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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Sports Act. Living</journal-id>
<journal-title>Frontiers in Sports and Active Living</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Sports Act. Living</abbrev-journal-title>
<issn pub-type="epub">2624-9367</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fspor.2025.1521073</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Sports and Active Living</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Validation of &#x201C;<italic>creactability</italic>&#x201D; scale in football: a Rasch modeling approach</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author"><name><surname>Shin</surname><given-names>Jhinyi</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/2216132/overview"/><role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/><role content-type="https://credit.niso.org/contributor-roles/data-curation/"/><role content-type="https://credit.niso.org/contributor-roles/methodology/"/><role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/><role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/><role content-type="https://credit.niso.org/contributor-roles/validation/"/></contrib>
<contrib contrib-type="author"><name><surname>Kim</surname><given-names>Jongwon</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref><uri xlink:href="https://loop.frontiersin.org/people/772139/overview" /><role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/><role content-type="https://credit.niso.org/contributor-roles/formal-analysis/"/><role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/></contrib>
<contrib contrib-type="author" corresp="yes"><name><surname>Lee</surname><given-names>Miyoung</given-names></name>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<xref ref-type="corresp" rid="cor1">&#x002A;</xref><uri xlink:href="https://loop.frontiersin.org/people/1618317/overview" /><role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/><role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/><role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/><role content-type="https://credit.niso.org/contributor-roles/data-curation/"/><role content-type="https://credit.niso.org/contributor-roles/methodology/"/><role content-type="https://credit.niso.org/contributor-roles/software/"/><role content-type="https://credit.niso.org/contributor-roles/supervision/"/></contrib>
<contrib contrib-type="author" corresp="yes"><name><surname>Lee</surname><given-names>Won Jae</given-names></name>
<xref ref-type="aff" rid="aff4"><sup>4</sup></xref>
<xref ref-type="corresp" rid="cor1">&#x002A;</xref><uri xlink:href="https://loop.frontiersin.org/people/2881256/overview" /><role content-type="https://credit.niso.org/contributor-roles/conceptualization/"/><role content-type="https://credit.niso.org/contributor-roles/writing-original-draft/"/><role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/><role content-type="https://credit.niso.org/contributor-roles/funding-acquisition/"/><role content-type="https://credit.niso.org/contributor-roles/investigation/"/><role content-type="https://credit.niso.org/contributor-roles/project-administration/"/><role content-type="https://credit.niso.org/contributor-roles/validation/"/></contrib>
</contrib-group>
<aff id="aff1"><label><sup>1</sup></label><institution>Department of Physical Education, Chonnam National University</institution>, <addr-line>Gwangju</addr-line>, <country>Republic of Korea</country></aff>
<aff id="aff2"><label><sup>2</sup></label><institution>Department of Data Science, BEPRO Inc.</institution>, <addr-line>Seoul</addr-line>, <country>Republic of Korea</country></aff>
<aff id="aff3"><label><sup>3</sup></label><institution>Department of Sport, Health, and Rehabilitation, Kookmin University</institution>, <addr-line>Seoul</addr-line>, <country>Republic of Korea</country></aff>
<aff id="aff4"><label><sup>4</sup></label><institution>Department of Sport Industry and Leisure, Kookmin University</institution>, <addr-line>Seoul</addr-line>, <country>Republic of Korea</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/403289/overview">Rub&#x00E9;n Maneiro</ext-link>, University of Vigo, Spain</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/2964541/overview">Rama Kurniawan</ext-link>, State University of Malang, Indonesia</p>
<p><ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/3116622/overview">Miguel Pic</ext-link>, University of Valladolid, Spain</p></fn>
<corresp id="cor1"><label>&#x002A;</label><bold>Correspondence:</bold> Miyoung Lee <email>mylee@kookmin.ac.kr</email> Won Jae Lee <email>wjlee@kookmin.ac.kr</email></corresp>
</author-notes>
<pub-date pub-type="epub"><day>26</day><month>08</month><year>2025</year></pub-date>
<pub-date pub-type="collection"><year>2025</year></pub-date>
<volume>7</volume><elocation-id>1521073</elocation-id>
<history>
<date date-type="received"><day>24</day><month>02</month><year>2025</year></date>
<date date-type="accepted"><day>23</day><month>07</month><year>2025</year></date>
</history>
<permissions>
<copyright-statement>&#x00A9; 2025 Shin, Kim, Lee and Lee.</copyright-statement>
<copyright-year>2025</copyright-year><copyright-holder>Shin, Kim, Lee and Lee</copyright-holder><license license-type="open-access" xlink:href="http://creativecommons.org/licenses/by/4.0/">
<p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="http://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract><sec><title>Purpose</title>
<p>The aim of this study was to investigate the construct-related validity evidence of the &#x201C;<italic>creactability</italic>&#x201D; scale, developed for athletes in the sports field, using the Rasch model. The specific aims were (1) each scale measures a unidimensional construct, (2) the scale items investigate the Differential Item Functioning (DIF) base on team group (i.e., the rankings of higher and lower teams), (3) the range of &#x201C;<italic>creactability</italic>&#x201D; item difficulty and personal ability (respondents &#x201C;<italic>creactability</italic>&#x201D; levels) are wide enough to assess the &#x201C;<italic>creactability</italic>&#x201D; changes, and (4) &#x201C;<italic>creactability</italic>&#x201D; differs across subscales (7 points).</p>
</sec><sec><title>Methods</title>
<p>For Rasch analysis, data from a total of 241 football players were used from the K-League (Korean Professional Football League), excluding goalkeepers due to their different abilities and roles from other field players. The coaches from 7 teams evaluated their players (34.4 players on average per team). The &#x201C;<italic>creactability</italic>&#x201D; scale included a total of 9 items, consisting of 3 items each for subfactors (i.e., quickness, creativity, and adaptability) with a 7-point Likert scale. The Rasch model was applied using WINSTEPS Version 5.7.4 and FACETS Version 4.1.8.</p>
</sec><sec><title>Results</title>
<p>The results (1) Confirmed the unidimensionality of all 9 items, as their infit and outfit values fell within the range of 0.7&#x2013;1.3. (2) None of the items in the position scales showed statistically significant DIF (<italic>p</italic>&#x2009;&#x003E;&#x2009;0.05). (3) The Person Separation Index (PSI) criterion value for the &#x201C;<italic>creactability</italic>&#x201D; scale of football players is 4, which was within a range of 0&#x2013;7 point. (4) All subscales demonstrated good-fit in both infit and outfit, ranging between 0.69 and 1.28, respectively. The response rate for scales 4&#x2013;5&#x2013;6 point was 68&#x0025;, and the outfit for respondents across all scales were satisfactory at 1.30 or lower.</p>
</sec><sec><title>Conclusion</title>
<p>Physical activity (PA) should be maintained or increased, particularly in the context of social distancing measures during the pandemic. To ensure that PA can be sustained, a program should be developed that considers the individual&#x0027;s geographical location, economic status, lifestyle, and environment.</p>
</sec>
</abstract>
<kwd-group>
<kwd>item response theory</kwd>
<kwd>athlete</kwd>
<kwd>quickness</kwd>
<kwd>creativity</kwd>
<kwd>adaptability</kwd>
</kwd-group><contract-num rid="cn001">SR202107003</contract-num><contract-sponsor id="cn001">Ministry of Culture, Sports and Tourism (MCST)</contract-sponsor><counts>
<fig-count count="3"/>
<table-count count="4"/><equation-count count="0"/><ref-count count="58"/><page-count count="9"/><word-count count="0"/></counts><custom-meta-wrap><custom-meta><meta-name>section-at-acceptance</meta-name><meta-value>Sport Psychology</meta-value></custom-meta></custom-meta-wrap>
</article-meta>
</front>
<body><sec id="s1" sec-type="intro"><label>1</label><title>Introduction</title>
<p>The ability to make creative decisions is crucial in sports games (<xref ref-type="bibr" rid="B1">1</xref>), as well as in other fields such as music, art, and science (<xref ref-type="bibr" rid="B2">2</xref>&#x2013;<xref ref-type="bibr" rid="B4">4</xref>). In football, quick decision-making and creativity are particularly important due to the dynamic nature of the sport, where 22 players consistently interact. The creativity allows players to deal more effectively with unique situations while making it hard for opposition to predict what they will do next (<xref ref-type="bibr" rid="B1">1</xref>). Creativity is defined as the player&#x0027;s ability to generate various solutions that are not only original but also appropriate and useful (<xref ref-type="bibr" rid="B4">4</xref>, <xref ref-type="bibr" rid="B5">5</xref>). From a tactical standpoint, creativity involves generating diverse solutions to problems in specific situations, characterized by their surprise and rarity (<xref ref-type="bibr" rid="B6">6</xref>). Therefore, creativity is associated with a player&#x0027;s ability to make decisions in a specific context, making opponents less likely to anticipate their moves (<xref ref-type="bibr" rid="B7">7</xref>).</p>
<p>In the meantime, creativity has not been well utilized as an evaluation factor when assessing the performance of players (teams) in football. Creativity is generally deemed to intangible quality, which is impossible to be assessed through statistics (<xref ref-type="bibr" rid="B8">8</xref>). While the conventional concept of creativity is appropriate for explaining works of art, such as paintings, sculptures, poems, and songs, it falls short when applied to improvisational performing arts like jazz, freestyle rap, and dance, where creativity is influenced by time constraints. Although the concept of improvisation, which includes both creativity and spontaneity (<xref ref-type="bibr" rid="B9">9</xref>), has been introduced, the sports context remains distinct from the arts.</p>
<p>The concept of &#x201C;<italic>creactability</italic>&#x201D; a construct that integrates creativity, quickness, and adaptability has been proposed as a more comprehensive framework for evaluating football performance than traditional measures of creativity. Athletes must be creative, spontaneous, and competitive within the formal constraints of the game, and &#x201C;<italic>creactability</italic>&#x201D; reflects these demands more effectively than isolated cognitive or physical indicators.</p>
<p>&#x201C;<italic>creactability</italic>&#x201D; comprises three core sub-factors quickness, creativity, and adaptability. It is further influenced by behavioral and psychological attributes such as analytical skills, positivity, composure, fundamental skills, and immersion. These factors collectively enhance a player&#x0027;s ability to respond effectively to rapidly changing play conditions an essential competency in modern football. In particular, quickness and adaptability facilitate rapid transitions between offensive and defensive roles, split-second decision-making, and flexible reactions to opponents&#x0027; movements (<xref ref-type="bibr" rid="B10">10</xref>).</p>
<p>In traditional assessments, creativity in team sports has largely relied on subjective expert evaluations (<xref ref-type="bibr" rid="B6">6</xref>), while performance has often been measured using objective technical and physical indicators, such as number of shots, pass success rate, and ball possession (<xref ref-type="bibr" rid="B11">11</xref>&#x2013;<xref ref-type="bibr" rid="B13">13</xref>), or total distance covered, maximum velocity, and high-intensity running (HIR) frequency (<xref ref-type="bibr" rid="B14">14</xref>&#x2013;<xref ref-type="bibr" rid="B16">16</xref>). While these indicators remain valuable, advancements in training and conditioning have narrowed physical and technical differences between teams. As a result, breaking through defensive structures now increasingly requires unpredictable, intelligent play commonly referred to as spatial intelligence or creativity (<xref ref-type="bibr" rid="B8">8</xref>). Therefore, the need for more nuanced and multidimensional assessment tools like the &#x201C;<italic>creactability</italic>&#x201D; scale has become more pressing for talent identification and player development.</p>
<p>However, unlikely technical and physical indicators, using creativity as a measurement variable posed challenges due to difficulties in quantification, lack of uniform definition, etc (<xref ref-type="bibr" rid="B17">17</xref>). Few researchers have explored the perceptual and cognitive processes that underlie creative behavior in these performance contexts (<xref ref-type="bibr" rid="B7">7</xref>). For instance, eye movement recording was used to assess the visual search behaviors of skilled football players making decisions (<xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B19">19</xref>), and verbal reports were employed to measure how players translate information from the visual system into appropriate creative cognitive processes and behaviors (<xref ref-type="bibr" rid="B20">20</xref>, <xref ref-type="bibr" rid="B21">21</xref>).</p>
<p>In previous research, various perspectives on creativity in football have been explored. Lee, Kang &#x0026; Kim (<xref ref-type="bibr" rid="B22">22</xref>) introduced the novel concept of &#x201C;<italic>creactability</italic>&#x201D; in sports using a grounded theory research method, where researchers develop a comprehensive theory based on the processes, behaviors, and interactions perceived by numerous research participants (<xref ref-type="bibr" rid="B23">23</xref>). Lee et al. (<xref ref-type="bibr" rid="B22">22</xref>) conducted qualitative analysis with Delphi survey techniques to establish a new model for creativity, followed by a quantitative analysis to examine hypotheses. They proposed that assessing creativity in football cannot be solely based on a specific indicator and introduced the novel concept of &#x201C;<italic>creactability</italic>&#x201D;. &#x201C;<italic>Creactability</italic>&#x201D; comprises three sub-factors (quickness, creativity, adaptability), and various factors (analytical skills, positivity, composure, basic skills, immersion) may positively or negatively influence &#x201C;<italic>creactability</italic>&#x201D;. The research model is depicted in <xref ref-type="fig" rid="F1">Figure&#x00A0;1</xref>.</p>
<fig id="F1" position="float"><label>Figure 1</label>
<caption><p>Research model for &#x201C;creactability&#x201D; (<xref ref-type="bibr" rid="B22">22</xref>).</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fspor-07-1521073-g001.tif"><alt-text content-type="machine-generated">A flowchart depicting the relationship between various skills and \"CREACTABILITY.\" \"Analytical Skill,\" \"Positiveness,\" and \"Immersion\" positively influence \"Composure\" and \"Basic Skills.\" \"Composure\" and \"Basic Skills\" both positively influence \"CREACTABILITY,\" while \"Basic Skills\" also has some negative influences. \"CREACTABILITY\" leads to \"Quickness,\" \"Creativity,\" and \"Adaptability.\" Arrows indicate positive relationships with plus signs and negative relationships with minus signs.</alt-text>
</graphic>
</fig>
<p>To assess the model&#x0027;s reliability, Lee et al. (<xref ref-type="bibr" rid="B22">22</xref>) employed various methods, including Cronbach&#x0027;s coefficient and Confirmatory Factor Analysis (CFA). However, there were limitations in generalizing the findings, and the methods for evaluating &#x201C;<italic>creactability</italic>&#x201D; have not been fully validated. An alternative approach could be the Rasch model, capable of converting data measured on a Likert scale into logit scores. The difficulty level is calculated using statistical methods, providing an objective and logical weight calculation instead of relying on subjective judgments. The Rasch model allows not only suitability analysis of the questions but also of dimensionality and the number of response categories, enabling a meaningful analysis beyond the scope of CFA. Previous research in physical education and sport psychology has demonstrated the utility of the Rasch model for instrument validation, particularly when assessing constructs that involve subjective judgment and multidimensional behaviors (<xref ref-type="bibr" rid="B24">24</xref>).</p>
<p>This study aimed to establish construct-related validity evidence for the &#x201C;<italic>creactability</italic>&#x201D; scale (<xref ref-type="bibr" rid="B22">22</xref>) in football by applying the Rasch model. Specific objectives included: (1) assessing whether each scale measures a unidimensional construct, (2) investigating Differential Item Functioning (DIF) based on team groups (i.e., the rankings of higher and lower teams), (3) ensuring a wide range of &#x201C;<italic>creactability</italic>&#x201D; item difficulty and personal ability (respondents &#x201C;<italic>creactability</italic>&#x201D; levels) for assessing changes, and 4) exploring differences in &#x201C;<italic>creactability</italic>&#x201D; across subscales (7-point scale).</p>
</sec>
<sec id="s2"><label>2</label><title>Method</title>
<sec id="s2a"><label>2.1</label><title>Participants</title>
<p>The dataset utilized in this study had been previously employed in research that applied Confirmatory Factor Analysis (CFA) methods to explore the construct-related validity of the &#x201C;<italic>creactability</italic>&#x201D; scale. To evaluate the utility of employing the &#x201C;<italic>creactability</italic>&#x201D; scale to assess the behavioral abilities of athletes in the sports field, football (soccer), the most popular sport over the world, were chosen as a sample. Using the developed scale, the survey was conducted from the professional football players, with the cooperation of the Korean Professional Football League (K-League). The coaches in K-League from 7 teams (Busan, Gangwon, Gwangju, Incheon, Jeonnam, Jeonbuk, Ulsan) assessed their players (<italic>n</italic>&#x2009;&#x003D;&#x2009;241), averaging 34.4 players per team, with goalkeepers excluded due to their distinct abilities and roles compared to other field players. Detailed participant information is provided in <xref ref-type="table" rid="T1">Table&#x00A0;1</xref>. All data used in this study were collected in 2011 (<xref ref-type="bibr" rid="B22">22</xref>).</p>
<table-wrap id="T1" position="float"><label>Table 1</label>
<caption><p>Information of the participants.</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left">Characteristics</th>
<th valign="top" align="center">N</th>
<th valign="top" align="center">&#x0025;</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" colspan="3">K-League team<xref ref-type="table-fn" rid="table-fn2"><sup>a</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">A</td>
<td valign="top" align="center">40</td>
<td valign="top" align="center">16.6</td>
</tr>
<tr>
<td valign="top" align="left">B</td>
<td valign="top" align="center">33</td>
<td valign="top" align="center">13.7</td>
</tr>
<tr>
<td valign="top" align="left">C</td>
<td valign="top" align="center">33</td>
<td valign="top" align="center">13.7</td>
</tr>
<tr>
<td valign="top" align="left">D</td>
<td valign="top" align="center">29</td>
<td valign="top" align="center">12.0</td>
</tr>
<tr>
<td valign="top" align="left">E</td>
<td valign="top" align="center">38</td>
<td valign="top" align="center">15.8</td>
</tr>
<tr>
<td valign="top" align="left">F</td>
<td valign="top" align="center">35</td>
<td valign="top" align="center">14.5</td>
</tr>
<tr>
<td valign="top" align="left">G</td>
<td valign="top" align="center">33</td>
<td valign="top" align="center">13.7</td>
</tr>
<tr>
<td valign="top" align="left" colspan="3">Position<xref ref-type="table-fn" rid="table-fn3"><sup>b</sup></xref></td>
</tr>
<tr>
<td valign="top" align="left">Forward</td>
<td valign="top" align="center">55</td>
<td valign="top" align="center">22.8</td>
</tr>
<tr>
<td valign="top" align="left">Midfielder</td>
<td valign="top" align="center">100</td>
<td valign="top" align="center">41.5</td>
</tr>
<tr>
<td valign="top" align="left">Defender</td>
<td valign="top" align="center">86</td>
<td valign="top" align="center">35.7</td>
</tr>
<tr>
<td valign="top" align="left">Total</td>
<td valign="top" align="center">241</td>
<td valign="top" align="center">100.0</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="table-fn1"><p>This is the <xref ref-type="table" rid="T1">Table&#x00A0;1</xref> legend.</p></fn>
<fn id="table-fn2"><label><sup>a</sup></label>
<p>K-League team&#x2009;&#x003D;&#x2009;7 teams of the Korean professional football league.</p></fn>
<fn id="table-fn3"><label><sup>b</sup></label>
<p>Positio<italic>n</italic>&#x2009;&#x003D;&#x2009;positions of football players excluding goalkeepers.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
<sec id="s2b"><label>2.2</label><title>Measures</title>
<p>The &#x201C;<italic>creactability</italic>&#x201D; scale was developed to measure factors related to the psychological behaviors of athletes in the sports field (<xref ref-type="bibr" rid="B22">22</xref>). The study used a total of 9 items, consisting of 3 items each for subfactors (i.e., quickness, creativity, and adaptability). A 7-point Likert scale was employed (i.e., not at all, not usually, not slightly, normal, slightly, usually, and very), and the contents of the items are presented in <xref ref-type="table" rid="T2">Table&#x00A0;2</xref>. Previous research validated the construct validity of the scale using CFA. According to accuracy indices like Chi-square, Goodness-of-Fit Index (GFI), and Comparative Fit Index (CFI), all criteria for a good fit were met. The internal consistency reliability ranged from .83 to .89 for Cronbach&#x0027;s alpha (<italic>&#x03B1;</italic>) and from .916 to .952 for factor loadings. Lee et al. (<xref ref-type="bibr" rid="B22">22</xref>) explored the relationship of the &#x201C;<italic>creactability</italic>&#x201D; scale with variables in sports, including analytical skill, positiveness, composure, basic skills, and immersion.</p>
<table-wrap id="T2" position="float"><label>Table 2</label>
<caption><p>Question items and scales for &#x201C;creactability&#x201D; (<xref ref-type="bibr" rid="B22">22</xref>).</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="left"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left">Factor</th>
<th valign="top" align="center">Question Element</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" rowspan="3">Quickness (3 questions)</td>
<td valign="top" align="left">He (she) makes a decision quickly</td>
</tr>
<tr>
<td valign="top" align="left">He (she) reacts quickly</td>
</tr>
<tr>
<td valign="top" align="left">He (she) figures out match situations quickly</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="3">Creativity (3 questions)</td>
<td valign="top" align="left">He (she) plays unexpected way from opponent</td>
</tr>
<tr>
<td valign="top" align="left">He (she) tries new methods resolutely</td>
</tr>
<tr>
<td valign="top" align="left">He (she) plays unique way compared to others</td>
</tr>
<tr>
<td valign="top" align="left" rowspan="3">Adaptability (3 questions)</td>
<td valign="top" align="left">He (she) adapted new situation well</td>
</tr>
<tr>
<td valign="top" align="left">He (she) endures stress well</td>
</tr>
<tr>
<td valign="top" align="left">He (she) learns well</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s2c"><label>2.3</label><title>Data analysis using Rasch calibration</title>
<p>The &#x201C;<italic>creactability</italic>&#x201D; scale, designed to assess athletes in the sports field, is a 7-point Likert scale. Therefore, in this study, the Rasch rating scale model was applied. Rasch calibration was implemented in the following stages (<xref ref-type="bibr" rid="B25">25</xref>): (1) unidimensionality, (2) differential item functioning, (3) the easiness/difficulty levels of the items and the individual&#x0027;s &#x201C;<italic>creactability</italic>&#x201D; level, and (4) examining the levels in the subscales using the three-many-facet Rasch analysis.</p>
<sec id="s2c1"><label>2.3.1</label><title>Unidimensionality</title>
<p>To validate the items of a scale, it&#x0027;s essential to measure a single construct. Deviations from the expected model may suggest that the items assess multiple domains within a multidimensional construct. The scale&#x0027;s unidimensionality can be evaluated by examining infit and outfit (mean squares) using Chi-square fit statistics. Infit and outfit values equaling 1 indicate a perfect fit with the model. However, if the fit statistics are below or above the specified criteria, this indicates potential issues with the over-fitting or under-fitting of the predicted model, respectively (<xref ref-type="bibr" rid="B26">26</xref>). Wright et al. (<xref ref-type="bibr" rid="B27">27</xref>) found 0.8&#x2013;1.2 for high-stakes tests, 0.6&#x2013;1.4 for rating-scale items, and 0.5&#x2013;1.7 for clinical observations, indicating suitable fit. Alternatively, Linacre (<xref ref-type="bibr" rid="B28">28</xref>) suggests that values exceeding 2.0 indicate potential distortion or degradation, those between 1.5 and 2.0 reflect unproductive outcomes without degradation, values from 0.5&#x2013;1.5 are considered productive, and values under 0.5 suggest reduced productivity and possibly exaggerated reliability estimates. In this study, the commonly used accuracy index criteria of 0.6&#x2013;1.4 were applied (<xref ref-type="bibr" rid="B29">29</xref>, <xref ref-type="bibr" rid="B30">30</xref>). When misfits in the items are identified, Rasch analysis should be re-conducted after removing the misfitting items. If the removal of an item affects the scale&#x0027;s accuracy, it can result in a reduction in the error rate of the model estimates after eliminating the misfitting item (<xref ref-type="bibr" rid="B31">31</xref>).</p>
</sec>
<sec id="s2c2"><label>2.3.2</label><title>Differential item functioning (DIF)</title>
<p>The examination of the influence of the team groups (i.e., the top 4 higher-ranked teams and 3 lower-ranked teams) on the endorsement of items in the &#x201C;<italic>creactability</italic>&#x201D; scale was conducted using Differential Item Functioning (DIF). This approach was chosen because any item might exhibit systematic bias towards a particular group, such as different team groups (<xref ref-type="bibr" rid="B32">32</xref>). In this study, uniform DIF was applied to investigate the variation between these two groups, representing the main effect. Non-uniform DIF, which examines interaction effects such as age and gender (<xref ref-type="bibr" rid="B33">33</xref>, <xref ref-type="bibr" rid="B34">34</xref>), was not considered. This decision was made because the primary concern in developing new scales for this population was bias based on the rankings of higher and lower teams. Despite ongoing debates regarding the use of t-statistics criteria, it is a relatively common method employed to determine DIF. Therefore, the t-statistic with calculated logit scores was applied using WINSTEPS. The alpha (<italic>&#x03B1;</italic>) level was set at 0.01 after applying the Bonferroni correction technique due to multiple item comparisons (<xref ref-type="bibr" rid="B30">30</xref>, <xref ref-type="bibr" rid="B35">35</xref>&#x2013;<xref ref-type="bibr" rid="B37">37</xref>).</p>
</sec>
<sec id="s2c3"><label>2.3.3</label><title>Item dif&#xFB01;culty and person ability</title>
<p>With only well-fit items selected, the difficulty of &#x201C;<italic>creactability</italic>&#x201D; items and the person&#x0027;s level of &#x201C;<italic>creactability</italic>&#x201D; were calculated using the log-odds scale (logits), an interval scale. As described in the introduction, the logits of item difficulty and the person&#x0027;s level of &#x201C;<italic>creactability</italic>&#x201D; are independent and can be compared on a common scale (see <sans-serif><xref ref-type="fig" rid="F2">Figure&#x00A0;2</xref></sans-serif> for example). If the logit of the person&#x0027;s ability and the item difficulty are the same (e.g., logit&#x2009;&#x003D;&#x2009;0.30 for each), there is a 50&#x0025; chance that the person will endorse the specific item.</p>
<fig id="F2" position="float"><label>Figure 2</label>
<caption><p>Item-person map of &#x201C;<italic>creactability</italic>&#x201D;.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fspor-07-1521073-g002.tif"><alt-text content-type="machine-generated">Visual representation in a table format with three columns labeled as \"Measr\", \"id\", and \"item Scale\". Numbers range from eight to negative four in the \"Measr\" column, with asterisks of varying amounts indicating data points. The \"Scale\" has two numeric references: (7) at the top, (2) to (1) at the bottom.</alt-text>
</graphic>
</fig>
</sec>
<sec id="s2c4"><label>2.3.4</label><title>Many-facet Rasch model</title>
<p>The Rasch model offers an additional benefit in that it enables the analysis of subgroups or subscales&#x0027; impacts by employing a multifaceted approach. This model allows for the computation of logit scores for distinct subcategories, thereby enabling their comparison using a uniform measurement unit (<xref ref-type="bibr" rid="B38">38</xref>, <xref ref-type="bibr" rid="B39">39</xref>). The Rasch model has been successfully applied in sports and health-related fields (<xref ref-type="bibr" rid="B40">40</xref>&#x2013;<xref ref-type="bibr" rid="B43">43</xref>). In this study, the &#x201C;<italic>creactability</italic>&#x201D; scale encompasses three subscales: quickness, creativity, and adaptability, and is structured on a 7-point scale. Therefore, three-facet Rasch analysis incorporating items, individuals, and the &#x201C;<italic>creactability</italic>&#x201D; subscales was utilized to meticulously examine the influence of &#x201C;<italic>creactability</italic>&#x201D; on the applied scores. For descriptive analysis, SPSS 26 (SPSS Inc., IL) was employed. The Rasch analyses were conducted using WINSTEPS Version 5.7.4 and FACETS Version 4.1.8, both of which are licensed, genuine software versions (<xref ref-type="bibr" rid="B44">44</xref>).</p>
</sec>
</sec>
</sec>
<sec id="s3" sec-type="results"><label>3</label><title>Results</title>
<sec id="s3a"><label>3.1</label><title>Unidimensionality and model fit</title>
<p>In this study, a 7-point scale with 9 items was used to assess the unidimensionality of football players &#x201C;<italic>creactability</italic>&#x201D; (quickness, creativity, and adaptability). The infit and outfit statistics for each item are presented in <xref ref-type="table" rid="T3">Table&#x00A0;3</xref>. Although items 8 and 2 exhibited relatively high scores (indicating greater difficulty), the unidimensionality of all 9 items was confirmed as their infit and outfit values fell within the range of 0.7&#x2013;1.3.</p>
<table-wrap id="T3" position="float"><label>Table 3</label>
<caption><p>Item dif&#xFB01;culty and model &#xFB01;t indices of &#x201C;<italic>creactability&#x201D;.</italic></p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left">Item</th>
<th valign="top" align="center">Logits</th>
<th valign="top" align="center">Infit</th>
<th valign="top" align="center">Outfit</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">9</td>
<td valign="top" align="center">.28</td>
<td valign="top" align="center">.96</td>
<td valign="top" align="center">1.00</td>
</tr>
<tr>
<td valign="top" align="left">8</td>
<td valign="top" align="center">.23</td>
<td valign="top" align="center">1.19</td>
<td valign="top" align="center">1.24</td>
</tr>
<tr>
<td valign="top" align="left">2</td>
<td valign="top" align="center">.16</td>
<td valign="top" align="center">1.17</td>
<td valign="top" align="center">1.13</td>
</tr>
<tr>
<td valign="top" align="left">4</td>
<td valign="top" align="center">.12</td>
<td valign="top" align="center">.78</td>
<td valign="top" align="center">.74</td>
</tr>
<tr>
<td valign="top" align="left">6</td>
<td valign="top" align="center">&#x2212;0.02</td>
<td valign="top" align="center">.90</td>
<td valign="top" align="center">.86</td>
</tr>
<tr>
<td valign="top" align="left">5</td>
<td valign="top" align="center">&#x2212;0.05</td>
<td valign="top" align="center">.87</td>
<td valign="top" align="center">.86</td>
</tr>
<tr>
<td valign="top" align="left">3</td>
<td valign="top" align="center">&#x2212;0.10</td>
<td valign="top" align="center">1.08</td>
<td valign="top" align="center">1.02</td>
</tr>
<tr>
<td valign="top" align="left">7</td>
<td valign="top" align="center">&#x2212;0.25</td>
<td valign="top" align="center">.78</td>
<td valign="top" align="center">.80</td>
</tr>
<tr>
<td valign="top" align="left">1</td>
<td valign="top" align="center">&#x2212;0.37</td>
<td valign="top" align="center">1.03</td>
<td valign="top" align="center">1.03</td>
</tr>
</tbody>
</table>
</table-wrap>
</sec>
<sec id="s3b"><label>3.2</label><title>Differential item functioning (DIF)</title>
<p>To investigate the Differential Item Functioning (DIF) of scales based on team groups (i.e., the rankings of higher and lower teams), responses from 241 individuals were included in the study. None of the items in the position scales showed statistically significant DIF. In other words, no item was biased towards any specific team with <italic>p</italic>&#x2009;&#x003C;&#x2009;0.01 after Bonferroni correction.</p>
</sec>
<sec id="s3c"><label>3.3</label><title>Item dif&#xFB01;culty and person ability</title>
<p>The distribution of respondent attributes and item difficulty levels for the &#x201C;<italic>creactability</italic>&#x201D; scale among football players presented in <xref ref-type="fig" rid="F2">Figure&#x00A0;2</xref>. Both respondent attributes and item difficulty units are normalized to logits values and displayed on a single line. On this central logit line, the left side represents the attributes of 241 respondents, and the right side displays the difficulty of 9 items. Respondents and items positioned higher on this line indicate higher &#x201C;<italic>creactability</italic>&#x201D; for respondents and greater difficulty for the items. All 9 items were presented with a moderate level of difficulty. The person separation index (PSI) criterion value for the &#x201C;<italic>creactability</italic>&#x201D; scale of football players is 4 within a range of 0&#x2013;7. Therefore, it indicates that the developed 9 items were effective in measuring the attributes of the 241 respondents.</p>
</sec>
<sec id="s3d"><label>3.4</label><title>Many-faceted Rasch results</title>
<p>The results of the three-facet Rasch analysis of &#x201C;<italic>creactability</italic>&#x201D; scale are summarized in <xref ref-type="table" rid="T4">Table&#x00A0;4</xref>. And the probability curve of item categories for the &#x201C;<italic>creactability</italic>&#x201D; 7-point scale in <xref ref-type="fig" rid="F3">Figure&#x00A0;3</xref>. All subscales demonstrated good-&#xFB01;t in both in&#xFB01;t and out&#xFB01;t between 0.69 and 1.28, respectively. The response rate for scales 4&#x2013;5&#x2013;6 showed 68&#x0025;, and the outfit for respondents across all scales was found to be satisfactory, at 1.30 or lower. The step calibration, which is the numerical value of 6 points where the category probability curves of the 7 scales intersect, showed a progressively increasing trend in this study, confirming the appropriateness of the applied 7-point scale. However, further analysis is needed for optimal categorization.</p>
<table-wrap id="T4" position="float"><label>Table 4</label>
<caption><p>Logit scores and model &#xFB01;t indices of &#x201C;<italic>creactability</italic>&#x201D;.</p></caption>
<table frame="hsides" rules="groups">
<colgroup>
<col align="left"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
<col align="center"/>
</colgroup>
<thead>
<tr>
<th valign="top" align="left">Scale</th>
<th valign="top" align="center">Frequency</th>
<th valign="top" align="center">Percent (&#x0025;)</th>
<th valign="top" align="center">Avg. Measure</th>
<th valign="top" align="center">Outfit</th>
<th valign="top" align="center">Step-Calibration</th>
<th valign="top" align="center">Difference Step-Calibration</th>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">1</td>
<td valign="top" align="center">19</td>
<td valign="top" align="center">1</td>
<td valign="top" align="center">&#x2212;3.18</td>
<td valign="top" align="center">1.00</td>
<td valign="top" align="center">None</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">2</td>
<td valign="top" align="center">142</td>
<td valign="top" align="center">7</td>
<td valign="top" align="center">&#x2212;2.18</td>
<td valign="top" align="center">1.28</td>
<td valign="top" align="center">&#x2212;4.77</td>
<td valign="top" align="center"/>
</tr>
<tr>
<td valign="top" align="left">3</td>
<td valign="top" align="center">398</td>
<td valign="top" align="center">18</td>
<td valign="top" align="center">&#x2212;1.19</td>
<td valign="top" align="center">.90</td>
<td valign="top" align="center">&#x2212;2.73</td>
<td valign="top" align="center">2.04</td>
</tr>
<tr>
<td valign="top" align="left">4</td>
<td valign="top" align="center">429</td>
<td valign="top" align="center">20</td>
<td valign="top" align="center">.14</td>
<td valign="top" align="center">.69</td>
<td valign="top" align="center">-0.51</td>
<td valign="top" align="center">2.22</td>
</tr>
<tr>
<td valign="top" align="left">5</td>
<td valign="top" align="center">610</td>
<td valign="top" align="center">28</td>
<td valign="top" align="center">1.34</td>
<td valign="top" align="center">.88</td>
<td valign="top" align="center">.33</td>
<td valign="top" align="center">0.84</td>
</tr>
<tr>
<td valign="top" align="left">6</td>
<td valign="top" align="center">441</td>
<td valign="top" align="center">20</td>
<td valign="top" align="center">3.04</td>
<td valign="top" align="center">1.02</td>
<td valign="top" align="center">2.42</td>
<td valign="top" align="center">2.09</td>
</tr>
<tr>
<td valign="top" align="left">7</td>
<td valign="top" align="center">130</td>
<td valign="top" align="center">6</td>
<td valign="top" align="center">4.91</td>
<td valign="top" align="center">1.10</td>
<td valign="top" align="center">5.26</td>
<td valign="top" align="center">2.84</td>
</tr>
</tbody>
</table>
</table-wrap>
<fig id="F3" position="float"><label>Figure 3</label>
<caption><p>Probability curve of the item category.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xmlns:xlink="http://www.w3.org/1999/xlink" xlink:href="fspor-07-1521073-g003.tif"><alt-text content-type="machine-generated">ASCII art plotting a normal distribution, showing values from -6 to 9 on the x-axis and 0 to 1 on the y-axis. Probabilities are represented by numbers indicating frequency, forming a bell curve pattern.</alt-text>
</graphic>
</fig>
</sec>
</sec>
<sec id="s4" sec-type="discussion"><label>4</label><title>Discussion</title>
<p>This study used the Rasch model to investigate the construct-related validity evidence of the &#x201C;<italic>creactability</italic>&#x201D; scale for athletes. The &#x201C;<italic>creactability</italic>&#x201D; in the field of sports must include elements of competition and victory in matches (<xref ref-type="bibr" rid="B9">9</xref>, <xref ref-type="bibr" rid="B22">22</xref>). Therefore, it can be argued that the creativity within &#x201C;<italic>creactability</italic>&#x201D; is more suitably interpreted in a sports context rather than an artistic one. This study further examined the validity of the &#x201C;<italic>creactability</italic>&#x201D; scale developed by Lee et al. (<xref ref-type="bibr" rid="B22">22</xref>) using the advanced Rasch model.</p>
<p>After applying the Rasch rating model, the unidimensionality of all 9 items of the &#x201C;<italic>creactability</italic>&#x201D; scale was confirmed. Surprisingly, the DIF analysis revealed no biased items for specific groups within team groups (i.e., the rankings of higher and lower teams). This result could provide scientific evidence regarding the fair and accurate measurement of the conceptual construct of &#x201C;<italic>creactability</italic>&#x201D; in individual football players. All 9 items on the &#x201C;<italic>creactability</italic>&#x201D; scale were presented with a moderate level of difficulty. The person separation index (PSI) criterion value for the &#x201C;<italic>creactability</italic>&#x201D; scale of football players is 4 within a range of 1&#x2013;7. Therefore, it indicates that the developed 9 items were effective in measuring the attributes of the 241 respondents using a 7-point scale category.</p>
<p>When applying the Likert scale, it is commonly known to use 5 or 7-point scales, and it has been reported that the reliability of the test does not increase further and shows a plateau when applying Likert scales larger than 7-point, thus it&#x0027;s not advisable to use scales larger than 7-point (<xref ref-type="bibr" rid="B45">45</xref>). Based on this, the process of developing scales based on classical test theory (CTT) can negatively affect the discriminative power and reliability of the scale due to the subjective determination of response categories by researchers (<xref ref-type="bibr" rid="B25">25</xref>). Consequently, many studies are applying a more specific and empirical validity verification method using item response theory (IRT), which takes into account discriminability and difficulty (<xref ref-type="bibr" rid="B25">25</xref>, <xref ref-type="bibr" rid="B46">46</xref>, <xref ref-type="bibr" rid="B47">47</xref>).</p>
<p>In IRT using the Rasch model, the determination of response categories is made using logit values between a person&#x0027;s attribute scores and item difficulty, and the probability curves of the likelihood of choosing a specific response category (<xref ref-type="bibr" rid="B48">48</xref>). Accordingly, this study utilized the Rasch model to analyze the appropriateness of response categories, and the results indicated that a 7-point category is suitable. The step calibration, which is the numerical value of the 6 points where the category probability curves of the 7-point scale intersect, showed a progressively increasing trend, confirming the appropriateness of the applied 7-point scale. However, as observed in <xref ref-type="table" rid="T4">Table&#x00A0;4</xref> and <xref ref-type="fig" rid="F3">Figure&#x00A0;3</xref>, the potential for categorization between 2 and 3 and 5&#x2013;6 points can be identified. While new &#x201C;<italic>creactability</italic>&#x201D; measurement scales were developed, &#x201C;optimal categorization&#x201D; could also be adopted. This has been successfully applied in other studies utilizing the Rasch rating model (<xref ref-type="bibr" rid="B49">49</xref>&#x2013;<xref ref-type="bibr" rid="B53">53</xref>). In the future, the function of categories (e.g., not at all, not usually, normal, usually, and very) should be investigated based on the Rasch model.</p>
<p>Previous studies have indicated that the creativity and adaptability of athletes positively impact their athletic performance (<xref ref-type="bibr" rid="B18">18</xref>, <xref ref-type="bibr" rid="B54">54</xref>&#x2013;<xref ref-type="bibr" rid="B56">56</xref>). Therefore, utilizing the &#x201C;<italic>creactability</italic>&#x201D; scale, which has been validated for football players, and coaches can provide an environment conducive to the development of players&#x0027; decision-making ability. Coaches can lead more representative football-specific decision-making activities during training sessions (<xref ref-type="bibr" rid="B57">57</xref>). Also, it could serve as a crucial factor in assessing a player&#x0027;s football intelligence, which could be meaningfully utilized in scouting to recruit players. Even though the Rasch model has provided construct-related validity evidence for the &#x201C;<italic>creactability</italic>&#x201D; scale, more research using this developed scale is essential to explore its explanatory and predictive power among athletes from various sports. This necessity arises because the establishment of construct validity is an ongoing process (<xref ref-type="bibr" rid="B58">58</xref>).</p>
</sec>
<sec id="s5" sec-type="conclusions"><label>5</label><title>Conclusions</title>
<p>This study examined the construct-related validity of the &#x201C;<italic>creactability</italic>&#x201D; scale for football players using the Rasch model. All items demonstrated unidimensionality, no DIF across team groups, and appropriate item difficulty and person separation. The 7-point response format was also validated. These results support the scale&#x0027;s validity for assessing creative and adaptive performance in football. Further validation and item refinement are recommended to broaden its applicability.</p>
</sec>
</body>
<back>
<sec id="s6" sec-type="data-availability"><title>Data availability statement</title>
<p>The original contributions presented in the study are included in the article/<xref ref-type="sec" rid="s13">Supplementary Material</xref>, further inquiries can be directed to the corresponding author/s.</p>
</sec>
<sec id="s7" sec-type="ethics-statement"><title>Ethics statement</title>
<p>Ethical approval was not required for the studies involving humans because this is a validity study applying item response theory to existing research data (from the corresponding author&#x2019;s previous research) and is therefore not applicable. The studies were conducted in accordance with the local legislation and institutional requirements. Written informed consent for participation was not required from the participants or the participants&#x0027; legal guardians/next of kin in accordance with the national legislation and institutional requirements as the data collected did not include personal characteristics or identifiable information about the players and was analyzed anonymously. Written informed consent was obtained from the individual(s) for the publication of any potentially identifiable images or data included in this article.</p>
</sec>
<sec id="s8" sec-type="author-contributions"><title>Author contributions</title>
<p>JS: Conceptualization, Data curation, Methodology, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing, Validation. JK: Conceptualization, Formal analysis, Writing &#x2013; original draft. ML: Conceptualization, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing, Data curation, Methodology, Software, Supervision. WL: Conceptualization, Writing &#x2013; original draft, Writing &#x2013; review &#x0026; editing, Funding acquisition, Investigation, Project administration, Validation.</p>
</sec>
<sec id="s9" sec-type="funding-information"><title>Funding</title>
<p>The author(s) declare that financial support was received for the research and/or publication of this article. This research was supported by Culture, Sports and Tourism R&#x0026;D Program through the Korea Creative Content Agency (KOCCA) grant funded by the Ministry of Culture, Sports and Tourism (MCST) in 2021 (Project Name: Athletes&#x0027; training/matches data management and AI-based performance enhancement solution technology Development, Project Number: SR202107003, Contribution Rate: 20&#x0025;.</p>
</sec>
<ack><title>Acknowledgments</title>
<p>We gratefully acknowledge graduate student Hyojin Lee for providing access to the WINSTEPS and FACETS software programs used in our analysis.</p>
</ack>
<sec id="s10" sec-type="COI-statement"><title>Conflict of interest</title>
<p>JK was employed by BEPRO company.</p>
<p>The remaining authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="s11" sec-type="ai-statement"><title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec id="s12" sec-type="disclaimer"><title>Publisher&#x0027;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<sec id="s13" sec-type="supplementary-material"><title>Supplementary material</title>
<p>The Supplementary Material for this article can be found online at: <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/articles/10.3389/fspor.2025.1521073/full#supplementary-material">https://www.frontiersin.org/articles/10.3389/fspor.2025.1521073/full#supplementary-material</ext-link>.</p>
<supplementary-material id="SD1" content-type="local-data">
<media mimetype="application" mime-subtype="vnd.openxmlformats-officedocument.spreadsheetml.sheet" xlink:href="Supplementaryfile1.xlsx"/></supplementary-material>
</sec>
<ref-list><title>References</title>
<ref id="B1"><label>1.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Memmert</surname><given-names>D</given-names></name><name><surname>Roca</surname><given-names>A</given-names></name></person-group>. <source>Tactical Creativity and Decision Making in Sport</source>. <publisher-loc>London</publisher-loc>: <publisher-name>Routledge</publisher-name> (<year>2019</year>). p. <fpage>201</fpage>&#x2013;<lpage>14</lpage>. <pub-id pub-id-type="doi">10.4324/9781315146270</pub-id></citation></ref>
<ref id="B2"><label>2.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gridley</surname><given-names>MC</given-names></name></person-group>. <article-title>Preferred thinking styles of professional fine artists</article-title>. <source>Creat Res J</source>. (<year>2006</year>) <volume>18</volume>(<issue>2</issue>):<fpage>247</fpage>&#x2013;<lpage>8</lpage>. <pub-id pub-id-type="doi">10.1207/s15326934crj1802_11</pub-id></citation></ref>
<ref id="B3"><label>3.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hass</surname><given-names>RW</given-names></name><name><surname>Weisberg</surname><given-names>RW</given-names></name></person-group>. <article-title>Career development in two seminal American songwriters: a test of the equal odds rule</article-title>. <source>Creat Res J</source>. (<year>2009</year>) <volume>21</volume>(<issue>2&#x2013;3</issue>):<fpage>183</fpage>&#x2013;<lpage>90</lpage>. <pub-id pub-id-type="doi">10.1080/10400410902855275</pub-id></citation></ref>
<ref id="B4"><label>4.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Runco</surname><given-names>MA</given-names></name></person-group>. <source>Creativity: Research, Development, and Practice.</source> <edition>3rd edn</edition>. <publisher-loc>San Diego, CA</publisher-loc>: <publisher-name>Academic Press</publisher-name> (<year>2023</year>).</citation></ref>
<ref id="B5"><label>5.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sternberg</surname><given-names>RJ</given-names></name><name><surname>Lubart</surname><given-names>TI</given-names></name></person-group>. <article-title>The concept of creativity: prospects and paradigms</article-title>. <source>Handb Creat</source>. (<year>1999</year>) <volume>1</volume>:<fpage>3</fpage>&#x2013;<lpage>15</lpage>. <pub-id pub-id-type="doi">10.1017/CBO9780511807916.003</pub-id></citation></ref>
<ref id="B6"><label>6.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Memmert</surname><given-names>D</given-names></name></person-group>. <source>Teaching Tactical Creativity in Sport: Research and Practice.</source> <publisher-loc>London</publisher-loc>: <publisher-name>Routledge</publisher-name> (<year>2015</year>). <pub-id pub-id-type="doi">10.4324/9781315797618</pub-id></citation></ref>
<ref id="B7"><label>7.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Roca</surname><given-names>A</given-names></name><name><surname>Ford</surname><given-names>PR</given-names></name><name><surname>Memmert</surname><given-names>D</given-names></name></person-group>. <article-title>Perceptual-cognitive processes underlying creative expert performance in soccer</article-title>. <source>Psychol Res</source>. (<year>2021</year>) <issue>85</issue>:<fpage>1146</fpage>&#x2013;<lpage>55</lpage>. <pub-id pub-id-type="doi">10.1007/s00426-020-01320-5</pub-id><pub-id pub-id-type="pmid">32200407</pub-id></citation></ref>
<ref id="B8"><label>8.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Robberechts</surname><given-names>P</given-names></name><name><surname>Van Roy</surname><given-names>M</given-names></name><name><surname>Davis</surname><given-names>J</given-names></name></person-group>. <article-title>un-xPass: measuring soccer player&#x2019;s creativity</article-title>. In: <person-group person-group-type="editor"><name><surname>Singh</surname><given-names>A</given-names></name><name><surname>Sun</surname><given-names>Y</given-names></name></person-group>, editors. <source>Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining (KDD &#x2019;23); 2023 Aug 6&#x2013;10; Long Beach, CA, USA.</source> <publisher-loc>New York, NY</publisher-loc>: <publisher-name>ACM</publisher-name> (<year>2023</year>). p. <fpage>4768</fpage>&#x2013;<lpage>77</lpage>. <pub-id pub-id-type="doi">10.1145/3580305.3599924</pub-id></citation></ref>
<ref id="B9"><label>9.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Vera</surname><given-names>D</given-names></name><name><surname>Crossan</surname><given-names>M</given-names></name></person-group>. <article-title>Improvisation and innovative performance in teams</article-title>. <source>Organ Sci</source>. (<year>2005</year>) <volume>16</volume>(<issue>3</issue>):<fpage>203</fpage>&#x2013;<lpage>24</lpage>. <pub-id pub-id-type="doi">10.1287/orsc.1050.0126</pub-id></citation></ref>
<ref id="B10"><label>10.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Williams</surname><given-names>AM</given-names></name><name><surname>Reilly</surname><given-names>T</given-names></name></person-group>. <article-title>Talent identification and development in soccer.</article-title> <source>J Sports Sci</source>. (<year>2000</year>) <volume>18</volume>(<issue>9</issue>):<fpage>657</fpage>&#x2013;<lpage>67</lpage>. <pub-id pub-id-type="doi">10.1080/02640410050120041</pub-id><pub-id pub-id-type="pmid">11043892</pub-id></citation></ref>
<ref id="B11"><label>11.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hughes</surname><given-names>M</given-names></name><name><surname>Franks</surname><given-names>I</given-names></name></person-group>. <article-title>Analysis of passing sequences, shots and goals in soccer</article-title>. <source>J Sports Sci</source>. (<year>2005</year>) <volume>23</volume>(<issue>5</issue>):<fpage>509</fpage>&#x2013;<lpage>14</lpage>. <pub-id pub-id-type="doi">10.1080/02640410410001716779</pub-id><pub-id pub-id-type="pmid">16194998</pub-id></citation></ref>
<ref id="B12"><label>12.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lago</surname><given-names>C</given-names></name></person-group>. <article-title>The influence of match location, quality of opposition, and match status on possession strategies in professional association football</article-title>. <source>J Sports Sci</source>. (<year>2009</year>) <volume>27</volume>(<issue>13</issue>):<fpage>1463</fpage>&#x2013;<lpage>9</lpage>. <pub-id pub-id-type="doi">10.1080/02640410903131681</pub-id><pub-id pub-id-type="pmid">19757296</pub-id></citation></ref>
<ref id="B13"><label>13.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Liu</surname><given-names>H</given-names></name><name><surname>Yi</surname><given-names>Q</given-names></name><name><surname>Gim&#x00E9;nez</surname><given-names>JV</given-names></name><name><surname>G&#x00F3;mez</surname><given-names>MA</given-names></name><name><surname>Lago-Pe&#x00F1;as</surname><given-names>C</given-names></name></person-group>. <article-title>Performance profiles of football teams in the UEFA champions league considering situational efficiency</article-title>. <source>Int J Perf Anal Spor</source>. (<year>2015</year>) <volume>15</volume>(<issue>1</issue>):<fpage>371</fpage>&#x2013;<lpage>90</lpage>. <pub-id pub-id-type="doi">10.1080/24748668.2015.11868799</pub-id></citation></ref>
<ref id="B14"><label>14.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Aquino</surname><given-names>R</given-names></name><name><surname>Martins</surname><given-names>GH</given-names></name><name><surname>Vieira</surname><given-names>LH</given-names></name><name><surname>Menezes</surname><given-names>RP</given-names></name></person-group>. <article-title>Influence of match location, quality of opponents, and match status on movement patterns in Brazilian professional football players</article-title>. <source>J Strength Cond Res</source>. (<year>2017</year>) <volume>31</volume>(<issue>8</issue>):<fpage>2155</fpage>&#x2013;<lpage>61</lpage>. <pub-id pub-id-type="doi">10.1519/JSC.0000000000001674</pub-id><pub-id pub-id-type="pmid">28737610</pub-id></citation></ref>
<ref id="B15"><label>15.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bradley</surname><given-names>PS</given-names></name><name><surname>Carling</surname><given-names>C</given-names></name><name><surname>Archer</surname><given-names>D</given-names></name><name><surname>Roberts</surname><given-names>J</given-names></name><name><surname>Dodds</surname><given-names>A</given-names></name><name><surname>Di Mascio</surname><given-names>M</given-names></name><etal/></person-group> <article-title>The effect of playing formation on high-intensity running and technical profiles in english FA premier league soccer matches</article-title>. <source>J Sports Sci</source>. (<year>2011</year>) <volume>29</volume>(<issue>8</issue>):<fpage>821</fpage>&#x2013;<lpage>30</lpage>. <pub-id pub-id-type="doi">10.1080/02640414.2011.561868</pub-id><pub-id pub-id-type="pmid">21512949</pub-id></citation></ref>
<ref id="B16"><label>16.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Castellano</surname><given-names>J</given-names></name><name><surname>Blanco-Villase&#x00F1;or</surname><given-names>A</given-names></name><name><surname>Alvarez</surname><given-names>D</given-names></name></person-group>. <article-title>Contextual variables and time-motion analysis in soccer</article-title>. <source>Int J Sports Med</source>. (<year>2011</year>) <volume>32</volume>:<fpage>415</fpage>&#x2013;<lpage>21</lpage>. <pub-id pub-id-type="doi">10.1055/s-0031-1271771</pub-id><pub-id pub-id-type="pmid">21590641</pub-id></citation></ref>
<ref id="B17"><label>17.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rasmussen</surname><given-names>LJ</given-names></name><name><surname>Gl&#x0103;veanu</surname><given-names>VP</given-names></name><name><surname>&#x00D8;stergaard</surname><given-names>LD</given-names></name></person-group>. <article-title>Exploring the multifaceted role of creativity in an elite football context</article-title>. <source>Qual Res Sport Exerc Health</source>. (<year>2020</year>) <volume>12</volume>(<issue>2</issue>):<fpage>256</fpage>&#x2013;<lpage>71</lpage>. <pub-id pub-id-type="doi">10.1080/2159676X.2019.1625809</pub-id></citation></ref>
<ref id="B18"><label>18.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Furley</surname><given-names>P</given-names></name><name><surname>Memmert</surname><given-names>D</given-names></name><name><surname>Heller</surname><given-names>C</given-names></name></person-group>. <article-title>The dark side of visual awareness in sport: inattentional blindness in a real-world basketball task</article-title>. <source>Atten Percept Psychophys</source>. (<year>2010</year>) <volume>72</volume>:<fpage>1327</fpage>&#x2013;<lpage>37</lpage>. <pub-id pub-id-type="doi">10.3758/APP.72.5.1327</pub-id><pub-id pub-id-type="pmid">20601714</pub-id></citation></ref>
<ref id="B19"><label>19.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Roca</surname><given-names>A</given-names></name><name><surname>Ford</surname><given-names>PR</given-names></name><name><surname>Memmert</surname><given-names>D</given-names></name></person-group>. <article-title>Creative decision making and visual search behavior in skilled soccer players</article-title>. <source>PLoS One</source>. (<year>2018</year>) <volume>13</volume>(<issue>7</issue>):<fpage>e0199381</fpage>. <pub-id pub-id-type="doi">10.1371/journal.pone.0199381</pub-id><pub-id pub-id-type="pmid">29990320</pub-id></citation></ref>
<ref id="B20"><label>20.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Murphy</surname><given-names>CP</given-names></name><name><surname>Jackson</surname><given-names>RC</given-names></name><name><surname>Cooke</surname><given-names>K</given-names></name><name><surname>Roca</surname><given-names>A</given-names></name><name><surname>Benguigui</surname><given-names>N</given-names></name><name><surname>Williams</surname><given-names>AM</given-names></name></person-group>. <article-title>Contextual information and perceptual-cognitive expertise in a dynamic, temporally-constrained task</article-title>. <source>J Exp Psychol</source>. (<year>2016</year>) <volume>22</volume>(<issue>4</issue>):<fpage>455</fpage>. <pub-id pub-id-type="doi">10.1037/xap0000094</pub-id></citation></ref>
<ref id="B21"><label>21.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Roca</surname><given-names>A</given-names></name><name><surname>Ford</surname><given-names>PR</given-names></name><name><surname>McRobert</surname><given-names>AP</given-names></name><name><surname>Williams</surname><given-names>AM</given-names></name></person-group>. <article-title>Perceptual-cognitive skills and their interaction as a function of task constraints in soccer</article-title>. <source>J Sport Exerc Psychol</source>. (<year>2013</year>) <volume>35</volume>(<issue>2</issue>):<fpage>144</fpage>&#x2013;<lpage>55</lpage>. <pub-id pub-id-type="doi">10.1123/jsep.35.2.144</pub-id><pub-id pub-id-type="pmid">23535973</pub-id></citation></ref>
<ref id="B22"><label>22.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lee</surname><given-names>W</given-names></name><name><surname>Kang</surname><given-names>J</given-names></name><name><surname>Kim</surname><given-names>S</given-names></name></person-group>. <article-title>The concept of creactability and its antecedents in the sports context</article-title>. <source>Korean J Sport Manag</source>. (<year>2020</year>) <volume>25</volume>(<issue>1</issue>):<fpage>14</fpage>&#x2013;<lpage>42</lpage>. <pub-id pub-id-type="doi">10.31308/KSSM.25.1.2</pub-id></citation></ref>
<ref id="B23"><label>23.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Strauss</surname><given-names>A</given-names></name><name><surname>Corbin</surname><given-names>J</given-names></name></person-group>. <source>Basics of Qualitative Research.</source> <publisher-loc>Newbury Park, CA</publisher-loc>: <publisher-name>Sage Publications</publisher-name> (<year>1990</year>).</citation></ref>
<ref id="B24"><label>24.</label><citation citation-type="book"><person-group person-group-type="author"><name><surname>Bond</surname><given-names>TG</given-names></name><name><surname>Christine</surname><given-names>MF</given-names></name></person-group>. <source>Applying the Rasch Model: Fundamental Measurement in the Human Sciences</source>. <publisher-loc>New York, NY</publisher-loc>: <publisher-name>Psychology Press</publisher-name> (<year>2013</year>). <pub-id pub-id-type="doi">10.4324/9781315814698</pub-id></citation></ref>
<ref id="B25"><label>25.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lee</surname><given-names>M</given-names></name><name><surname>Peterson</surname><given-names>JJ</given-names></name><name><surname>Dixon</surname><given-names>A</given-names></name></person-group>. <article-title>Rasch calibration of physical activity self-efficacy and social support scale for persons with intellectual disabilities</article-title>. <source>Res Dev Disabil</source>. (<year>2010</year>) <volume>31</volume>(<issue>4</issue>):<fpage>903</fpage>&#x2013;<lpage>13</lpage>. <pub-id pub-id-type="doi">10.1016/j.ridd.2010.02.010</pub-id><pub-id pub-id-type="pmid">20363109</pub-id></citation></ref>
<ref id="B26"><label>26.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bond</surname><given-names>TG</given-names></name><name><surname>Fox</surname><given-names>CM</given-names></name></person-group>. <source>Applying the Rasch Model: Fundamental Measurement in the Human Sciences.</source> <publisher-loc>New York, NY</publisher-loc>: <publisher-name>Psychology Press</publisher-name> (<year>2013</year>).</citation></ref>
<ref id="B27"><label>27.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wright</surname><given-names>BD</given-names></name><etal/></person-group> <article-title>Reasonable mean-square fit values</article-title>. <source>Rasch Meas Trans</source>. (<year>1994</year>) <volume>8</volume>(<issue>3</issue>):<fpage>370</fpage>. <comment>Available online at:</comment> <ext-link ext-link-type="uri" xlink:href="https://www.rasch.org/rmt/rmt83b.htm">https://www.rasch.org/rmt/rmt83b.htm</ext-link></citation></ref>
<ref id="B28"><label>28.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Linacre</surname><given-names>JM</given-names></name></person-group>. <article-title>What do infit and outfit, mean-square and standardized mean?</article-title> <source>Rasch Meas Trans</source>. (<year>2002</year>) <volume>16</volume>(<issue>2</issue>):<fpage>878</fpage>. <comment>Available online at:</comment> <ext-link ext-link-type="uri" xlink:href="https://www.rasch.org/rmt/rmt162f.htm">https://www.rasch.org/rmt/rmt162f.htm</ext-link></citation></ref>
<ref id="B29"><label>29.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fitzpatrick</surname><given-names>R</given-names></name><name><surname>Norquist</surname><given-names>JM</given-names></name><name><surname>Dawson</surname><given-names>J</given-names></name><name><surname>Jenkinson</surname><given-names>C</given-names></name></person-group>. <article-title>Rasch scoring of outcomes of total hip replacement</article-title>. <source>J Clin Epidemiol</source>. (<year>2003</year>) <volume>56</volume>(<issue>1</issue>):<fpage>68</fpage>&#x2013;<lpage>74</lpage>. <pub-id pub-id-type="doi">10.1016/S0895-4356(02)00532-2</pub-id><pub-id pub-id-type="pmid">12589872</pub-id></citation></ref>
<ref id="B30"><label>30.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Liang</surname><given-names>WM</given-names></name><name><surname>Chang</surname><given-names>CH</given-names></name><name><surname>Yeh</surname><given-names>YC</given-names></name><name><surname>Shy</surname><given-names>HY</given-names></name><name><surname>Chen</surname><given-names>HW</given-names></name><name><surname>Lin</surname><given-names>MR</given-names></name></person-group>. <article-title>Psychometric evaluation of the WHOQOL-BREF in community-dwelling older people in Taiwan using Rasch analysis</article-title>. <source>Qual Life Res</source>. (<year>2009</year>) <volume>18</volume>:<fpage>605</fpage>&#x2013;<lpage>18</lpage>. <pub-id pub-id-type="doi">10.1007/s11136-009-9471-5</pub-id><pub-id pub-id-type="pmid">19340606</pub-id></citation></ref>
<ref id="B31"><label>31.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hart</surname><given-names>DL</given-names></name><name><surname>Wright</surname><given-names>BD</given-names></name></person-group>. <article-title>Development of an index of physical functional health status in rehabilitation</article-title>. <source>Arch Phys Med Rehabil</source>. (<year>2002</year>) <volume>83</volume>(<issue>5</issue>):<fpage>655</fpage>&#x2013;<lpage>65</lpage>. <pub-id pub-id-type="doi">10.1053/apmr.2002.31178</pub-id><pub-id pub-id-type="pmid">11994805</pub-id></citation></ref>
<ref id="B32"><label>32.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Facon</surname><given-names>B</given-names></name><name><surname>Nuchadee</surname><given-names>ML</given-names></name></person-group>. <article-title>An item analysis of raven&#x2019;s colored progressive matrices among participants with down syndrome</article-title>. <source>Res Dev Disabil</source>. (<year>2010</year>) <volume>31</volume>(<issue>1</issue>):<fpage>243</fpage>&#x2013;<lpage>9</lpage>. <pub-id pub-id-type="doi">10.1016/j.ridd.2009.09.011</pub-id><pub-id pub-id-type="pmid">19853407</pub-id></citation></ref>
<ref id="B33"><label>33.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>da Rocha</surname><given-names>NS</given-names></name><name><surname>Power</surname><given-names>MJ</given-names></name><name><surname>Bushnell</surname><given-names>DM</given-names></name><name><surname>Fleck</surname><given-names>MP</given-names></name></person-group>. <article-title>Is there a measurement overlap between depressive symptoms and quality of life?</article-title> <source>Compr Psychiatry</source>. (<year>2009</year>) <volume>50</volume>(<issue>6</issue>):<fpage>549</fpage>&#x2013;<lpage>55</lpage>. <pub-id pub-id-type="doi">10.1016/j.comppsych.2008.11.015</pub-id><pub-id pub-id-type="pmid">19840593</pub-id></citation></ref>
<ref id="B34"><label>34.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Elhan</surname><given-names>AH</given-names></name><name><surname>&#x00D6;ztuna</surname><given-names>D</given-names></name><name><surname>Kutlay</surname><given-names>&#x015E;</given-names></name><name><surname>K&#x00FC;&#x00E7;&#x00FC;kdeveci</surname><given-names>AA</given-names></name><name><surname>Tennant</surname><given-names>A</given-names></name></person-group>. <article-title>An initial application of computerized adaptive testing (CAT) for measuring disability in patients with low back pain</article-title>. <source>BMC Musculoskelet Disord</source>. (<year>2008</year>) <volume>9</volume>(<issue>1</issue>):<fpage>1</fpage>&#x2013;<lpage>5</lpage>. <pub-id pub-id-type="doi">10.1186/1471-2474-9-166</pub-id><pub-id pub-id-type="pmid">18182116</pub-id></citation></ref>
<ref id="B35"><label>35.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>de Morton</surname><given-names>NA</given-names></name><name><surname>Keating</surname><given-names>JL</given-names></name><name><surname>Davidson</surname><given-names>M</given-names></name></person-group>. <article-title>Rasch analysis of the Barthel index in the assessment of hospitalized older patients after admission for an acute medical condition</article-title>. <source>Arch Phys Med Rehabil</source>. (<year>2008</year>) <volume>89</volume>(<issue>4</issue>):<fpage>641</fpage>&#x2013;<lpage>7</lpage>. <pub-id pub-id-type="doi">10.1016/j.apmr.2007.10.021</pub-id><pub-id pub-id-type="pmid">18373993</pub-id></citation></ref>
<ref id="B36"><label>36.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Woodbury</surname><given-names>ML</given-names></name><name><surname>Velozo</surname><given-names>CA</given-names></name><name><surname>Richards</surname><given-names>LG</given-names></name><name><surname>Duncan</surname><given-names>PW</given-names></name><name><surname>Studenski</surname><given-names>S</given-names></name><name><surname>Lai</surname><given-names>SM</given-names></name></person-group>. <article-title>Longitudinal stability of the Fugl-Meyer assessment of the upper extremity</article-title>. <source>Arch Phys Med Rehabil</source>. (<year>2008</year>) <volume>89</volume>(<issue>8</issue>):<fpage>1563</fpage>&#x2013;<lpage>9</lpage>. <pub-id pub-id-type="doi">10.1016/j.apmr.2007.12.041</pub-id><pub-id pub-id-type="pmid">18674991</pub-id></citation></ref>
<ref id="B37"><label>37.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wuang</surname><given-names>YP</given-names></name><name><surname>Su</surname><given-names>CY</given-names></name></person-group>. <article-title>Rasch analysis of the developmental test of visual-motor integration in children with intellectual disabilities</article-title>. <source>Res Dev Disabil</source>. (<year>2009</year>) <volume>30</volume>(<issue>5</issue>):<fpage>1044</fpage>&#x2013;<lpage>53</lpage>. <pub-id pub-id-type="doi">10.1016/j.ridd.2009.02.007</pub-id><pub-id pub-id-type="pmid">19297129</pub-id></citation></ref>
<ref id="B38"><label>38.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Linacre</surname><given-names>JM</given-names></name></person-group>. <article-title>Generalizability Theory and Many-Facet Rasch Measurement</article-title>. (<year>1993</year>). <comment>Available online at:</comment> <ext-link ext-link-type="uri" xlink:href="https://files.eric.ed.gov/fulltext/ED364573.pdf">https://files.eric.ed.gov/fulltext/ED364573.pdf</ext-link> <comment>(Accessed September 28, 2024)</comment>.</citation></ref>
<ref id="B39"><label>39.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sudweeks</surname><given-names>RR</given-names></name><name><surname>Reeve</surname><given-names>S</given-names></name><name><surname>Bradshaw</surname><given-names>WS</given-names></name></person-group>. <article-title>A comparison of generalizability theory and many-facet Rasch measurement in an analysis of college sophomore writing</article-title>. <source>Assess Writ</source>. (<year>2004</year>) <volume>9</volume>(<issue>3</issue>):<fpage>239</fpage>&#x2013;<lpage>61</lpage>. <pub-id pub-id-type="doi">10.1016/j.asw.2004.11.001</pub-id></citation></ref>
<ref id="B40"><label>40.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hecimovich</surname><given-names>MD</given-names></name><name><surname>Peiffer</surname><given-names>JJ</given-names></name><name><surname>Harbaugh</surname><given-names>AG</given-names></name></person-group>. <article-title>Development and psychometric evaluation of a post exercise exhaustion scale utilising the Rasch measurement model</article-title>. <source>Psychol Sport Exerc</source>. (<year>2014</year>) <volume>15</volume>(<issue>6</issue>):<fpage>569</fpage>&#x2013;<lpage>79</lpage>. <pub-id pub-id-type="doi">10.1016/j.psychsport.2014.07.001</pub-id></citation></ref>
<ref id="B41"><label>41.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Smith</surname><given-names>EV</given-names><suffix>Jr</suffix></name><name><surname>Kulikowich</surname><given-names>JM</given-names></name></person-group>. <article-title>An application of generalizability theory and many-facet Rasch measurement using a complex problem-solving skills assessment</article-title>. <source>Educ Psychol Meas</source>. (<year>2004</year>) <volume>64</volume>(<issue>4</issue>):<fpage>617</fpage>&#x2013;<lpage>39</lpage>. <pub-id pub-id-type="doi">10.1177/0013164404263876</pub-id></citation></ref>
<ref id="B42"><label>42.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhu</surname><given-names>W</given-names></name><name><surname>Ennis</surname><given-names>CD</given-names></name><name><surname>Chen</surname><given-names>A</given-names></name></person-group>. <article-title>Many-faceted Rasch modeling expert judgment in test development</article-title>. <source>Meas Phys Educ Exerc Sci</source>. (<year>1998</year>) <volume>2</volume>(<issue>1</issue>):<fpage>21</fpage>&#x2013;<lpage>39</lpage>. <pub-id pub-id-type="doi">10.1207/s15327841mpee0201_2</pub-id></citation></ref>
<ref id="B43"><label>43.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhu</surname><given-names>W</given-names></name><name><surname>Cole</surname><given-names>EL</given-names></name></person-group>. <article-title>Many-faceted rasch calibration of a gross motor instrument</article-title>. <source>Res Q Exerc Sport</source>. (<year>1996</year>) <volume>67</volume>(<issue>1</issue>):<fpage>24</fpage>&#x2013;<lpage>34</lpage>. <pub-id pub-id-type="doi">10.1080/02701367.1996.10607922</pub-id><pub-id pub-id-type="pmid">8735991</pub-id></citation></ref>
<ref id="B44"><label>44.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Linacre</surname><given-names>JM</given-names></name></person-group>. <source>Winsteps&#x00AE; Rasch Measurement Computer Program (version 5.6.0).</source> <publisher-loc>Portland, OR</publisher-loc>: <publisher-name>Winsteps.com</publisher-name> (<year>2023</year>). <comment>Available online at:</comment> <ext-link ext-link-type="uri" xlink:href="https://winsteps.com">https://winsteps.com</ext-link></citation></ref>
<ref id="B45"><label>45.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cicchetti</surname><given-names>DV</given-names></name><name><surname>Shoinralter</surname><given-names>D</given-names></name><name><surname>Tyrer</surname><given-names>PJ</given-names></name></person-group>. <article-title>The effect of number of rating scale categories on levels of interrater reliability: a monte carlo investigation</article-title>. <source>Appl Psychol Meas</source>. (<year>1985</year>) <volume>9</volume>(<issue>1</issue>):<fpage>31</fpage>&#x2013;<lpage>6</lpage>. <pub-id pub-id-type="doi">10.1177/014662168500900103</pub-id></citation></ref>
<ref id="B46"><label>46.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Trakman</surname><given-names>GL</given-names></name><name><surname>Forsyth</surname><given-names>A</given-names></name><name><surname>Hoye</surname><given-names>R</given-names></name><name><surname>Belski</surname><given-names>R</given-names></name></person-group>. <article-title>The nutrition for sport knowledge questionnaire (NSKQ): development and validation using classical test theory and Rasch analysis</article-title>. <source>J Int Soc Sports Nutr</source>. (<year>2017</year>) <volume>14</volume>(<issue>1</issue>):<fpage>26</fpage>. <pub-id pub-id-type="doi">10.1186/s12970-017-0182-y</pub-id><pub-id pub-id-type="pmid">28785177</pub-id></citation></ref>
<ref id="B47"><label>47.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lee</surname><given-names>M</given-names></name><name><surname>Zhu</surname><given-names>W</given-names></name><name><surname>Ackley-Holbrook</surname><given-names>E</given-names></name><name><surname>Brower</surname><given-names>DG</given-names></name><name><surname>McMurray</surname><given-names>B</given-names></name></person-group>. <article-title>Calibration and validation of the physical activity barrier scale for persons who are blind or visually impaired</article-title>. <source>Disabil Health J</source>. (<year>2014</year>) <volume>7</volume>(<issue>3</issue>):<fpage>309</fpage>&#x2013;<lpage>17</lpage>. <pub-id pub-id-type="doi">10.1016/j.dhjo.2014.02.004</pub-id><pub-id pub-id-type="pmid">24947572</pub-id></citation></ref>
<ref id="B48"><label>48.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gorin</surname><given-names>JS</given-names></name><name><surname>Embretson</surname><given-names>SE</given-names></name><name><surname>McKay</surname><given-names>D</given-names></name></person-group>. <source>Item Response Theory and Rasch Models. Handbook of Research Methods in Abnormal and Clinical Psychology.</source> <publisher-loc>Thousand Oaks, CA</publisher-loc>: <publisher-name>Sage Publications</publisher-name> (<year>2008</year>). p. <fpage>271</fpage>&#x2013;<lpage>92</lpage>.</citation></ref>
<ref id="B49"><label>49.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kornetti</surname><given-names>DL</given-names></name><name><surname>Fritz</surname><given-names>SL</given-names></name><name><surname>Chiu</surname><given-names>YP</given-names></name><name><surname>Light</surname><given-names>KE</given-names></name><name><surname>Velozo</surname><given-names>CA</given-names></name></person-group>. <article-title>Rating scale analysis of the Berg balance scale</article-title>. <source>Arch Phys Med Rehabil</source>. (<year>2004</year>) <volume>85</volume>(<issue>7</issue>):<fpage>1128</fpage>&#x2013;<lpage>35</lpage>. <pub-id pub-id-type="doi">10.1016/j.apmr.2003.11.019</pub-id><pub-id pub-id-type="pmid">15241763</pub-id></citation></ref>
<ref id="B50"><label>50.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Pesudovs</surname><given-names>K</given-names></name><name><surname>Noble</surname><given-names>BA</given-names></name></person-group>. <article-title>Improving subjective scaling of pain using Rasch analysis</article-title>. <source>J Pain</source>. (<year>2005</year>) <volume>6</volume>(<issue>9</issue>):<fpage>630</fpage>&#x2013;<lpage>6</lpage>. <pub-id pub-id-type="doi">10.1016/j.jpain.2005.04.001</pub-id><pub-id pub-id-type="pmid">16139782</pub-id></citation></ref>
<ref id="B51"><label>51.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Thomas</surname><given-names>JJ</given-names></name><name><surname>Shuford</surname><given-names>DM</given-names></name><name><surname>Duke</surname><given-names>JC</given-names></name><name><surname>Cipriani</surname><given-names>DJ</given-names><suffix>III</suffix></name></person-group>. <article-title>Development and psychometric properties of the self-efficacy scale for transfers for caregivers of children requiring transfer assistance</article-title>. <source>Arch Phys Med Rehabil</source>. (<year>2007</year>) <volume>88</volume>(<issue>4</issue>):<fpage>481</fpage>&#x2013;<lpage>8</lpage>. <pub-id pub-id-type="doi">10.1016/j.apmr.2007.01.019</pub-id><pub-id pub-id-type="pmid">17398250</pub-id></citation></ref>
<ref id="B52"><label>52.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhu</surname><given-names>W</given-names></name><name><surname>Timm</surname><given-names>G</given-names></name><name><surname>Ainsworth</surname><given-names>B</given-names></name></person-group>. <article-title>Rasch calibration and optimal categorization of an instrument measuring women&#x2019;s exercise perseverance and barriers</article-title>. <source>Res Q Exerc Sport</source>. (<year>2001</year>) <volume>72</volume>(<issue>2</issue>):<fpage>104</fpage>&#x2013;<lpage>16</lpage>. <pub-id pub-id-type="doi">10.1080/02701367.2001.10608940</pub-id><pub-id pub-id-type="pmid">11393873</pub-id></citation></ref>
<ref id="B53"><label>53.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zhu</surname><given-names>WU</given-names></name><name><surname>Updyke</surname><given-names>WF</given-names></name><name><surname>Lewandowski</surname><given-names>C</given-names></name></person-group>. <article-title><italic>post-hoc</italic> rasch analysis of optimal categorization of an ordered-response scale</article-title>. <source>J Outcome Meas</source>. (<year>1997</year>) <volume>1</volume>(<issue>4</issue>):<fpage>286</fpage>&#x2013;<lpage>304</lpage>.<pub-id pub-id-type="pmid">9661725</pub-id></citation></ref>
<ref id="B54"><label>54.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kili&#x00E7;</surname><given-names>&#x00C7;</given-names></name><name><surname>Acar</surname><given-names>MF</given-names></name><name><surname>Tok</surname><given-names>M&#x0130;</given-names></name><name><surname>Yarkin</surname><given-names>Z</given-names></name><name><surname>Sevilmi&#x015F;</surname><given-names>E</given-names></name><name><surname>Burgul</surname><given-names>N</given-names></name></person-group>. <article-title>Measuring tactical creativity with the help of divergent thought: example of TRNC U-21 football teams</article-title>. <source>J Hum Sport Exerc</source>. (<year>2020</year>) <volume>15</volume>(<issue>Proc2</issue>):<fpage>S408</fpage>&#x2013;<lpage>16</lpage>. <pub-id pub-id-type="doi">10.14198/jhse.2020.15.Proc2.31</pub-id></citation></ref>
<ref id="B55"><label>55.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wu</surname><given-names>CS</given-names></name><name><surname>Lee</surname><given-names>CJ</given-names></name><name><surname>Tsai</surname><given-names>LF</given-names></name></person-group>. <article-title>Influence of creativity and knowledge sharing on performance</article-title>. <source>J Technol Manag China</source>. (<year>2012</year>) <volume>7</volume>(<issue>1</issue>):<fpage>64</fpage>&#x2013;<lpage>77</lpage>. <pub-id pub-id-type="doi">10.1108/17468771211207358</pub-id></citation></ref>
<ref id="B56"><label>56.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Zahno</surname><given-names>S</given-names></name></person-group>. <article-title>Creativity in Elite Youth Football: Enhancing Players&#x0027; Motor Skills Rather Than a Divergent Thinking Ability Fosters Creative Actions</article-title>. (<year>2022</year>). <comment>Available online at:</comment> <ext-link ext-link-type="uri" xlink:href="https://boris.unibe.ch/id/eprint/167817">https://boris.unibe.ch/id/eprint/167817</ext-link> <comment>(Accessed September 30, 2024)</comment>.</citation></ref>
<ref id="B57"><label>57.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Roca</surname><given-names>A</given-names></name><name><surname>Ford</surname><given-names>PR</given-names></name></person-group>. <article-title>Decision-making practice during coaching sessions in elite youth football across European countries</article-title>. <source>Sci Med Football</source>. (<year>2020</year>) <volume>4</volume>(<issue>4</issue>):<fpage>263</fpage>&#x2013;<lpage>8</lpage>. <pub-id pub-id-type="doi">10.1080/24733938.2020.1755051</pub-id></citation></ref>
<ref id="B58"><label>58.</label><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Smith</surname><given-names>GT</given-names></name><name><surname>McCarthy</surname><given-names>DM</given-names></name></person-group>. <article-title>Methodological considerations in the refinement of clinical assessment instruments</article-title>. <source>Psychol Assess</source>. (<year>1995</year>) <volume>7</volume>(<issue>3</issue>):<fpage>300</fpage>. <pub-id pub-id-type="doi">10.1037/1040-3590.7.3.300</pub-id></citation></ref></ref-list>
</back>
</article>