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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">JSSM</journal-id>
<journal-title-group>
<journal-title>Journal of Sports Science and Medicine</journal-title>
<abbrev-journal-title>J Sports Sci &#x0026; Med</abbrev-journal-title>
</journal-title-group>
<issn pub-type="epub">1303-2968</issn>
<publisher>
<publisher-name>Uludag University</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="publisher-id">jssm-14-602</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Research article</subject>
</subj-group>
</article-categories>
<title-group>
<article-title>Ultra-Short-Term Heart Rate Variability is Sensitive to Training Effects in Team Sports Players</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Nakamura</surname><given-names>Fabio Y.</given-names></name>
<xref ref-type="aff" rid="aff001"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff002"><sup>2</sup></xref>
<xref ref-type="corresp" rid="cor1">&#x2709;</xref>
<bio>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="jssm-14-602-g001.tif" mime-subtype="tiff"/>
<p><bold>Fabio Yuzo NAKAMURA</bold></p>
<sec>
<title>Employment</title>
<p>State University of Londrina</p>
</sec>
<sec>
<title>Degree</title>
<p>PhD</p>
</sec>
<sec>
<title>Research interests</title>
<p>Exercise physiology and physical performance in elite sports.</p>
<p><bold>E-mail:</bold> <email>fabioy_nakamura&#x0040;yahoo.com.br</email></p>
</sec>
</bio>
</contrib>
<contrib contrib-type="author">
<name><surname>Flatt</surname><given-names>Andrew A.</given-names></name>
<xref ref-type="aff" rid="aff003"><sup>3</sup></xref>
<bio>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="jssm-14-602-g002.tif" mime-subtype="tiff"/>
<p><bold>Andrew A. FLATT</bold></p>
<sec>
<title>Employment</title>
<p>University of Alabama, Department of Kinesiology, Exercise Physiology Laboratory, Tuscaloosa, AL, USA</p>
</sec>
<sec>
<title>Degree</title>
<p>MSc</p>
</sec>
<sec>
<title>Research interests</title>
<p>Heart rate variability, sports performance testing, strength and conditioning</p>
<p><bold>E-mail:</bold> <email>aflatt&#x0040;crimson.ua.edu</email></p>
</sec>
</bio>
</contrib>
<contrib contrib-type="author">
<name><surname>Pereira</surname><given-names>Lucas A.</given-names></name>
<xref ref-type="aff" rid="aff001"><sup>1</sup></xref>
<bio>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="jssm-14-602-g003.tif" mime-subtype="tiff"/>
<p><bold>Lucas A. PEREIRA</bold></p>
<sec>
<title>Employment</title>
<p>NAR - Nucleus of High Performance in Sport</p>
</sec>
<sec>
<title>Degree</title>
<p>MSc</p>
</sec>
<sec>
<title>Research interests</title>
<p>Neuromuscular adaptations to strength training and physical performance in elite sports.</p>
<p><bold>E-mail:</bold> <email>lucas.pereira&#x0040;narsp.com.br</email></p>
</sec>
</bio>
</contrib>
<contrib contrib-type="author">
<name><surname>Ramirez-Campillo</surname><given-names>Rodrigo</given-names></name>
<xref ref-type="aff" rid="aff004"><sup>4</sup></xref>
<bio>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="jssm-14-602-g004.tif" mime-subtype="tiff"/>
<p><bold>Rodrigo RAMIREZ-CAMPILLO</bold></p>
<sec>
<title>Employment</title>
<p>University of Los Lagos</p>
</sec>
<sec>
<title>Degree</title>
<p>PhD</p>
</sec>
<sec>
<title>Research interests</title>
<p>Exercise physiology and physical performance in elite sports.</p>
<p><bold>E-mail:</bold> <email>r.ramirez&#x0040;ulagos.cl</email></p>
</sec>
</bio>
</contrib>
<contrib contrib-type="author">
<name><surname>Loturco</surname><given-names>Irineu</given-names></name>
<xref ref-type="aff" rid="aff001"><sup>1</sup></xref>
<bio>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="jssm-14-602-g005.tif" mime-subtype="tiff"/>
<p><bold>Irineu LOTURCO</bold></p>
<sec>
<title>Employment</title>
<p>NAR - Nucleus of High Performance in Sport</p>
</sec>
<sec>
<title>Degree</title>
<p>PhD</p>
</sec>
<sec>
<title>Research interests</title>
<p>Training periodization, power, strength and speed training for physical performance in elite sports.</p>
<p><bold>E-mail:</bold> <email>irineu.loturco&#x0040;terra.com.br</email></p>
</sec>
</bio>
</contrib>
<contrib contrib-type="author">
<name><surname>Esco</surname><given-names>Michael R.</given-names></name>
<xref ref-type="aff" rid="aff003"><sup>3</sup></xref>
<bio>
<graphic xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="jssm-14-602-g006.tif" mime-subtype="tiff"/>
<p><bold>Michael R. ESCO</bold></p>
<sec>
<title>Employment</title>
<p>University of Alabama, Department of Kinesiology, Exercise Physiology Laboratory, Tuscaloosa, AL, USA</p>
</sec>
<sec>
<title>Degree</title>
<p>PhD</p>
</sec>
<sec>
<title>Research interests</title>
<p>Heart rate variability, measurement and evaluation, exercise and sport physiology</p>
<p><bold>E-mail:</bold> <email>mresco&#x0040;bamaed.ua.edu</email></p>
</sec>
</bio>
</contrib>
</contrib-group>
<aff id="aff001"><label>1</label> <institution>Nucleus of High Performance in Sport &#x2013; NAR, S&#x00E3;o Paulo</institution>, <addr-line>SP, Brazil</addr-line></aff>
<aff id="aff002"><label>2</label> <institution>State University of Londrina</institution>, <addr-line>Londrina, PR, Brazil</addr-line></aff>
<aff id="aff003"><label>3</label> <institution>University of Alabama, Department of Kinesiology, Exercise Physiology Laboratory</institution>, <addr-line>Tuscaloosa, AL, USA</addr-line></aff>
<aff id="aff004"><label>4</label> <institution>Department of Physical Activity Sciences, University of Los Lagos</institution>, <addr-line>Campus of Chuyaca, Osorno, Chile</addr-line></aff>
<author-notes>
<corresp id="cor1">&#x2709; FY, Av. Padre Jos&#x00E9; Maria, 555 - Santo Amaro, 04753-060 &#x2013; S&#x00E3;o Paulo, SP, Brazil</corresp>
</author-notes>
<pub-date pub-type="collection">
<month>09</month>
<year>2015</year>
</pub-date>
<pub-date pub-type="epub">
<day>01</day>
<month>09</month>
<year>2015</year>
</pub-date>
<volume>14</volume>
<issue>3</issue>
<fpage>602</fpage>
<lpage>605</lpage>
<history>
<date date-type="received">
<day>20</day>
<month>05</month>
<year>2015</year>
</date>
<date date-type="accepted">
<day>11</day>
<month>06</month>
<year>2015</year>
</date>
</history>
<permissions>
<copyright-statement>&#x00A9; Journal of Sports Science and Medicine</copyright-statement>
<copyright-year>2015</copyright-year>
</permissions>
<abstract>
<p>The aim of this study was to test the possibility of the ultra-short-term lnRMSSD (measured in 1-min post-1-min stabilization period) to detect training induced adaptations in futsal players. Twenty-four elite futsal players underwent HRV assessments pre- and post-three or four weeks preseason training. From the 10-min HRV recording period, lnRMSSD was analyzed in the following time segments: 1) from 0-5 min (i.e., stabilization period); 2) from 0-1 min; 1-2 min; 2-3 min; 3-4 min; 4-5 min and; 3) from 5-10 min (i.e., criterion period). The lnRMSSD was almost certainly higher (100/00/00) using the magnitude-based inference in all periods at the post- moment. The correlation between changes in ultra-short-term lnRMSSD (i.e., 0-1 min; 1-2 min; 2-3 min; 3-4 min; 4-5 min) and lnRMSSD<sub>Criterion</sub> ranged between 0.45-0.75, with the highest value (p = 0.75; 90% CI: 0.55 &#x2013; 0.85) found between ultra-short-term lnRMDSSD at 1-2 min and lnRMSSD<sub>Criterion</sub>. In conclusion, lnRMSSD determined in a short period of 1-min is sensitive to training induced changes in futsal players (based on the very large correlation to the criterion measure), and can be used to track cardiac autonomic adaptations.</p>
<p><boxed-text position="float">
<caption><title>Key points</title></caption>
<list list-type="bullet">
<list-item><p>The ultra-short-term (1 min) natural log of the root-mean-square difference of successive normal RR intervals (lnRMSSD) is sensitive to training effects in futsal players</p></list-item>
<list-item><p>The ultra-short-term lnRMSSD may simplify the assessment of the cardiac autonomic changes in the field compared to the traditional and lengthier (10 min duration) analysis</p></list-item>
<list-item><p>Coaches are encouraged to implement the ultra-short-term heart rate variability in their routines to monitor team sports athletes</p></list-item>
</list></boxed-text></p>
</abstract>
<kwd-group>
<title>Key words</title>
<kwd>Court sports</kwd>
<kwd>athletic monitoring</kwd>
<kwd>cardiac autonomic system</kwd>
<kwd>futsal</kwd>
</kwd-group>
<counts>
<fig-count count="6"/>
<table-count count="1"/>
<equation-count count="0"/>
<ref-count count="23"/>
<page-count count="4"/>
</counts>
</article-meta>
</front>
<body>
<sec id="sec1-1">
<title>Introduction</title>
<p>Heart rate variability (HRV) is becoming one of the most used training and recovery monitoring tools in sports sciences (de Oliveira Ottone et al., <xref ref-type="bibr" rid="ref7">2014</xref>; Plews et al., <xref ref-type="bibr" rid="ref19">2013</xref>). The Task Force recommends a period of 10-min for the assessment of HRV (i.e., 5-min stabilization period and a 5-min post-stabilization measurement period). However, more recently, a shortened post-stabilization measurement period (i.e., 1-min duration) has been proposed for analyzing athletes (Esco and Flatt, <xref ref-type="bibr" rid="ref8">2014</xref>; Flatt and Esco, <xref ref-type="bibr" rid="ref9">2015a</xref>). In fact, when the natural log of the root-mean-square difference of successive normal RR intervals (lnRMSSD - a simple and practical vagally-mediated index) is measured during the standard 5-min post-stabilization period (lnRMSSD<sub>Criterion</sub>) or the shortened 1-min post-stabilization measurement period, similar values have been observed. This was demonstrated using both electrocardiogram (ECG) and portable sports cardiofrequencimeters (Flatt and Esco, <xref ref-type="bibr" rid="ref9">2015a</xref>). Furthermore, the Bland-Altman analysis showed tight limits of agreement between 1-min lnRMSSD and lnRMSSD<sub>Criterion</sub> measures, while intraclass correlation coefficient (ICC) analysis have ranged between 0.84 and 0.97 (Flatt and Esco, <xref ref-type="bibr" rid="ref9">2015a</xref>). Therefore, the ultra-short-term HRV measurement method, demanding only 1-min of data acquisition after the stabilization period, may arguably improve the practicality of the cardiac autonomic activity monitoring on a daily basis.</p>
<p>The HRV indices (e.g., lnRMSSD) derived from traditional time-consuming methods have shown to be sensitive to training effects in team sports players (de Freitas et al., <xref ref-type="bibr" rid="ref6">2014</xref>; Oliveira et al., <xref ref-type="bibr" rid="ref15">2013</xref>; Soares-Caldeira et al., <xref ref-type="bibr" rid="ref22">2014</xref>). However, these studies used single measures per period of assessment, while recently some authors have proposed averaging multiple measures per week to increase the confidence of the data and sensitivity to detect changes related to variations in training loads (Flatt and Esco, <xref ref-type="bibr" rid="ref10">2015b</xref>; Plews et al., <xref ref-type="bibr" rid="ref17">2012</xref>; <xref ref-type="bibr" rid="ref18">2014</xref>). In this sense, shorter data acquisition procedures are appealing from a practical standpoint due to the difficulties in obtaining athletes&#x2019; compliance to the standard 10-min procedure, and the necessity of simple monitoring tools to quantify adaptation/maladaptation to sports training.</p>
<p>The aim of this study was to test the possibility of ultra-short-term lnRMSSD to detect training induced adaptations. This was accomplished by comparing the changes induced by training in futsal players while using the standard and shortened HRV, before and after the preseason.</p>
</sec>
<sec id="sec1-2" sec-type="methods">
<title>Methods</title>
<sec id="sec2-1">
<title>Participants</title>
<p>Twenty-four elite futsal players (22.9 &#x00B1; 4.2 years; 1.74 &#x00B1; 0.06 m; 74.4 &#x00B1; 7.6 kg; 1262.0 &#x00B1; 330.6 m in the Yo-Yo Intermittent Recovery Test, level 1) of two different teams, playing one of the most important state championships in Brazil (Paran&#x00E1; State Championship) took part in this study. The subjects of this study were directly involved in two different previous works published by our research group (Oliveira et al., <xref ref-type="bibr" rid="ref15">2013</xref>, Soares-Caldeira et al., <xref ref-type="bibr" rid="ref22">2014</xref>). The purposes of those studies were to verify the HRV and performance changes after a standard futsal preseason period. All studies were approved by the same Ethics Committee.</p>
</sec>
<sec id="sec2-2">
<title>Procedures</title>
<p>All HRV assessments were conducted pre- and post-three or four weeks of a standard futsal preseason, before starting the most important competition of the year. The pre and post HRV measures were performed at the same hour on the bench, in the seated position, in a quiet futsal court. The athletes arrived at the futsal gym for the first training session of the week, after &#x2248; 48 h of rest from training sessions, in a fasted state for 2 h and free of caffeine or alcohol consumption for at least 24 h.</p>
<p>Prior to data collection, athletes were provided with cardiofrequencimeters and chest strap transmitters, and received verbal instructions about how to proceed. Subsequently, athletes sat down and were given &#x003C;1-min to check for the functioning of the watch receiver for RR intervals acquisition. Participants received instructions to remain quiet, with eyes opened, and to breathe spontaneously (Bloomfield et al., <xref ref-type="bibr" rid="ref3">2001</xref>) over the acquisition period.</p>
</sec>
<sec id="sec2-3">
<title>HRV analysis</title>
<p>The RR interval recordings were obtained using a portable heart rate monitor (Polar&#x00AE; RS800cx, Kempele, Finland) at a sampling of 1,000 Hz, continuously for 10-min<sup>1</sup> (Task Force, <xref ref-type="bibr" rid="ref1">1996</xref>, Gamelin et al., <xref ref-type="bibr" rid="ref11">2006</xref>, Wallen et al., <xref ref-type="bibr" rid="ref23">2012</xref>) . Data were visually inspected to identify artifacts and ectopic beats (&#x003C;3%), which were manually removed and replaced by interpolation of adjacent RR intervals. The RR recordings were downloaded via accompanying Polar software (Polar&#x00AE; ProTrainer, Kempele, Finland) and exported for later analysis of time domain measures of HRV by Kubios v2 Heart Rate Variability software (Biosignal Analysis and Medical Imaging Group at the Department of Applied Physics, University of Kuopio, Kuopio, Finland).</p>
<p>The dependent variable analyzed was the root-mean-square difference of successive normal RR intervals (RMSSD), which was transformed in lnRMSSD to avoid outliers and simplify its analysis. This variable was expressed in milliseconds. From the 10-min HRV recording period, lnRMSSD was analyzed in the following time segments: 1) from 0-5 min (i.e., stabilization period); 2) from 0-1 min; 1-2 min; 2-3 min; 3-4 min; 4-5 min and; 3) from 5-10 min (i.e., criterion period); The 1-min measures will be collectively labeled as ultra-short-term measures.</p>
</sec>
<sec id="sec2-4">
<title>Statistical analysis</title>
<p>Data is presented in means and standard deviations (SD). The differences based on magnitudes (Batterham and Hopkins, <xref ref-type="bibr" rid="ref2">2006</xref>) were calculated to check the differences in the pre and post moments. The quantitative chances for the post- measures having higher, similar or lower values than pre- measures, using a smallest worthwhile change (SWC) of 3% (Buchheit, <xref ref-type="bibr" rid="ref4">2014</xref>) and a confidence internal (CI) of 90%, were assessed qualitatively as follows: &#x003C;1%, almost certainly not; 1% to 5%, very unlikely; 5% to 25%, unlikely; 25% to 75%, possible; 75% to 95%, likely; 95% to 99%, very likely; >99%, almost certain. If the chances of having better and poorer results were both >5%, the true difference was assessed as unclear. The spreadsheet available at: <ext-link ext-link-type="uri" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://www.sportsci.org/index-.html">http://www.sportsci.org/index-.html</ext-link> was used. Finally, the correlations between the ultra-short-term period of analysis (1 min) and criterion (5 min) was analysed using the Spearman&#x2019;s &#x03C1; test. The threshold used to qualitatively assess the correlations was based on Hopkins (<xref ref-type="bibr" rid="ref12">2002</xref>), using the following criteria: &#x003C;0.1, trivial; 0.1-0.3, small; 0.3-0.5, moderate; 0.5-0.7, large; 0.7-0.9, very large; >0.9 nearly perfect.</p>
</sec>
</sec>
<sec id="sec1-3">
<title>Results</title>
<p><xref ref-type="table" rid="table001">Table 1</xref> presents the ultra-short-term lnRMSSD and lnRMSSD<sub>Criterion</sub> values, both before and after preseason training. The lnRMSSD was almost certainly higher (100/00/00) in all periods at the post- moment.</p>
<p>The Spearman&#x2019;s &#x03C1; correlation between changes in ultra-short-term lnRMSSD (i.e., 0-1 min; 1-2 min; 2-3 min; 3-4 min; 4-5 min) and lnRMSSD<sub>Criterion</sub> ranged between 0.45-0.75, with the highest value (p = 0.75; 90% CI: 0.55 &#x2013; 0.85) found between ultra-short-term lnRMDSSD at 1-2 min and lnRMSSD<sub>Criterion</sub>.</p>
</sec>
<sec id="sec1-4">
<title>Discussion</title>
<p>This study revealed that the ultra-short-term lnRMSSD was as sensitive as lnRMSSD<sub>Criterion</sub> to training induced adaptations in elite futsal players. The changes were rated as almost certain for all periods, demonstrating the usefulness of HRV in detecting autonomic changes taking place in the preseason.</p>
<p>The vagal-related indices of HRV as measured using the standard procedures of the Task Force (<xref ref-type="bibr" rid="ref1">1996</xref>), including the stabilization period, have been shown to be responsive to training effects in both non-athletes and athletes (Da Silva et al., <xref ref-type="bibr" rid="ref5">2014</xref>; de Freitas et al., <xref ref-type="bibr" rid="ref6">2014</xref>; Oliveira et al., <xref ref-type="bibr" rid="ref15">2013</xref>; Plews et al., <xref ref-type="bibr" rid="ref19">2013</xref>; Sandercock et al., <xref ref-type="bibr" rid="ref20">2005</xref>; Soares-Caldeira et al., <xref ref-type="bibr" rid="ref22">2014</xref>). In general, a proper adaptation to the training loads leads to increased cardiac-parasympathetic activity (Da Silva et al., <xref ref-type="bibr" rid="ref5">2014</xref>; de Freitas et al., <xref ref-type="bibr" rid="ref6">2014</xref>; Kiviniemi et al., <xref ref-type="bibr" rid="ref13">2007</xref>; Oliveira et al., <xref ref-type="bibr" rid="ref15">2013</xref>; Soares-Caldeira et al., <xref ref-type="bibr" rid="ref22">2014</xref>), while prolonged overloading decreases this activity and inversely leads to high sympathetic modulation (Morales et al., <xref ref-type="bibr" rid="ref14">2014</xref>; Schmitt et al., <xref ref-type="bibr" rid="ref21">2013</xref>). For this reason, several research groups have been proposing constant monitoring of HRV on daily bases (Kiviniemi et al., <xref ref-type="bibr" rid="ref13">2007</xref>; Plews et al., <xref ref-type="bibr" rid="ref17">2012</xref>; <xref ref-type="bibr" rid="ref19">2013</xref>). However, this is impractical because coaches find it difficult to perform the standard procedure due to its long duration, making it difficult to keep the athletes quiet and thus potentially decreasing their adherence in successive daily measurements.</p>
<p>The ultra-short-term lnRMSSD measured after less than 60-s of stabilization was previously shown to have a high agreement with lnRMSSD<sub>Criterion</sub> (Esco and Flatt, <xref ref-type="bibr" rid="ref8">2014</xref>). This made the RR interval data acquisition more convenient and practical for daily use by coaches and athletes, although studies testing its sensitivity to training effects were still lacking. In this study, we further demonstrate the applicability of the shortened procedure to quantify lnRMSSD in team-sport players by showing that each of the 1-min windows within the stabilization period provided indices that were equally responsive to the effects of training compared to the criterion measure. This finding may help coaches and sport scientists in implementing daily (e.g., every morning after waking) assessments of HRV to guide subsequent training methods and loads and to quickly identify changes in cardiac autonomic regulation. In fact, daily HRV is labile and responsive to recent stressors - especially when averaged weekly - to reflect the effects of a given training microcycle (Flatt and Esco, <xref ref-type="bibr" rid="ref10">2015b</xref>, Plews et al., <xref ref-type="bibr" rid="ref17">2012</xref>, Plews et al., <xref ref-type="bibr" rid="ref18">2014</xref>). It remains to be determined if ultra-short-term HRV is sensitive to reductions of vagal influence on the heart due to overloading.</p>
<p>To conclude, the results reported herein reveal that lnRMSSD determined in short periods of 1-min, following only 1-min of stabilization, is sensitive to training induced changes in futsal players. This advances the practical use of this measure when monitoring athletes in field conditions.</p>
<sec id="sec2-5">
<title>Practical applications</title>
<p>Coaches and sport scientists are encouraged to use the simplified procedure of acquiring RR intervals in only 1-min, preceded by 1-min for stabilization, in the seated position at rest, to monitor vagally-mediated lnRMSSD on a daily basis due to its responsiveness to training effects. The lnRMSSD collected in a 1-min window is capable of showing meaningful alterations in the physiological state in the same direction and magnitude as the lengthier traditional procedure. Finally, the fact that portable cardiofrequencimeters can be used for this purpose in field conditions and that this procedure can be performed quickly before a training session make the ultra-short-term HRV appealing in sports settings.</p>
</sec>
</sec>
<sec id="sec1-5">
<title>Conclusion</title>
<p>To conclude, the results reported herein reveal that lnRMSSD determined in short periods of 1-min, following only 1-min of stabilization, is sensitive to training induced changes in futsal players. This advances the practical use of this measure when monitoring athletes in field conditions.</p>
</sec>
</body>
<back>
<ref-list>
<title>References</title>
<ref id="ref1"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Task</surname><given-names>Force of the European Society of Cardiology and the North American Society of Pacing and Electrophysiology</given-names></name></person-group>. (<year>1996</year>) <article-title>Heart rate variability. Standards of measurement, physiological interpretation, and clinical use</article-title>. <source>Circulation</source> <volume>17</volume>, <fpage>354</fpage>-<lpage>381</lpage>.</mixed-citation></ref>
<ref id="ref2"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Batterham</surname><given-names>A.M.</given-names></name><name><surname>Hopkins</surname><given-names>W.G.</given-names></name></person-group> (<year>2006</year>) <article-title>Making meaningful inferences about magnitudes</article-title>. <source>International Journal of Sports Physiology and Performance</source> <volume>1</volume>, <fpage>50</fpage>-<lpage>57</lpage>.</mixed-citation></ref>
<ref id="ref3"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Bloomfield</surname><given-names>D.M.</given-names></name><name><surname>Magnano</surname><given-names>A.</given-names></name><name><surname>Bigger</surname><given-names>J.T.</given-names><suffix>Jr.</suffix></name><name><surname>Rivadeneira</surname><given-names>H.</given-names></name><name><surname>Parides</surname><given-names>M.</given-names></name><name><surname>Steinman</surname><given-names>R.C.</given-names></name></person-group> (<year>2001</year>) <article-title>Comparison of spontaneous vs. metronome-guided breathing on assessment of vagal modulation using RR variability</article-title>. <source>American Journal of Physiology Heart and Circulatory Physiology</source> <volume>280</volume>, <fpage>H1145</fpage>-<lpage>1150</lpage>.</mixed-citation></ref>
<ref id="ref4"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Buchheit</surname><given-names>M</given-names></name></person-group>. (<year>2014</year>) <article-title>Monitoring training status with HR measures: do all roads lead to Rome</article-title>? <source>Frontiers in Physiology</source> <volume>5</volume>, <fpage>73</fpage>.</mixed-citation></ref>
<ref id="ref5"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Da Silva</surname><given-names>D.F.</given-names></name><name><surname>Verri</surname><given-names>S.M.</given-names></name><name><surname>Nakamura</surname><given-names>F.Y.</given-names></name><name><surname>Machado</surname><given-names>F.A.</given-names></name></person-group> (<year>2014</year>) <article-title>Longitudinal changes in cardiac autonomic function and aerobic fitness indices in endurance runners: A case study with a high-level team</article-title>. <source>European Journal of Sport Science</source> <volume>14</volume>, <fpage>443</fpage>-<lpage>451</lpage>.</mixed-citation></ref>
<ref id="ref6"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>De Freitas</surname><given-names>V.H.</given-names></name><name><surname>Pereira</surname><given-names>L.A.</given-names></name><name><surname>De Souza</surname><given-names>E.A.</given-names></name><name><surname>Leicht</surname><given-names>A.S.</given-names></name><name><surname>Bertollo</surname><given-names>M.</given-names></name><name><surname>Nakamura</surname><given-names>F.Y.</given-names></name></person-group> (<year>2014</year>) <article-title>Sensitivity of Yo-Yo IR and cardiac autonomic responses to training in futsal players</article-title>. <source>International Journal of Sports Physiology and Performance</source>. (<comment>In press</comment>).</mixed-citation></ref>
<ref id="ref7"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>De Oliveira Ottone</surname><given-names>V.</given-names></name><name><surname>De Castro Magalhaes</surname><given-names>F.</given-names></name><name><surname>De Paula</surname><given-names>F.</given-names></name><name><surname>Avelar</surname><given-names>N.C.</given-names></name><name><surname>Aguiar</surname><given-names>P.F.</given-names></name><name><surname>Da Matta Sampaio</surname><given-names>P.F.</given-names></name><name><surname>Duarte</surname><given-names>T.C.</given-names></name><name><surname>Costa</surname><given-names>K.B.</given-names></name><name><surname>Araujo</surname><given-names>T.L.</given-names></name><name><surname>Coimbra</surname><given-names>C.C.</given-names></name><name><surname>Nakamura</surname><given-names>F.Y.</given-names></name><name><surname>Amorim</surname><given-names>F.T.</given-names></name><name><surname>Rocha-Vieira</surname><given-names>E.</given-names></name></person-group> (<year>2014</year>) <article-title>The effect of different water immersion temperatures on post-exercise parasympathetic reactivation</article-title>. <source>PloS One</source> <volume>9</volume>, <fpage>e113730</fpage>.</mixed-citation></ref>
<ref id="ref8"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Esco</surname><given-names>M.R.</given-names></name><name><surname>Flatt</surname><given-names>A.A.</given-names></name></person-group> (<year>2014</year>) <article-title>Ultra-short-term heart rate variability indexes at rest and post-exercise in athletes: evaluating the agreement with accepted recommendations</article-title>. <source>Journal of Sports Science &#x0026; Medicine</source> <volume>13</volume>, <fpage>535</fpage>-<lpage>541</lpage>.</mixed-citation></ref>
<ref id="ref9"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Flatt</surname><given-names>A.A.</given-names></name><name><surname>Esco</surname><given-names>M.R.</given-names></name></person-group> (<year>2015a</year>) <article-title>Heart rate variability stabilization in athletes: towards more convenient data acquisition</article-title>. <source>Clinical Physiology and Functional Imaging</source>.</mixed-citation></ref>
<ref id="ref10"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Flatt</surname><given-names>A.A.</given-names></name><name><surname>Esco</surname><given-names>M.R.</given-names></name></person-group> (<year>2015b</year>) <article-title>Smartphone-derived Heart Rate Variability and Training Load in a Female Soccer Team</article-title>. <source>International Journal of Sports Physiology and Performance</source>. (<comment>In press</comment>).</mixed-citation></ref>
<ref id="ref11"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Gamelin</surname><given-names>F.X.</given-names></name><name><surname>Berthoin</surname><given-names>S.</given-names></name><name><surname>Bosquet</surname><given-names>L.</given-names></name></person-group> (<year>2006</year>) <article-title>Validity of the polar S810 heart rate monitor to measure R-R intervals at rest</article-title>. <source>Medicine and Science in Sports and Exercise</source> <volume>38</volume>, <fpage>887</fpage>-<lpage>893</lpage>.</mixed-citation></ref>
<ref id="ref12"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Hopkins</surname><given-names>W.G.</given-names></name></person-group> (<year>2002</year>) <article-title>A Scale of Magnitudes for Effect Statistics</article-title>. <source>A New View of Statistics</source>. <comment>Avaliable from URL: <ext-link ext-link-type="uri" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="http://www.sportsci.org/resource/stats/effectmag.html">http://www.sportsci.org/resource/stats/effectmag.html</ext-link></comment></mixed-citation></ref>
<ref id="ref13"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Kiviniemi</surname><given-names>A.M.</given-names></name><name><surname>Hautala</surname><given-names>A.J.</given-names></name><name><surname>Kinnunen</surname><given-names>H.</given-names></name><name><surname>Tulppo</surname><given-names>M.P.</given-names></name></person-group> (<year>2007</year>) <article-title>Endurance training guided individually by daily heart rate variability measurements</article-title>. <source>European Journal of Applied Physiology</source> <volume>101</volume>, <fpage>743</fpage>-<lpage>751</lpage>.</mixed-citation></ref>
<ref id="ref14"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Morales</surname><given-names>J.</given-names></name><name><surname>Alamo</surname><given-names>J.M.</given-names></name><name><surname>Garcia-Masso</surname><given-names>X.</given-names></name><name><surname>Busca</surname><given-names>B.</given-names></name><name><surname>Lopez</surname><given-names>J.L.</given-names></name><name><surname>Serra-Ano</surname><given-names>P.</given-names></name><name><surname>Gonzalez</surname><given-names>L.M.</given-names></name></person-group> (<year>2014</year>) <article-title>Use of heart rate variability in monitoring stress and recovery in judo athletes</article-title>. <source>Journal of Strength and Conditioning Research</source> <volume>28</volume>, <fpage>1896</fpage>-<lpage>905</lpage>.</mixed-citation></ref>
<ref id="ref15"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Oliveira</surname><given-names>R.S.</given-names></name><name><surname>Leicht</surname><given-names>A.S.</given-names></name><name><surname>Bishop</surname><given-names>D.</given-names></name><name><surname>Barbero-Alvarez</surname><given-names>J.C.</given-names></name><name><surname>Nakamura</surname><given-names>F.Y.</given-names></name></person-group> (<year>2013</year>) <article-title>Seasonal changes in physical performance and heart rate variability in high level futsal players</article-title>. <source>International Journal of Sports Medicine</source> <volume>34</volume>, <fpage>424</fpage>-<lpage>430</lpage>.</mixed-citation></ref>
<ref id="ref16"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Pereira</surname><given-names>L.A.</given-names></name><name><surname>Flatt</surname><given-names>A.A.</given-names></name><name><surname>Ramirez-Campillo</surname><given-names>R.</given-names></name><name><surname>Loturco</surname><given-names>I.</given-names></name><name><surname>Nakamura</surname><given-names>F.Y.</given-names></name></person-group> (<year>2015</year>) <article-title>Assessing shortened field-based heart rate variability data acquisition in team-sport athletes</article-title>. <source>International Journal of Sports Physiology and Performance</source>. (<comment>In press</comment>).</mixed-citation></ref>
<ref id="ref17"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Plews</surname><given-names>D.J.</given-names></name><name><surname>Laursen</surname><given-names>P.B.</given-names></name><name><surname>Kilding</surname><given-names>A.E.</given-names></name><name><surname>Buchheit</surname><given-names>M.</given-names></name></person-group> (<year>2012</year>) <article-title>Heart rate variability in elite triathletes, is variation in variability the key to effective training? A case comparison</article-title>. <source>European Journal of Applied Physiology</source> <volume>112</volume>, <fpage>3729</fpage>-<lpage>3741</lpage>.</mixed-citation></ref>
<ref id="ref18"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Plews</surname><given-names>D.J.</given-names></name><name><surname>Laursen</surname><given-names>P.B.</given-names></name><name><surname>Le Meur</surname><given-names>Y.</given-names></name><name><surname>Hausswirth</surname><given-names>C.</given-names></name><name><surname>Kilding</surname><given-names>A.E.</given-names></name><name><surname>Buchheit</surname><given-names>M.</given-names></name></person-group> (<year>2014</year>) <article-title>Monitoring training with heart rate-variability: how much compliance is needed for valid assessment</article-title>? <source>International Journal of Sports Physiology and Performance</source> <volume>9</volume>, <fpage>783</fpage>-<lpage>790</lpage>.</mixed-citation></ref>
<ref id="ref19"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Plews</surname><given-names>D.J.</given-names></name><name><surname>Laursen</surname><given-names>P.B.</given-names></name><name><surname>Stanley</surname><given-names>J.</given-names></name><name><surname>Kilding</surname><given-names>A.E.</given-names></name><name><surname>Buchheit</surname><given-names>M.</given-names></name></person-group> (<year>2013</year>) <article-title>Training adaptation and heart rate variability in elite endurance athletes: opening the door to effective monitoring</article-title>. <source>Sports Medicine</source> <volume>43</volume>, <fpage>773</fpage>-<lpage>781</lpage>.</mixed-citation></ref>
<ref id="ref20"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Sandercock</surname><given-names>G.R.</given-names></name><name><surname>Bromley</surname><given-names>P.D.</given-names></name><name><surname>Brodie</surname><given-names>D.A.</given-names></name></person-group> (<year>2005</year>) <article-title>Effects of exercise on heart rate variability: inferences from meta-analysis</article-title>. <source>Medicine and Science in Sports and Exercise</source> <volume>37</volume>, <fpage>433</fpage>-<lpage>439</lpage>.</mixed-citation></ref>
<ref id="ref21"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Schmitt</surname><given-names>L.</given-names></name><name><surname>Regnard</surname><given-names>J.</given-names></name><name><surname>Desmarets</surname><given-names>M.</given-names></name><name><surname>Mauny</surname><given-names>F.</given-names></name><name><surname>Mourot</surname><given-names>L.</given-names></name><name><surname>Fouillot</surname><given-names>J.P.</given-names></name><name><surname>Coulmy</surname><given-names>N.</given-names></name><name><surname>Millet</surname><given-names>G.</given-names></name></person-group> (<year>2013</year>) <article-title>Fatigue shifts and scatters heart rate variability in elite endurance athletes</article-title>. <source>PloS One</source> <volume>8</volume>, <fpage>e71588</fpage>.</mixed-citation></ref>
<ref id="ref22"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Soares-Caldeira</surname><given-names>L.F.</given-names></name><name><surname>De Souza</surname><given-names>E.A.</given-names></name><name><surname>De Freitas</surname><given-names>V.H.</given-names></name><name><surname>De Moraes</surname><given-names>S.M.</given-names></name><name><surname>Leicht</surname><given-names>A.S.</given-names></name><name><surname>Nakamura</surname><given-names>F.Y.</given-names></name></person-group> (<year>2014</year>) <article-title>Effects of additional repeated sprint training during preseason on performance, heart rate variability, and stress symptoms in futsal players: a randomized controlled trial</article-title>. <source>Journal of Strength and Conditioning Research</source> <volume>28</volume>, <fpage>2815</fpage>-<lpage>2826</lpage>.</mixed-citation></ref>
<ref id="ref23"><mixed-citation publication-type="journal"><person-group person-group-type="author"><name><surname>Wallen</surname><given-names>M.B.</given-names></name><name><surname>Hasson</surname><given-names>D.</given-names></name><name><surname>Theorell</surname><given-names>T.</given-names></name><name><surname>Canlon</surname><given-names>B.</given-names></name><name><surname>Osika</surname><given-names>W.</given-names></name></person-group> (<year>2012</year>) <article-title>Possibilities and limitations of the Polar RS800 in measuring heart rate variability at rest</article-title>. <source>European Journal of Applied Physiology</source> <volume>112</volume>, <fpage>1153</fpage>-<lpage>1165</lpage>.</mixed-citation></ref>
</ref-list>
</back>
<floats-group>
<table-wrap id="table001" position="float" orientation="portrait">
<label>Table 1.</label>
<caption><p>Means (&#x00B1;SD<xref ref-type="table-fn" rid="tfn001">&#x2020;</xref>) for the ultra-short-term lnRMSSD (i.e., 0-1 min; 1-2 min; 2-3 min; 3-4 min; 4-5 min) and lnRMSSD<sub>Criterion</sub> values obtained before and after 3-4 weeks of preseason training in futsal players (n = 24).</p></caption>
<table rules="all" frame="box">
<thead>
<tr>
<th align="left" valign="top"></th>
<th align="center" valign="top">Before</th>
<th align="center" valign="top">After</th>
<th align="center" valign="top"><xref ref-type="table-fn" rid="tfn002">&#x0394;%</xref> (90% CI)</th>
<th align="center" valign="top">Lower/Trivial/Higher (<italic>rating</italic>)</th>
</tr>
</thead>
<tbody>
<tr>
<td align="left" valign="top"><bold>0-1 min</bold></td>
<td align="center" valign="top">3.3 (.6)</td>
<td align="center" valign="top">3.7 (.6)</td>
<td align="center" valign="top">12.4 (9.0-18.1)</td>
<td align="center" valign="top">00/00/100 (<italic>almost certainly</italic>)</td>
</tr>
<tr>
<td align="left" valign="top"><bold>1-2 min</bold></td>
<td align="center" valign="top">3.1 (.8)</td>
<td align="center" valign="top">3.7 (.5)</td>
<td align="center" valign="top">17.4 (9.5-25.4)</td>
<td align="center" valign="top">00/00/100 (<italic>almost certainly</italic>)</td>
</tr>
<tr>
<td align="left" valign="top"><bold>2-3 min</bold></td>
<td align="center" valign="top">3.2 (.7)</td>
<td align="center" valign="top">3.6 (.5)</td>
<td align="center" valign="top">11.9 (6.2-15.5)</td>
<td align="center" valign="top">00/00/100 (<italic>almost certainly</italic>)</td>
</tr>
<tr>
<td align="left" valign="top"><bold>3-4 min</bold></td>
<td align="center" valign="top">3.2 (.7)</td>
<td align="center" valign="top">3.7 (.5)</td>
<td align="center" valign="top">15.2 (9.4-18.9)</td>
<td align="center" valign="top">00/00/100 (<italic>almost certainly</italic>)</td>
</tr>
<tr>
<td align="left" valign="top"><bold>4-5 min</bold></td>
<td align="center" valign="top">3.2 (.6)</td>
<td align="center" valign="top">3.6 (.5)</td>
<td align="center" valign="top">13.7 (9.5-18.9)</td>
<td align="center" valign="top">00/00/100 (<italic>almost certainly</italic>)</td>
</tr>
<tr>
<td align="left" valign="top"><bold>Criterion (5-10 min)</bold></td>
<td align="center" valign="top">3.2 (.6)</td>
<td align="center" valign="top">3.7 (.4)</td>
<td align="center" valign="top">16.1 (12.5-18.8)</td>
<td align="center" valign="top">00/00/100 (<italic>almost certainly</italic>)</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="tfn001"><p>&#x2020;: values are expressed in milliseconds</p></fn>
<fn id="tfn002"><p>&#x0394;%: percentage of change.</p></fn>
</table-wrap-foot>
</table-wrap>
</floats-group>
</article>
