<td align="center">1.409&#x2a;</td>
<td align="center">2.112&#x2a;&#x2a;&#x2a;</td>
<td align="center">2.936&#x2a;&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">PBP 1RM (kg)</td>
<td align="center">84.3 &#xb1; 5.8</td>
<td align="center">96.7 &#xb1; 7.7</td>
<td align="center">117.5 &#xb1; 7.1</td>
<td align="center">&#x3c;0.001&#x2a;&#x2a;&#x2a;</td>
<td align="center">1.819&#x2a;&#x2a;&#x2a;</td>
<td align="center">2.121&#x2a;&#x2a;&#x2a;</td>
<td align="center">2.808&#x2a;&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">PBP 1RM [kg/body mass (kg)]</td>
<td align="center">1.04 &#xb1; 0.07</td>
<td align="center">1.20 &#xb1; 0.11</td>
<td align="center">1.40 &#xb1; 0.08</td>
<td align="center">&#x3c;0.001&#x2a;&#x2a;&#x2a;</td>
<td align="center">1.735&#x2a;&#x2a;&#x2a;</td>
<td align="center">2.789&#x2a;&#x2a;&#x2a;</td>
<td align="center">2.079&#x2a;&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">CR 1RM (kg)</td>
<td align="center">92.1 &#xb1; 6.4</td>
<td align="center">104.7 &#xb1; 7.7</td>
<td align="center">123.7 &#xb1; 6.7</td>
<td align="center">&#x3c;0.001&#x2a;&#x2a;&#x2a;</td>
<td align="center">1.779&#x2a;&#x2a;&#x2a;</td>
<td align="center">2.823&#x2a;&#x2a;&#x2a;</td>
<td align="center">2.632&#x2a;&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">CR 1RM [kg/body mass (kg)]</td>
<td align="center">1.14 &#xb1; 0.07</td>
<td align="center">1.28 &#xb1; 0.11</td>
<td align="center">1.48 &#xb1; 0.09</td>
<td align="center">&#x3c;0.001&#x2a;&#x2a;&#x2a;</td>
<td align="center">1.676&#x2a;&#x2a;</td>
<td align="center">2.217&#x2a;&#x2a;&#x2a;</td>
<td align="center">1.990&#x2a;&#x2a;&#x2a;</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>PPO, peak power output; APO, average power output; BP, bench press; PBP, prone bench pull; CR, cable row; 1RM, one repetition maximum; W, watts. &#x2a;<italic>p</italic> &#x3c; 0.05; &#x2a;&#x2a;<italic>p</italic> &#x3c; 0.01; &#x2a;&#x2a;&#x2a;<italic>p</italic> &#x3c; 0.001.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T4" position="float">
<label>TABLE 4</label>
<caption>
<p>Difference in indicators of bio-motor abilities between different expertise levels.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="left">Variable</th>
<th colspan="2" align="center">Groups</th>
<th rowspan="2" align="center">Main <italic>p</italic> value</th>
<th align="center">Effect size</th>
</tr>
<tr>
<th align="center">Club-level (<italic>n</italic> &#x3d; 15)</th>
<th align="center">
<italic>p</italic> value</th>
<th align="center">Club-level vs. international-level</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">PPO (W)</td>
<td align="center">500.7 &#xb1; 52.6</td>
<td align="center">612.0 &#xb1; 38.2</td>
<td align="center">&#x3c;0.001&#x2a;&#x2a;&#x2a;</td>
<td align="center">2.421&#x2a;&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">PPO (W/kg)</td>
<td align="center">6.1 &#xb1; 0.7</td>
<td align="center">7.3 &#xb1; 0.4</td>
<td align="center">&#x3c;0.001&#x2a;&#x2a;&#x2a;</td>
<td align="center">2.105&#x2a;&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">APO (W)</td>
<td align="center">388.5 &#xb1; 30.9</td>
<td align="center">434.3 &#xb1; 38.9</td>
<td align="center">0.035&#x2a;</td>
<td align="center">1.303&#x2a;</td>
</tr>
<tr>
<td align="left">APO (W/kg)</td>
<td align="center">4.7 &#xb1; 0.4</td>
<td align="center">5.2 &#xb1; 0.5</td>
<td align="center">0.143</td>
<td align="center">0.943</td>
</tr>
<tr>
<td align="left">BP 1RM (kg)</td>
<td align="center">109.3 &#xb1; 11.6</td>
<td align="center">130.4 &#xb1; 8.2</td>
<td align="center">&#x3c;0.001&#x2a;&#x2a;&#x2a;</td>
<td align="center">2.100&#x2a;&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">BP 1RM [kg/body mass (kg)]</td>
<td align="center">1.32 &#xb1; 0.14</td>
<td align="center">1.56 &#xb1; 0.09</td>
<td align="center">&#x3c;0.001&#x2a;&#x2a;&#x2a;</td>
<td align="center">2.039&#x2a;&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">PBP 1RM (kg)</td>
<td align="center">101.3 &#xb1; 9.1</td>
<td align="center">118.8 &#xb1; 6.5</td>
<td align="center">&#x3c;0.001&#x2a;&#x2a;&#x2a;</td>
<td align="center">2.213&#x2a;&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">PBP 1RM [kg/body mass (kg)]</td>
<td align="center">1.23 &#xb1; 0.11</td>
<td align="center">1.43 &#xb1; 0.07</td>
<td align="center">&#x3c;0.001&#x2a;&#x2a;&#x2a;</td>
<td align="center">2.169&#x2a;&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">CR 1RM (kg)</td>
<td align="center">109.7 &#xb1; 8.9</td>
<td align="center">125.0 &#xb1; 6.1</td>
<td align="center">&#x3c;0.001&#x2a;&#x2a;&#x2a;</td>
<td align="center">2.005&#x2a;&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">CR 1RM [kg/body mass (kg)]</td>
<td align="center">1.33 &#xb1; 0.11</td>
<td align="center">1.50 &#xb1; 0.08</td>
<td align="center">&#x3c;0.001&#x2a;&#x2a;&#x2a;</td>
<td align="center">1.767&#x2a;&#x2a;&#x2a;</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>PPO, peak power output; APO, average power output; BP, bench press; PBP, prone bench pull; CR, cable row; 1RM, one repetition maximum; W, watts. &#x2a;<italic>p</italic> &#x3c; 0.05; &#x2a;&#x2a;<italic>p</italic> &#x3c; 0.01; &#x2a;&#x2a;&#x2a;<italic>p</italic> &#x3c; 0.001.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T5" position="float">
<label>TABLE 5</label>
<caption>
<p>Difference in body composition indicators between age groups.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="left">Variable</th>
<th colspan="3" align="center">Groups</th>
<th rowspan="2" align="center">Main <italic>p</italic> value</th>
<th colspan="3" align="center">Effect size</th>
</tr>
<tr>
<th align="center">Junior (<italic>n</italic> &#x3d; 14)</th>
<th align="center">
<italic>p</italic> value</th>
<th align="center">Pro (<italic>n</italic> &#x3d; 16)</th>
<th align="center">Junior vs. U23</th>
<th align="center">Junior vs. Pro</th>
<th align="center">U23 vs. Pro</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Height (cm)</td>
<td align="center">180.5 &#xb1; 2.5</td>
<td align="center">181.0 &#xb1; 2.4</td>
<td align="center">180.5 &#xb1; 2.4</td>
<td align="center">0.911</td>
<td align="center">0.204</td>
<td align="center">0.000</td>
<td align="center">0.208</td>
</tr>
<tr>
<td align="left">Body mass (kg)</td>
<td align="center">80.9 &#xb1; 3.2</td>
<td align="center">81.3 &#xb1; 2.5</td>
<td align="center">83.5 &#xb1; 2.1</td>
<td align="center">0.121</td>
<td align="center">0.139</td>
<td align="center">0.960</td>
<td align="center">0.952</td>
</tr>
<tr>
<td align="left">BMI (kg/m<sup>2</sup>)</td>
<td align="center">24.8 &#xb1; 1.1</td>
<td align="center">24.9 &#xb1; 0.9</td>
<td align="center">25.6 &#xb1; 0.6</td>
<td align="center">0.141</td>
<td align="center">0.696</td>
<td align="center">0.902</td>
<td align="center">0.915</td>
</tr>
<tr>
<td align="left">BMC (kg)</td>
<td align="center">3.6 &#xb1; 0.5</td>
<td align="center">3.6 &#xb1; 0.4</td>
<td align="center">3.8 &#xb1; 0.6</td>
<td align="center">0.654</td>
<td align="center">0.000</td>
<td align="center">0.362</td>
<td align="center">0.392</td>
</tr>
<tr>
<td align="left">BMC (%)</td>
<td align="center">4.4 &#xb1; 0.6</td>
<td align="center">4.5 &#xb1; 0.5</td>
<td align="center">4.6 &#xb1; 0.7</td>
<td align="center">0.893</td>
<td align="center">0.181</td>
<td align="center">0.306</td>
<td align="center">0.164</td>
</tr>
<tr>
<td align="left">Fat mass (kg)</td>
<td align="center">9.4 &#xb1; 1.3</td>
<td align="center">9.2 &#xb1; 0.9</td>
<td align="center">7.0 &#xb1; 1.0</td>
<td align="center">&#x3c;0.001&#x2a;&#x2a;&#x2a;</td>
<td align="center">0.178</td>
<td align="center">2.069&#x2a;&#x2a;&#x2a;</td>
<td align="center">2.312&#x2a;&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">Fat mass (%)</td>
<td align="center">11.6 &#xb1; 1.7</td>
<td align="center">11.3 &#xb1; 1.2</td>
<td align="center">8.3 &#xb1; 1.2</td>
<td align="center">&#x3c;0.001&#x2a;&#x2a;&#x2a;</td>
<td align="center">0.203</td>
<td align="center">2.242&#x2a;&#x2a;&#x2a;</td>
<td align="center">2.500&#x2a;&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">Muscle mass (kg)</td>
<td align="center">67.8 &#xb1; 3.3</td>
<td align="center">68.5 &#xb1; 2.6</td>
<td align="center">72.7 &#xb1; 2.2</td>
<td align="center">&#x3c;0.001&#x2a;&#x2a;&#x2a;</td>
<td align="center">0.235</td>
<td align="center">1.747&#x2a;&#x2a;&#x2a;</td>
<td align="center">1.743&#x2a;&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">Muscle mass (%)</td>
<td align="center">83.8 &#xb1; 1.7</td>
<td align="center">84.2 &#xb1; 1.5</td>
<td align="center">87.0 &#xb1; 1.5</td>
<td align="center">&#x3c;0.001&#x2a;&#x2a;&#x2a;</td>
<td align="center">0.249</td>
<td align="center">1.996&#x2a;&#x2a;&#x2a;</td>
<td align="center">1.866&#x2a;&#x2a;&#x2a;</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>BMI, body mass index; BMC, bone mineral content. &#x2a;&#x2a;&#x2a;<italic>p</italic> &#x3c; 0.001.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<table-wrap id="T6" position="float">
<label>TABLE 6</label>
<caption>
<p>Difference in body composition indicators between different expertise levels.</p>
</caption>
<table>
<thead valign="top">
<tr>
<th rowspan="2" align="left">Variable</th>
<th colspan="2" align="center">Groups</th>
<th rowspan="2" align="center">Main <italic>p</italic> value</th>
<th align="center">Effect size</th>
</tr>
<tr>
<th align="center">Club-level (<italic>n</italic> &#x3d; 15)</th>
<th align="center">
<italic>p</italic> value</th>
<th align="center">Club-level vs. International-level</th>
</tr>
</thead>
<tbody valign="top">
<tr>
<td align="left">Height (cm)</td>
<td align="center">180.4 &#xb1; 1.9</td>
<td align="center">181.1 &#xb1; 1.9</td>
<td align="center">0.968</td>
<td align="center">0.368</td>
</tr>
<tr>
<td align="left">Body mass (kg)</td>
<td align="center">82.2 &#xb1; 2.2</td>
<td align="center">83.2 &#xb1; 2.1</td>
<td align="center">0.929</td>
<td align="center">0.464</td>
</tr>
<tr>
<td align="left">BMI (kg/m<sup>2</sup>)</td>
<td align="center">25.2 &#xb1; 0.9</td>
<td align="center">25.3 &#xb1; 0.6</td>
<td align="center">0.999</td>
<td align="center">0.131</td>
</tr>
<tr>
<td align="left">BMC (kg)</td>
<td align="center">3.7 &#xb1; 0.5</td>
<td align="center">3.6 &#xb1; 0.5</td>
<td align="center">1.000</td>
<td align="center">0.200</td>
</tr>
<tr>
<td align="left">BMC (%)</td>
<td align="center">4.5 &#xb1; 0.6</td>
<td align="center">4.4 &#xb1; 0.6</td>
<td align="center">1.000</td>
<td align="center">0.166</td>
</tr>
<tr>
<td align="left">Fat mass (kg)</td>
<td align="center">9.3 &#xb1; 1.4</td>
<td align="center">7.6 &#xb1; 1.0</td>
<td align="center">0.003&#x2a;&#x2a;</td>
<td align="center">1.397&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">Fat mass (%)</td>
<td align="center">11.3 &#xb1; 1.6</td>
<td align="center">9.2 &#xb1; 1.3</td>
<td align="center">0.002&#x2a;&#x2a;</td>
<td align="center">1.440&#x2a;&#x2a;</td>
</tr>
<tr>
<td align="left">Muscle mass (kg)</td>
<td align="center">69.1 &#xb1; 1.6</td>
<td align="center">72.9 &#xb1; 2.8</td>
<td align="center">0.023&#x2a;</td>
<td align="center">1.666&#x2a;</td>
</tr>
<tr>
<td align="left">Muscle mass (%)</td>
<td align="center">84.1 &#xb1; 1.5</td>
<td align="center">86.4 &#xb1; 1.5</td>
<td align="center">0.003&#x2a;&#x2a;</td>
<td align="center">1.533&#x2a;&#x2a;</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn>
<p>BMI, body mass index; BMC, bone mineral content. &#x2a;&#x2a;&#x2a;<italic>p</italic> &#x3c; 0.001.</p>
</fn>
</table-wrap-foot>
</table-wrap>
<sec id="s3-1">
<title>3.1 Cardiorespiratory fitness and paddling performance</title>
<p>Results showed a significant group effect for most cardiorespiratory fitness indexes and paddling performance, with a consistent increase from junior category to professional levels in most of the analyzed parameters (<xref ref-type="table" rid="T1">Table 1</xref>). U23 kayakers indicated significantly greater VO<sub>2max</sub> (<italic>d</italic> &#x3d; 2.452, CI &#x3d; 4.51&#x2013;10.84), vVO<sub>2max</sub> (<italic>d</italic> &#x3d; 1.366, CI &#x3d; 0.72&#x2013;2.77), VO<sub>2</sub>/HR (<italic>d</italic> &#x3d; 2.093, CI &#x3d; 1.57&#x2013;5.81), and V<sub>E</sub> (<italic>d</italic> &#x3d; 1.584, CI &#x3d; 8.51&#x2013;51.67) than juniors. Professional athletes showed significantly greater VO<sub>2max</sub> (<italic>d</italic> &#x3d; 3.884, CI &#x3d; 6.93&#x2013;13.27), vVO<sub>2max</sub> (<italic>d</italic> &#x3d; 1.500, CI &#x3d; 0.52&#x2013;2.54), VO<sub>2</sub>/HR (<italic>d</italic> &#x3d; 2.771, CI &#x3d; 2.85&#x2013;7.05), V<sub>E</sub> (<italic>d</italic> &#x3d; 2.483, CI &#x3d; 16.79&#x2013;59.30), VT<sub>1</sub> (<italic>d</italic> &#x3d; 1.326, CI &#x3d; 1.55&#x2013;10.57), and better 500-m TT (<italic>d</italic> &#x3d; 2.185, CI &#x3d; &#x2212;13.45 to &#x2212;6.90), and 1,000-m TT (<italic>d</italic> &#x3d; 2.583, CI &#x3d; &#x2212;21.27 to &#x2212;11.28) performance than junior kayakers. Professional and U23 sprint kayakers significantly differed in VT<sub>1</sub> (<italic>d</italic> &#x3d; 1.151, CI &#x3d; 1.16&#x2013;8.69), 500-m TT (<italic>d</italic> &#x3d; 2.383, CI &#x3d; &#x2212;10.41 to &#x2212;3.97), and 1,000-m TT (<italic>d</italic> &#x3d; 2.279, CI &#x3d; &#x2212;17.97 to &#x2212;8.16) performance. No differences were found for VO<sub>2max</sub> or VT<sub>2</sub>. %VO<sub>2max</sub> corresponding to VT<sub>1</sub> and VT<sub>2</sub> indicated no linear increase from juniors to professionals. Also, the international-level athletes indicated significantly greater VO<sub>2max</sub> (<italic>d</italic> &#x3d; 2.526, CI &#x3d; 4.36&#x2013;10.92), vVO<sub>2max</sub> (<italic>d</italic> &#x3d; 1.471, CI &#x3d; 0.27&#x2013;1.99), and V<sub>E</sub> (<italic>d</italic> &#x3d; 1.064, CI &#x3d; 1.84&#x2013;45.85), and significantly better 500-m TT (<italic>d</italic> &#x3d; 2.601, CI &#x3d; &#x2212;13.81 to &#x2212;7.03) and 1,000-m TT (<italic>d</italic> &#x3d; 2.557, CI &#x3d; &#x2212;26.96 to &#x2212;16.62) performances when compared to club-level sprint kayakers (<xref ref-type="table" rid="T2">Table 2</xref>).</p>
</sec>
<sec id="s3-2">
<title>3.2 Bio-motor abilities</title>
<p>Results indicated a significant group effect for all strength and power variables with a consistent linear association (i.e., consistent elevation of strength/power from junior levels to professionals) for the strength and power indicators. More specifically, U23 kayakers indicated greater PPO (W) (<italic>d</italic> &#x3d; 1.662, CI &#x3d; 37.77&#x2013;146.69), PPO (W/kg) (<italic>d</italic> &#x3d; 1.555, CI &#x3d; 0.41&#x2013;1.79), APO (W) (<italic>d</italic> &#x3d; 1.645, CI &#x3d; 31.38&#x2013;114.58), APO (W/kg) (<italic>d</italic> &#x3d; 1.629, CI &#x3d; 0.31&#x2013;1.42), BP 1RM (kg) (<italic>d</italic> &#x3d; 1.501, CI &#x3d; 1.61&#x2013;18.96), BP 1RM (kg/kg) (<italic>d</italic> &#x3d; 1.409, CI &#x3d; 0.13&#x2013;0.23), PBP (kg) (<italic>d</italic> &#x3d; 1.819, CI &#x3d; 4.69&#x2013;20.07), PBP (kg/kg) (<italic>d</italic> &#x3d; 1.735, CI &#x3d; 0.09&#x2013;0.24), CR 1RM (kg) (<italic>d</italic> &#x3d; 1.779, CI &#x3d; 4.94&#x2013;20.11), and CR 1RM (kg/kg) (<italic>d</italic> &#x3d; 1.676, CI &#x3d; 0.08&#x2013;0.24) than juniors (<xref ref-type="table" rid="T3">Table 3</xref>).</p>
<p>Professional kayakers indicated greater PPO (W) vs. juniors (<italic>d</italic> &#x3d; 2.487, CI &#x3d; 154.36&#x2013;261.62) and vs. U23 (<italic>d</italic> &#x3d; 2.237, CI &#x3d; 63.09&#x2013;168.43), PPO (W/kg) vs. juniors (<italic>d</italic> &#x3d; 2.059, CI &#x3d; 0.66&#x2013;2.05) and vs. U23 (<italic>d</italic> &#x3d; 2.841, CI &#x3d; 0.54&#x2013;1.88), APO (W) vs. juniors (<italic>d</italic> &#x3d; 2.757, CI &#x3d; 85.30&#x2013;165.24) and vs. U23 (<italic>d</italic> &#x3d; 2.383, CI &#x3d; 13.06&#x2013;93.52), APO (W/kg) vs. juniors (<italic>d</italic> &#x3d; 2.535, CI &#x3d; 0.83&#x2013;1.92), BP 1RM (kg) vs. juniors (<italic>d</italic> &#x3d; 2.292, CI &#x3d; 27.81&#x2013;44.89) and vs. U23 (<italic>d</italic> &#x3d; 1.611, CI &#x3d; 17.67&#x2013;34.45), BP 1RM (kg/kg) vs. juniors (<italic>d</italic> &#x3d; 2.112, CI &#x3d; 0.29&#x2013;0.51) and vs. U23 (<italic>d</italic> &#x3d; 2.936, CI &#x3d; 0.17&#x2013;0.38), PBP 1RM (kg) vs. juniors (<italic>d</italic> &#x3d; 2.121, CI &#x3d; 25.64&#x2013;40.79) and vs. U23 (<italic>d</italic> &#x3d; 2.808, CI &#x3d; 13.41&#x2013;28.27), PBP 1RM (kg/kg) vs. juniors (<italic>d</italic> &#x3d; 2.789, CI &#x3d; 0.27&#x2013;0.46) and vs. U23 (<italic>d</italic> &#x3d; 2.079, CI &#x3d; 0.12&#x2013;0.31), CR 1RM (kg) vs. juniors (<italic>d</italic> &#x3d; 2.823, CI &#x3d; 24.14&#x2013;39.08) and vs. U23 (<italic>d</italic> &#x3d; 2.632, CI &#x3d; 11.75&#x2013;26.42), and CR 1RM (kg/kg) vs. juniors (<italic>d</italic> &#x3d; 2.217, CI &#x3d; 0.24&#x2013;0.43) and vs. U23 (<italic>d</italic> &#x3d; 1.990, CI &#x3d; 0.09&#x2013;0.29) (<xref ref-type="table" rid="T3">Table 3</xref>).</p>
<p>Also, PPO (W) (<italic>d</italic> &#x3d; 2.421, CI &#x3d; 55.73&#x2013;166.80), PPO (W/kg) (<italic>d</italic> &#x3d; 2.105, CI &#x3d; 0.54&#x2013;1.96), APO (W) (<italic>d</italic> &#x3d; 1.303, CI &#x3d; 0.09&#x2013;1.06), BP 1RM (kg) (<italic>d</italic> &#x3d; 2.100, CI &#x3d; 12.21&#x2013;29.90), BP 1RM (kg/kg) (<italic>d</italic> &#x3d; 1.039, CI &#x3d; 0.12&#x2013;0.24), PBP (kg) (<italic>d</italic> &#x3d; 2.217, CI &#x3d; 9.67&#x2013;25.35), PBP (kg/kg) (<italic>d</italic> &#x3d; 2.169, CI &#x3d; 0.11&#x2013;0.29), CR 1RM (kg) (<italic>d</italic> &#x3d; 2.005, CI &#x3d; 7.60&#x2013;23.07), and CR 1RM (kg/kg) (<italic>d</italic> &#x3d; 1.767, CI &#x3d; 0.09&#x2013;0.26) values were significantly higher in international-level athletes than in club-level sprint kayakers (<xref ref-type="table" rid="T4">Table 4</xref>).</p>
</sec>
<sec id="s3-3">
<title>3.3 Body composition</title>
<p>Results indicated no significant group effect on height, body mass, BMI, and BMC. However, we found a significant group effect for absolute and relative fat mass and muscle mass, with professional kayakers indicating a significantly lower absolute fat mas vs. juniors (<italic>d</italic> &#x3d; 2.069, CI &#x3d; &#x2212;3.66 to &#x2212;1.24) and vs. U23 (<italic>d</italic> &#x3d; 2.312, CI &#x3d; &#x2212;3.66 to &#x2212;0.99), lower relative fat mas vs. juniors (<italic>d</italic> &#x3d; 2.242, CI &#x3d; &#x2212;4.76 to &#x2212;1.87) and vs. U23 (<italic>d</italic> &#x3d; 2.500, CI &#x3d; &#x2212;4.33 to &#x2212;1.49), higher absolute muscle mass vs. juniors (<italic>d</italic> &#x3d; 1.747, CI &#x3d; 2.16&#x2013;7.47) and vs. U23 (<italic>d</italic> &#x3d; 1.743, CI &#x3d; 1.60&#x2013;6.81), and higher relative muscle mass vs. juniors (<italic>d</italic> &#x3d; 1.996, CI &#x3d; 1.53&#x2013;4.73) and vs. U23 (<italic>d</italic> &#x3d; 1.866, CI &#x3d; 1.23&#x2013;4.37) sprint kayakers (<xref ref-type="table" rid="T5">Table 5</xref>).</p>
<p>Also, international-level athletes indicated lower absolute fat mass (<italic>d</italic> &#x3d; 1.397, CI &#x3d; &#x2212;2.94 to &#x2212;0.44) and relative fat mass (<italic>d</italic> &#x3d; 1.440, CI &#x3d; &#x2212;3.64 to &#x2212;0.64) and greater absolute muscle mass (<italic>d</italic> &#x3d; 1.666, CI &#x3d; 0.58&#x2013;5.51) and relative muscle mass (<italic>d</italic> &#x3d; 1.533, CI &#x3d; 0.58&#x2013;3.89) than club-level sprint kayakers (<xref ref-type="table" rid="T6">Table 6</xref>).</p>
</sec>
</sec>
<sec sec-type="discussion" id="s4">
<title>4 Discussion</title>
<p>The most striking findings of this study were that U23 athletes, especially professional sprint kayakers, displayed significant variations in cardiorespiratory fitness indicators (e.g., VO<sub>2max</sub>, vVO<sub>2max</sub>, VO<sub>2</sub>/HR, V<sub>E</sub>) and paddling performance, compared to junior athletes. However, no disparities were observed in major indicators like VO<sub>2max</sub> when comparing U23 athletes and professional sprint kayakers. There were evident strength and power differences between professionals and the other two categories, consisting of relative and absolute PPO, APO, and 1RM in BP, PBP, and CR. Professional athletes also displayed lower body fat and higher muscle mass than juniors and U23 athletes. Athletes competing at the international level exhibited superior aerobic power, bio-motor abilities, and paddling performance compared to their club-level counterparts. Results revealed a significant contrast in body composition indicators, with international-level athletes displaying lower body fat and higher muscle mass.</p>
<p>Cardiorespiratory fitness indicators have been widely used as determinants of sprint kayak performance (<xref ref-type="bibr" rid="B5">Borges et al., 2015</xref>; <xref ref-type="bibr" rid="B28">Paquette et al., 2018</xref>; <xref ref-type="bibr" rid="B30">Sheykhlouvand et al., 2022</xref>; <xref ref-type="bibr" rid="B9">Du and Tao, 2023</xref>). In addition to 500 and 1,000-m TT, most of the assessed cardiorespiratory fitness parameters had different values between junior kayakers and the other age groups. Still, only some variables, such as VT<sub>1</sub> (but not VO<sub>2max</sub>), varied between U23 and professional sprint kayakers. Research has indicated that, by accounting for &#x223c;79% variance in 500-m paddling time, anaerobic threshold is considered an effective factor on 500-m TT (<xref ref-type="bibr" rid="B4">Bishop, 2000</xref>). The significance of the lactate threshold (<xref ref-type="bibr" rid="B40">Winchcombe et al., 2019</xref>) and ventilatory threshold (<xref ref-type="bibr" rid="B27">Michael et al., 2009</xref>) in paddling performance has been emphasized by additional research, with the proportion of anaerobic energy metabolism contribution changing based on the distance. However, no linear continuity (i.e., elevation from junior to professional levels) was found for %VO<sub>2max</sub> at which VT<sub>1</sub> and VT<sub>2</sub> occurred. A proportion of VO<sub>2max</sub> that an athlete can maintain for a specified time has traditionally been considered a measure of endurance (<xref ref-type="bibr" rid="B3">Billat, 1996</xref>; <xref ref-type="bibr" rid="B20">Joyner and Coyle, 2008</xref>). Research controversially indicates that trained athletes may exhibit a ventilatory threshold (overall equivalent to lactate thresholds) at a higher percentage of VO<sub>2max</sub> compared to untrained individuals (<xref ref-type="bibr" rid="B1">Alejo et al., 2022</xref>). In the present study, we found no difference for VT<sub>2</sub> between age categories, but professionals attained a higher percentage of VO<sub>2max</sub> at VT<sub>1</sub> than junior and U23 kayakers. However, when assessing endurance performance, it is recommended not to rely solely on this parameter to predict endurance performance accurately. Instead, it should be used with other factors, like vVO<sub>2max</sub> or peak power output (<xref ref-type="bibr" rid="B43">St&#xf8;a et al., 2020</xref>).</p>
<p>In longer distances (i.e., 1,000-m) also, aerobic power (indicated by VO<sub>2max</sub>) plays a vital role in successful performance (<xref ref-type="bibr" rid="B27">Michael et al., 2009</xref>; <xref ref-type="bibr" rid="B42">Zouhla et al., 2012</xref>). Regardless of the distance covered (500 or 1,000-m), the anaerobic pathway is the primary energy source at the start of the race, but it decreases and becomes almost exclusively aerobic toward the end (<xref ref-type="bibr" rid="B42">Zouhla et al., 2012</xref>). However, the contribution of aerobic metabolism during 1,000-m races is significantly greater than that of 500-m kayaking events (<xref ref-type="bibr" rid="B16">Fry and Morton, 1991</xref>; <xref ref-type="bibr" rid="B42">Zouhla et al., 2012</xref>; <xref ref-type="bibr" rid="B28">Paquette et al., 2018</xref>). Beyond the magnitude of aerobic and anaerobic contribution, the capacity of muscle to extract O<sub>2</sub>, which is independent of VO<sub>2max</sub>, is considered a more vital determinant of performance (<xref ref-type="bibr" rid="B28">Paquette et al., 2018</xref>). It is generally accepted that VO<sub>2max</sub> is determined by O<sub>2</sub> delivery (i.e., central component) and O<sub>2</sub> extraction by the active muscles (i.e., central component) (<xref ref-type="bibr" rid="B30">Sheykhlouvand et al., 2022</xref>; <xref ref-type="bibr" rid="B28">Paquette et al., 2018</xref> indicated that muscle capacity to extract O<sub>2</sub> strongly influences paddling performance and could be considered better predictor of performance than VO<sub>2max</sub> in sprint kayakers. In this study, we have not evaluated muscle oxygenation, and we cannot speculate in this regard, but O<sub>2</sub> extraction, could be considered an effective part of the peripheral component of aerobic fitness, affecting sprint kayak performance (<xref ref-type="bibr" rid="B28">Paquette et al., 2018</xref>).</p>
<p>Contrary to aerobic fitness, strength and power showed a remarkable difference between U23 and professionals, making them a more sensitive performance marker than VO<sub>2max</sub>. The importance of muscular strength and power production in kayaking performance has already been well-established (<xref ref-type="bibr" rid="B27">Michael et al., 2009</xref>; <xref ref-type="bibr" rid="B24">McKean and Burkett, 2014</xref>; <xref ref-type="bibr" rid="B29">Pickett et al., 2018</xref>). To optimize the average velocity of the boat and sprint performance, the athlete needs to generate considerable average power during each stroke and apply substantial average forces to the paddle blade while propelling forward (<xref ref-type="bibr" rid="B26">Messias et al., 2018</xref>; <xref ref-type="bibr" rid="B21">Kukic et al., 2022</xref>). Improved sprint kayak performance could be facilitated through an increase in the power-to-weight ratio of the athlete and a decrease in opposing drag forces imposed by air and water (<xref ref-type="bibr" rid="B27">Michael et al., 2009</xref>; <xref ref-type="bibr" rid="B24">McKean and Burkett, 2014</xref>). Standard and well-designed boats also can decrease both aerodynamic and hydrodynamic forces on the kayak and facilitate the movement of the kayak through the water (<xref ref-type="bibr" rid="B25">McKenzie and Berglund, 2019</xref>).</p>
<p>In line with the mentioned findings, we found a significantly different power-to-weight ratio between professionals and other age groups and U23 and junior kayakers, indicating a linear increase from the junior category to professional levels. Higher relative power could be partly attributed to greater strength and muscle mass observed in professionals compared to U23 and juniors (<xref ref-type="bibr" rid="B27">Michael et al., 2009</xref>). Despite a similar body mass observed between age groups, professional sprint kayakers had a greater muscle mass compared to U23 and junior athletes. The positive association between higher muscle mass and better force and power outputs of kayak stroke has already been well elucidated (<xref ref-type="bibr" rid="B19">Hamano et al., 2015</xref>; <xref ref-type="bibr" rid="B21">Kukic et al., 2022</xref>). Hence, body composition could be considered a main differentiating parameter between sprint kayakers of different age groups.</p>
<p>In accordance with our hypothesis, international-level sprint kayakers exhibited better VO<sub>2max</sub>, ventilatory threshold, muscular strength and power, body composition, and paddling performance. Provided such a vast difference, it could be recommended that to improve paddling performance, club-level athletes should focus on enhancing cardiorespiratory fitness, bio-motor abilities, and body composition to optimize their paddling performance.</p>
<p>Some limitations of the present study should be noted. Due to the limited presence of dedicated athletes competing across various distances, the arrangement of paddlers was not structured according to their specific racing distances. Moreover, the study&#x2019;s cross-sectional nature prevents making conclusions about performance prediction, even though distinctions among groups were noted. As a result, longitudinal research is necessary to ascertain the precise utility of these variables in accurately predicting performance among young kayakers.</p>
</sec>
<sec sec-type="conclusion" id="s5">
<title>5 Conclusion</title>
<p>In conclusion, speed and endurance indicators of sprint kayaking (VO<sub>2max</sub>, VT<sub>1</sub> and VT<sub>2</sub>, PPO, APO, strength, and muscle mass) appear to be the primary distinguishing factor between junior sprint kayakers and the higher age categories. Significant differences in cardiorespiratory fitness indicators were also observed between U23 and professional kayak sprinters, with the latter indicating better 500 and 1,000-m TT performance, muscular strength and power, VT<sub>1</sub>, but without differences in VO<sub>2max</sub>, and VT<sub>2</sub>. International-level athletes also showed superior cardiorespiratory fitness, bio-motor abilities, and body composition indicators than club-level sprint kayakers. While further longitudinal studies are required to validate these results, the current findings could aid coaches in prescribing training programs focusing on improving determining factors in paddling performance, as well as in predicting performance and identifying talent.</p>
</sec>
</body>
<back>
<sec sec-type="data-availability" id="s6">
<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="s7">
<title>Ethics statement</title>
<p>The studies involving humans were approved by the ethical committee of the Shaoguan University, China. 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="s8">
<title>Author contributions</title>
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<sec id="s9">
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<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>
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<title>Publisher&#x2019;s note</title>
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<fn id="fn1">
<label>1</label>
<p>
<ext-link ext-link-type="uri" xlink:href="http://www.canoeicf.com">www.canoeicf.com</ext-link>
</p>
</fn>
</fn-group>
<ref-list>
<title>References</title>
<ref id="B1">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Alejo</surname>
<given-names>L. B.</given-names>
</name>
<name>
<surname>Montalvo-P&#xe9;rez</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Valenzuela</surname>
<given-names>P. L.</given-names>
</name>
<name>
<surname>Revuelta</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Ozcoidi</surname>
<given-names>L. M.</given-names>
</name>
<name>
<surname>de la Calle</surname>
<given-names>V.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>Comparative analysis of endurance, strength and body composition indicators in professional, under-23 and junior cyclists</article-title>. <source>Front. Physiol.</source> <volume>13</volume>, <fpage>945552</fpage>. <pub-id pub-id-type="doi">10.3389/fphys.2022.945552</pub-id>
</citation>
</ref>
<ref id="B2">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Barzegar</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Arazi</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Mohsebbi</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Sheykhlouvand</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Forbes</surname>
<given-names>S. C.</given-names>
</name>
</person-group> (<year>2021</year>). <article-title>Caffeine co-ingested with carbohydrate on performance recovery in national level paddlers: A randomized, double-blind, crossover, placebo-controlled trial</article-title>. <source>J. Sport. Med. Phys. Fit.</source> <volume>62</volume>, <fpage>337</fpage>&#x2013;<lpage>342</lpage>. <pub-id pub-id-type="doi">10.23736/S0022-4707.21.12125-5</pub-id>
</citation>
</ref>
<ref id="B3">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Billat</surname>
<given-names>L. V.</given-names>
</name>
</person-group> <article-title>Use of blood lactate measurements for prediction of exercise performance and for control of training. Recommendations for long-distance running</article-title>. (<year>1996</year>). <article-title>Recommendations for long-distance running</article-title>. <source>Sports. Med.</source> <volume>22</volume>(<issue>3</issue>), <fpage>157</fpage>&#x2013;<lpage>175</lpage>. <pub-id pub-id-type="doi">10.2165/00007256-199622030-00003</pub-id>
</citation>
</ref>
<ref id="B4">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Bishop</surname>
<given-names>D.</given-names>
</name>
</person-group> (<year>2000</year>). <article-title>Physiological predictors of flat-water kayak performance in women</article-title>. <source>Eur. J. Appl. Physiol.</source> <volume>82</volume> (<issue>1-2</issue>), <fpage>91</fpage>&#x2013;<lpage>97</lpage>. <pub-id pub-id-type="doi">10.1007/s004210050656</pub-id>
</citation>
</ref>
<ref id="B5">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Borges</surname>
<given-names>T. O.</given-names>
</name>
<name>
<surname>Dascombe</surname>
<given-names>B.</given-names>
</name>
<name>
<surname>Bullock</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Coutts</surname>
<given-names>A. J.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Physiological characteristics of well-trained junior sprint kayak athletes</article-title>. <source>Int. J. Sports. Physiol. Perform.</source> <volume>10</volume>, <fpage>593</fpage>&#x2013;<lpage>599</lpage>. <pub-id pub-id-type="doi">10.1123/ijspp.2014-0292</pub-id>
</citation>
</ref>
<ref id="B6">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Buglione</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Lazzer</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Colli</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Introini</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Di Prampero</surname>
<given-names>P. E.</given-names>
</name>
</person-group> (<year>2011</year>). <article-title>Energetics of best performances in elite kayakers and canoeists</article-title>. <source>Med. Sci. Sports. Exerc.</source> <volume>43</volume> (<issue>5</issue>), <fpage>877</fpage>&#x2013;<lpage>884</lpage>. <pub-id pub-id-type="doi">10.1249/MSS.0b013e3181fdfdb7</pub-id>
</citation>
</ref>
<ref id="B7">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Byrnes</surname>
<given-names>W. C.</given-names>
</name>
<name>
<surname>Kearney</surname>
<given-names>J. T.</given-names>
</name>
</person-group> (<year>1997</year>). <article-title>Aerobic and anaerobic contributions during simulated canoe/kayak sprint events</article-title>. <source>Med. Sci. Sports. Exerc.</source> <volume>29</volume> (<issue>5</issue>), <fpage>S220</fpage>. <pub-id pub-id-type="doi">10.1097/00005768-199705001-01254</pub-id>
</citation>
</ref>
<ref id="B8">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Coelho</surname>
<given-names>B. C.</given-names>
</name>
<name>
<surname>Nakamura</surname>
<given-names>F. Y.</given-names>
</name>
<name>
<surname>Morgado</surname>
<given-names>M. C.</given-names>
</name>
<name>
<surname>Alves</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Di Baldassarre</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Flatt</surname>
<given-names>A.</given-names>
</name>
<etal/>
</person-group> (<year>2020</year>). <article-title>Prediction of simulated 1,000 m kayak ergometer performance in young athletes</article-title>. <source>Front. Public. Health</source> <volume>8</volume>, <fpage>526477</fpage>. <pub-id pub-id-type="doi">10.3389/fpubh.2020.526477</pub-id>
</citation>
</ref>
<ref id="B9">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Du</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Tao</surname>
<given-names>T.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Effects of a paddling-based high-intensity interval training prescribed using anaerobic speed reserve on sprint kayak performance</article-title>. <source>Front. Physiol.</source> <volume>13</volume>, <fpage>1077172</fpage>. <pub-id pub-id-type="doi">10.3389/fphys.2022.1077172</pub-id>
</citation>
</ref>
<ref id="B10">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>Earle</surname>
<given-names>R. W.</given-names>
</name>
</person-group> (<year>2006</year>). &#x201c;<article-title>Weight training exercise prescription</article-title>,&#x201d; in <source>Essentials of personal training symposium workbook</source> (<publisher-loc>Lincoln, NE</publisher-loc>: <publisher-name>NSCA Certification Commission</publisher-name>), <fpage>3</fpage>&#x2013;<lpage>39</lpage>.</citation>
</ref>
<ref id="B11">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Faul</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Erdfelder</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Lang</surname>
<given-names>A. G.</given-names>
</name>
<name>
<surname>Buchner</surname>
<given-names>A.</given-names>
</name>
</person-group> (<year>2007</year>). <article-title>G&#x2217;Power 3: A flexible statistical power analysis program for the social, behavioral, and biomedical sciences</article-title>. <source>
<italic>Behav. Res</italic>. Methods</source> <volume>39</volume>, <fpage>175</fpage>&#x2013;<lpage>191</lpage>. <pub-id pub-id-type="doi">10.3758/bf03193146</pub-id>
</citation>
</ref>
<ref id="B12">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fereshtian</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Sheykhlouvand</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Forbes</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Agha-Alinejad</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Gharaat</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Physiological and performance responses to high-intensity interval training in female inline speed skaters</article-title>. <source>Apunts. Med. L&#x2019;esport.</source> <volume>52</volume>, <fpage>131</fpage>&#x2013;<lpage>138</lpage>. <pub-id pub-id-type="doi">10.1016/j.apunts.2017.06.003</pub-id>
</citation>
</ref>
<ref id="B13">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Forbes</surname>
<given-names>S. C.</given-names>
</name>
<name>
<surname>Kennedy</surname>
<given-names>M. D.</given-names>
</name>
<name>
<surname>Boule</surname>
<given-names>N. B.</given-names>
</name>
<name>
<surname>Bell</surname>
<given-names>G.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>Determination of the optimal load setting for arm crank anaerobic testing in men and women</article-title>. <source>Int. J. Sports. Med.</source> <volume>35</volume>, <fpage>835</fpage>&#x2013;<lpage>839</lpage>. <pub-id pub-id-type="doi">10.1055/s-0034-1368789</pub-id>
</citation>
</ref>
<ref id="B14">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Forbes</surname>
<given-names>S. C.</given-names>
</name>
<name>
<surname>Sheykhlouvand</surname>
<given-names>M.</given-names>
</name>
</person-group> (<year>2016</year>). <article-title>A review of the physiological demands and nutritional strategies for canoe polo athletes</article-title>. <source>Sports. Nutr. Ther.</source> <volume>1</volume>, <fpage>116</fpage>. <pub-id pub-id-type="doi">10.4172/2473-6449.1000116</pub-id>
</citation>
</ref>
<ref id="B15">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Foster</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Barroso</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Beneke</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Bok</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Boullosa</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Casado</surname>
<given-names>A.</given-names>
</name>
<etal/>
</person-group> (<year>2022</year>). <article-title>How to succeed as an athlete: what we know, what we need to know</article-title>. <source>Int. J. Sports Physiol. Perform.</source> <volume>17</volume>, <fpage>333</fpage>&#x2013;<lpage>334</lpage>. <pub-id pub-id-type="doi">10.1123/ijspp.2021-0541</pub-id>
</citation>
</ref>
<ref id="B16">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Fry</surname>
<given-names>R. W.</given-names>
</name>
<name>
<surname>Morton</surname>
<given-names>A. R.</given-names>
</name>
</person-group> (<year>1991</year>). <article-title>Physiological and kinanthropometric attributes of elite flatwater kayakists</article-title>. <source>Med. Sci. Sports. Exerc.</source> <volume>23</volume> (<issue>11</issue>), <fpage>1297</fpage>&#x2013;<lpage>1301</lpage>. <pub-id pub-id-type="doi">10.1249/00005768-199111000-00016</pub-id>
</citation>
</ref>
<ref id="B17">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>G&#xe4;bler</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Prieske</surname>
<given-names>O.</given-names>
</name>
<name>
<surname>Elferink-Gemser</surname>
<given-names>M. T.</given-names>
</name>
<name>
<surname>Hortob&#xe1;gyi</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Warnke</surname>
<given-names>T.</given-names>
</name>
<name>
<surname>Granacher</surname>
<given-names>U.</given-names>
</name>
</person-group> (<year>2023</year>). <article-title>Measures of physical fitness improve prediction of kayak and canoe sprint performance in young kayakers and canoeists</article-title>. <source>J. Strength. Cond. Res.</source> <volume>37</volume> (<issue>6</issue>), <fpage>1264</fpage>&#x2013;<lpage>1270</lpage>. <pub-id pub-id-type="doi">10.1519/JSC.0000000000004055</pub-id>
</citation>
</ref>
<ref id="B18">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Gharaat</surname>
<given-names>M. A.</given-names>
</name>
<name>
<surname>Sheykhlouvand</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Eidi</surname>
<given-names>L. A.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Performance and recovery: effects of caffeine on a 2000-m rowing ergometer</article-title>. <source>Sport. Sci. Health.</source> <volume>16</volume>, <fpage>531</fpage>&#x2013;<lpage>542</lpage>. <pub-id pub-id-type="doi">10.1007/s11332-020-00643-5</pub-id>
</citation>
</ref>
<ref id="B19">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Hamano</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Ochi</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Tsuchiya</surname>
<given-names>Y.</given-names>
</name>
<name>
<surname>Muramatsu</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Suzukawa</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Igawa</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Relationship between performance test and body composition/physical strength characteristic in sprint canoe and kayak paddlers</article-title>. <source>J. Sports. Med.</source> <volume>6</volume>, <fpage>191</fpage>&#x2013;<lpage>199</lpage>. <pub-id pub-id-type="doi">10.2147/OAJSM.S82295</pub-id>
</citation>
</ref>
<ref id="B20">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Joyner</surname>
<given-names>M. J.</given-names>
</name>
<name>
<surname>Coyle</surname>
<given-names>E. F.</given-names>
</name>
</person-group> (<year>2008</year>). <article-title>Endurance exercise performance: the physiology of champions</article-title>. <source>J. Physiol.</source> <volume>586</volume>, <fpage>35</fpage>&#x2013;<lpage>44</lpage>. <pub-id pub-id-type="doi">10.1113/jphysiol.2007.143834</pub-id>
</citation>
</ref>
<ref id="B21">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Kuki&#x107;</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Petrovi&#x107;</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Greco</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Cataldi</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Fischetti</surname>
<given-names>F.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Association of anthropometrics and body composition with maximal and relative force and power of kayak stroke in competitive kayak athletes</article-title>. <source>Int. J. Environ. Res. Public. Health.</source> <volume>19</volume> (<issue>5</issue>), <fpage>2977</fpage>. <pub-id pub-id-type="doi">10.3390/ijerph19052977</pub-id>
</citation>
</ref>
<ref id="B22">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>L&#xf3;pez-Plaza</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Alacid</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Muyor</surname>
<given-names>J. M.</given-names>
</name>
<name>
<surname>L&#xf3;pez-Mi&#xf1;arro</surname>
<given-names>P. &#xc1;.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Sprint kayaking and canoeing performance prediction based on the relationship between maturity status, anthropometry and physical fitness in young elite paddlers</article-title>. <source>J. Sports. Sci.</source> <volume>35</volume> (<issue>11</issue>), <fpage>1083</fpage>&#x2013;<lpage>1090</lpage>. <pub-id pub-id-type="doi">10.1080/02640414.2016.1210817</pub-id>
</citation>
</ref>
<ref id="B23">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>McDonnell</surname>
<given-names>L. K.</given-names>
</name>
<name>
<surname>Hume</surname>
<given-names>P. A.</given-names>
</name>
<name>
<surname>Nolte</surname>
<given-names>V.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>An observational model for biomechanical assessment of sprint kayaking technique</article-title>. <source>Sports. Biomech.</source> <volume>11</volume>, <fpage>507</fpage>&#x2013;<lpage>523</lpage>. <pub-id pub-id-type="doi">10.1080/14763141.2012.724701</pub-id>
</citation>
</ref>
<ref id="B24">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>McKean</surname>
<given-names>M. R.</given-names>
</name>
<name>
<surname>Burkett</surname>
<given-names>B. J.</given-names>
</name>
</person-group> (<year>2014</year>). <article-title>The influence of upper-body strength on flat-water sprint kayak performance in elite athletes</article-title>. <source>Int. J. Sports. Physiol. Perform.</source> <volume>9</volume>, <fpage>707</fpage>&#x2013;<lpage>714</lpage>. <pub-id pub-id-type="doi">10.1123/ijspp.2013-0301</pub-id>
</citation>
</ref>
<ref id="B25">
<citation citation-type="book">
<person-group person-group-type="author">
<name>
<surname>McKenzie</surname>
<given-names>D.</given-names>
</name>
<name>
<surname>Berglund</surname>
<given-names>B.</given-names>
</name>
</person-group> (<year>2019</year>). <source>Handbook of sports medicine and science</source>. <publisher-loc>Canoeing</publisher-loc>: <publisher-name>John Wiley &#x26; Sons</publisher-name>.</citation>
</ref>
<ref id="B26">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Messias</surname>
<given-names>L. H. D.</given-names>
</name>
<name>
<surname>dos Reis</surname>
<given-names>I. G. M.</given-names>
</name>
<name>
<surname>Ferrari</surname>
<given-names>H. G.</given-names>
</name>
<name>
<surname>Gobatto</surname>
<given-names>C. A.</given-names>
</name>
<name>
<surname>Serra</surname>
<given-names>C. C. S.</given-names>
</name>
<name>
<surname>Papoti</surname>
<given-names>M.</given-names>
</name>
<etal/>
</person-group> (<year>2018</year>). <article-title>Novel paddle stroke analysis for elite slalom kayakers: relationship with force parameters</article-title>. <source>PLoS. ONE</source> <volume>13</volume>, <fpage>e0192835</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0192835</pub-id>
</citation>
</ref>
<ref id="B27">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Michael</surname>
<given-names>J. S.</given-names>
</name>
<name>
<surname>Smith</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Rooney</surname>
<given-names>K. B.</given-names>
</name>
</person-group> (<year>2009</year>). <article-title>Determinants of kayak paddling performance</article-title>. <source>Sports. Biomech.</source> <volume>8</volume>, <fpage>167</fpage>&#x2013;<lpage>179</lpage>. <pub-id pub-id-type="doi">10.1080/14763140902745019</pub-id>
</citation>
</ref>
<ref id="B28">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Paquette</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Bieuzen</surname>
<given-names>F.</given-names>
</name>
<name>
<surname>Billaut</surname>
<given-names>F.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Muscle oxygenation rather than VO2max as a strong predictor of performance in sprint canoe-kayak</article-title>. <source>Int. J. Sports. Physiol. Perform.</source> <volume>19</volume>, <fpage>1299</fpage>&#x2013;<lpage>1307</lpage>. <pub-id pub-id-type="doi">10.1123/ijspp.2018-0077</pub-id>
</citation>
</ref>
<ref id="B29">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Pickett</surname>
<given-names>C. W.</given-names>
</name>
<name>
<surname>Nosaka</surname>
<given-names>K.</given-names>
</name>
<name>
<surname>Zois</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Hopkins</surname>
<given-names>W. G.</given-names>
</name>
<name>
<surname>Blazevich</surname>
<given-names>A. J.</given-names>
</name>
</person-group> (<year>2018</year>). <article-title>Maximal upper-body strength and oxygen uptake are associated with performance in high-level 200-m sprint kayakers</article-title>. <source>J. Strength. Cond. Res.</source> <volume>32</volume>, <fpage>3186</fpage>&#x2013;<lpage>3192</lpage>. <pub-id pub-id-type="doi">10.1519/jsc.0000000000002398</pub-id>
</citation>
</ref>
<ref id="B30">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sheykhlouvand</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Arazi</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Astorino</surname>
<given-names>T. A.</given-names>
</name>
<name>
<surname>Suzuki</surname>
<given-names>K.</given-names>
</name>
</person-group> (<year>2022</year>). <article-title>Effects of a new form of resistance-type high-intensity interval training on cardiac structure, hemodynamics, and physiological and performance adaptations in well-trained kayak sprint athletes</article-title>. <source>Front. Physiol.</source> <volume>13</volume>, <fpage>850768</fpage>. <pub-id pub-id-type="doi">10.3389/fphys.2022.850768</pub-id>
</citation>
</ref>
<ref id="B31">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sheykhlouvand</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Forbes</surname>
<given-names>S. C.</given-names>
</name>
</person-group> (<year>2017</year>). <article-title>Aerobic capacities, anaerobic power, and anthropometric characteristics of elite female canoe polo players based on playing position</article-title>. <source>Sport. Sci. Health.</source> <volume>14</volume>, <fpage>19</fpage>&#x2013;<lpage>24</lpage>. <pub-id pub-id-type="doi">10.1007/s11332-017-0395-0</pub-id>
</citation>
</ref>
<ref id="B32">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sheykhlouvand</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Gharaat</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Bishop</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Khalili</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Karami</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Fereshtian</surname>
<given-names>S.</given-names>
</name>
</person-group> (<year>2015</year>). <article-title>Anthropometric, physiological, and performance characteristics of elite canoe polo players</article-title>. <source>Psychol. Neurosci.</source> <volume>8</volume>, <fpage>257</fpage>&#x2013;<lpage>266</lpage>. <pub-id pub-id-type="doi">10.1037/pne0000013</pub-id>
</citation>
</ref>
<ref id="B33">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sheykhlouvand</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Gharaat</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Khalili</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Agha-Alinejad</surname>
<given-names>H.</given-names>
</name>
</person-group> (<year>2016b</year>). <article-title>The effect of high-intensity interval training on ventilatory threshold and aerobic power in well-trained canoe polo athletes</article-title>. <source>Sci. Sports.</source> <volume>31</volume>, <fpage>283</fpage>&#x2013;<lpage>289</lpage>. <pub-id pub-id-type="doi">10.1016/j.scispo.2016.02.007</pub-id>
</citation>
</ref>
<ref id="B34">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sheykhlouvand</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Gharaat, 5</surname>
</name>
<name>
<surname>Khalili</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Agha-Alinejad</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Rahmaninia</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Arazi</surname>
<given-names>F.</given-names>
</name>
</person-group> (<year>2018a</year>). <article-title>Low-Volume high-intensity interval versus continuous endurance training: effects on hematological and cardiorespiratory system adaptations in professional canoe polo athletes</article-title>. <source>J. Strength. Cond. Res.</source> <volume>32</volume>, <fpage>1852</fpage>&#x2013;<lpage>1860</lpage>. <pub-id pub-id-type="doi">10.1519/JSC.0000000000002112</pub-id>
</citation>
</ref>
<ref id="B35">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sheykhlouvand</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Khalili</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Agha-Alinejad</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Gharaat</surname>
<given-names>M. A.</given-names>
</name>
</person-group> (<year>2016a</year>). <article-title>Hormonal and physiological adaptations to high-intensity interval training in professional male canoe polo athletes</article-title>. <source>J. Strength. Cond. Res.</source> <volume>30</volume>, <fpage>859</fpage>&#x2013;<lpage>866</lpage>. <pub-id pub-id-type="doi">10.1519/JSC.0000000000001161</pub-id>
</citation>
</ref>
<ref id="B36">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Sheykhlouvand</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Khalili</surname>
<given-names>E.</given-names>
</name>
<name>
<surname>Gharaat</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Arazi</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Khalafi</surname>
<given-names>M.</given-names>
</name>
<name>
<surname>Tarverdizadeh</surname>
<given-names>B.</given-names>
</name>
</person-group> (<year>2018b</year>). <article-title>Practical model of low-volume paddling-based sprint interval training improves aerobic and anaerobic performances in professional female canoe polo athletes</article-title>. <source>J. Strength. Cond. Res.</source> <volume>32</volume>, <fpage>2375</fpage>&#x2013;<lpage>2382</lpage>. <pub-id pub-id-type="doi">10.1519/JSC.0000000000002152</pub-id>
</citation>
</ref>
<ref id="B43">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>St&#xf8;a</surname>
<given-names>E. M.</given-names>
</name>
<name>
<surname>Helgerud</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>R&#xf8;nnestad</surname>
<given-names>B. R.</given-names>
</name>
<name>
<surname>Hansen</surname>
<given-names>J.</given-names>
</name>
<name>
<surname>Ellefsen</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>St&#xf8;ren</surname>
<given-names>&#x00D8;.</given-names>
</name>
</person-group> (<year>2020</year>). <article-title>Factors influencing running velocity at lactate threshold in male and female runners at different levels of performance</article-title>. <source>Front. Physiol.</source> <volume>11</volume>, <fpage>585267</fpage>. <pub-id pub-id-type="doi">10.3389/fphys.2020.585267</pub-id>
</citation>
</ref>
<ref id="B37">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Ual&#xed;</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Herrero</surname>
<given-names>A. J.</given-names>
</name>
<name>
<surname>Garatachea</surname>
<given-names>N.</given-names>
</name>
<name>
<surname>Mar&#xed;n</surname>
<given-names>P. J.</given-names>
</name>
<name>
<surname>Alvear-Ordenes</surname>
<given-names>I.</given-names>
</name>
<name>
<surname>Garc&#xed;aL&#xf3;pez</surname>
<given-names>D.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Maximal strength on different resistance training rowing exercises predicts start phase performance in elite kayakers</article-title>. <source>J. Strength. Cond. Res.</source> <volume>26</volume>, <fpage>941</fpage>&#x2013;<lpage>946</lpage>. <pub-id pub-id-type="doi">10.1519/JSC.0b013e31822e58f8</pub-id>
</citation>
</ref>
<ref id="B38">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>van Someren</surname>
<given-names>K. A.</given-names>
</name>
<name>
<surname>Howatson</surname>
<given-names>G.</given-names>
</name>
</person-group> (<year>2008</year>). <article-title>Prediction of flatwater kayaking performance</article-title>. <source>Int. J. Sports. Physiol. Perform.</source> <volume>3</volume> (<issue>2</issue>), <fpage>207</fpage>&#x2013;<lpage>218</lpage>. <pub-id pub-id-type="doi">10.1123/ijspp.3.2.207</pub-id>
</citation>
</ref>
<ref id="B39">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>van Someren</surname>
<given-names>K. A.</given-names>
</name>
<name>
<surname>Palmer</surname>
<given-names>G. S.</given-names>
</name>
</person-group> (<year>2003</year>). <article-title>Prediction of 200-m sprint kayaking performance</article-title>. <source>Can. J. Appl. Physiol.</source> <volume>28</volume> (<issue>4</issue>), <fpage>505</fpage>&#x2013;<lpage>517</lpage>. <pub-id pub-id-type="doi">10.1139/h03-039</pub-id>
</citation>
</ref>
<ref id="B40">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Winchcombe</surname>
<given-names>C. E.</given-names>
</name>
<name>
<surname>Binnie</surname>
<given-names>M. J.</given-names>
</name>
<name>
<surname>Doyle</surname>
<given-names>M. M.</given-names>
</name>
<name>
<surname>Hogan</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Peeling</surname>
<given-names>P.</given-names>
</name>
</person-group> (<year>2019</year>). <article-title>Development of an on-water graded exercise test for flat-water sprint kayak athletes</article-title>. <source>Int. J. Sports. Physiol. Perform.</source> <volume>14</volume>, <fpage>1244</fpage>&#x2013;<lpage>1249</lpage>. <pub-id pub-id-type="doi">10.1123/ijspp.2018-0717</pub-id>
</citation>
</ref>
<ref id="B41">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zamparo</surname>
<given-names>P.</given-names>
</name>
<name>
<surname>Capelli</surname>
<given-names>C.</given-names>
</name>
<name>
<surname>Guerrini</surname>
<given-names>G.</given-names>
</name>
</person-group> (<year>1999</year>). <article-title>Energetics of kayaking at submaximal and maximal speeds</article-title>. <source>Eur. J. Appl. Physiol. Occup. Physiol.</source> <volume>80</volume> (<issue>6</issue>), <fpage>542</fpage>&#x2013;<lpage>548</lpage>. <pub-id pub-id-type="doi">10.1007/s004210050632</pub-id>
</citation>
</ref>
<ref id="B42">
<citation citation-type="journal">
<person-group person-group-type="author">
<name>
<surname>Zouhla</surname>
<given-names>H.</given-names>
</name>
<name>
<surname>Le Douairon Lahaye</surname>
<given-names>S.</given-names>
</name>
<name>
<surname>Ben Abderrahaman</surname>
<given-names>A.</given-names>
</name>
<name>
<surname>Minter</surname>
<given-names>G.</given-names>
</name>
<name>
<surname>Herbez</surname>
<given-names>R.</given-names>
</name>
<name>
<surname>Castagna</surname>
<given-names>C.</given-names>
</name>
</person-group> (<year>2012</year>). <article-title>Energy system contribution to Olympic distances in flat water kayaking (500 and 1,000 m) in highly trained subjects</article-title>. <source>J. Strength. Cond. Res.</source> <volume>26</volume> (<issue>3</issue>), <fpage>825</fpage>&#x2013;<lpage>831</lpage>. <pub-id pub-id-type="doi">10.1519/JSC.0b013e31822766f7</pub-id>
</citation>
</ref>
</ref-list>
</back>
</article>