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<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Educ.</journal-id>
<journal-title>Frontiers in Education</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Educ.</abbrev-journal-title>
<issn pub-type="epub">2504-284X</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/feduc.2025.1537797</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Education</subject>
<subj-group>
<subject>Original Research</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Psychometric properties of the critical thinking disposition scale in Peruvian adolescents</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author">
<name><surname>Mart&#x00ED;nez-Huam&#x00E1;n</surname> <given-names>Hilda</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
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<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
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</contrib>
<contrib contrib-type="author">
<name><surname>Turpo-Chaparro</surname> <given-names>Josu&#x00E9; Edison</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1472090/overview"/>
<role content-type="https://credit.niso.org/contributor-roles/investigation/"/>
<role content-type="https://credit.niso.org/contributor-roles/methodology/"/>
<role content-type="https://credit.niso.org/contributor-roles/writing-review-editing/"/>
</contrib>
<contrib contrib-type="author" corresp="yes">
<name><surname>Abanto-Ram&#x00ED;rez</surname> <given-names>Carlos D.</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/2142789/overview"/>
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<aff id="aff1"><sup>1</sup><institution>Unidad de Postgrado de Ciencias Humanas y de la Educaci&#x00F3;n, Universidad Peruana Uni&#x00F3;n</institution>, <addr-line>Lima</addr-line>, <country>Per&#x00FA;</country></aff>
<aff id="aff2"><sup>2</sup><institution>Facultad de Ciencias Humanas y Educacion, Universidad Peruana Uni&#x00F3;n</institution>, <addr-line>Lima</addr-line>, <country>Per&#x00FA;</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited by: Musa Adekunle Ayanwale, University of Johannesburg, South Africa</p></fn>
<fn fn-type="edited-by"><p>Reviewed by: Zuzana Hal&#x00E1;kov&#x00E1;, Comenius University, Slovakia</p><p>Victor Eyo Essien, University of Maryland, College Park, United States</p><p>Daniel Oyeniran, The University of Alabama, United States</p></fn>
<corresp id="c001">&#x002A;Correspondence: Carlos D. Abanto-Ram&#x00ED;rez, <email>carlosabanto@upeu.edu.pe</email></corresp>
</author-notes>
<pub-date pub-type="epub">
<day>11</day>
<month>03</month>
<year>2025</year>
</pub-date>
<pub-date pub-type="collection">
<year>2025</year>
</pub-date>
<volume>10</volume>
<elocation-id>1537797</elocation-id>
<history>
<date date-type="received">
<day>01</day>
<month>12</month>
<year>2024</year>
</date>
<date date-type="accepted">
<day>27</day>
<month>02</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x00A9; 2025 Mart&#x00ED;nez-Huam&#x00E1;n, Turpo-Chaparro and Abanto-Ram&#x00ED;rez.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Mart&#x00ED;nez-Huam&#x00E1;n, Turpo-Chaparro and Abanto-Ram&#x00ED;rez</copyright-holder>
<license xlink:href="http://creativecommons.org/licenses/by/4.0/"><p>This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</p></license>
</permissions>
<abstract>
<sec>
<title>Background</title>
<p>The disposition to critical thinking equips students with the capacity for objective analysis, informed decision-making, and problem-solving. Furthermore, it enhances intellectual autonomy and adaptability within academic contexts.</p>
</sec>
<sec>
<title>Objectives</title>
<p>To assess the psychometric properties of the Critical Thinking Disposition Scale in Peruvian adolescents.</p>
</sec>
<sec>
<title>Methodology</title>
<p>The psychometric adaptation process was implemented to evaluate the relevance, clarity, and comprehension of the items through expert judgment and pilot testing. Utilizing a sample of 499 students aged 10&#x2013;17 years (M = 15.8, SD = 1.30), a confirmatory factor analysis (CFA) was conducted.</p>
</sec>
<sec>
<title>Results</title>
<p>The scale demonstrated validity and reliability, yielding optimal fit and reliability indices that support its unidimensional structure.</p>
</sec>
<sec>
<title>Conclusion</title>
<p>The validation of the Critical Thinking Disposition Scale in the Peruvian context provides a valuable instrument for assessing and fostering the propensity of Peruvian students to employ critical thinking skills, with implications for professional practice and educational policy. Furthermore, the study is significant because it shows that all factor values were greater than 0.40, which represents that the items contribute significantly to the evaluation of adolescents&#x2019; disposition to critical thinking.</p>
</sec>
</abstract>
<kwd-group>
<kwd>disposition to critical thinking</kwd>
<kwd>psychometric properties</kwd>
<kwd>adolescents</kwd>
<kwd>reliability</kwd>
<kwd>validity</kwd>
</kwd-group>
<contract-sponsor id="cn001">Universidad Peruana Uni&#x00F3;n<named-content content-type="fundref-id">10.13039/100020941</named-content></contract-sponsor>
<counts>
<fig-count count="2"/>
<table-count count="6"/>
<equation-count count="0"/>
<ref-count count="91"/>
<page-count count="10"/>
<word-count count="7066"/>
</counts>
<custom-meta-wrap>
<custom-meta>
<meta-name>section-at-acceptance</meta-name>
<meta-value>Assessment, Testing and Applied Measurement</meta-value>
</custom-meta>
</custom-meta-wrap>
</article-meta>
</front>
<body>
<sec id="S1" sec-type="intro">
<title>1 Introduction</title>
<p>Critical thinking touches on a crucial topic in education since it is an essential indicator of quality in the teaching-learning process (<xref ref-type="bibr" rid="B7">Alsaleh, 2020</xref>), and its development is a priority in contemporary education (<xref ref-type="bibr" rid="B2">Aderoncele-Acosta et al., 2020</xref>).</p>
<p>Various investigations have demonstrated the effectiveness of critical thinking in academic activities. For example, <xref ref-type="bibr" rid="B6">Almulla and Al-Rahmi (2023)</xref> found that students who develop critical thinking have better learning capacity, and their self-efficacy increases (<xref ref-type="bibr" rid="B67">Namaziandost et al., 2023</xref>), increasing their performance (<xref ref-type="bibr" rid="B61">Mart&#x00ED;n-Raugh et al., 2023</xref>). Critical thinking promotes intellectual autonomy, independence (<xref ref-type="bibr" rid="B44">Fu et al., 2023</xref>), self-regulation, and self-assessment (<xref ref-type="bibr" rid="B17">Bernal et al., 2020</xref>). In this way, students can make informed decisions and develop their self-organization skills favorably, becoming a key factor in dealing with adverse situations (<xref ref-type="bibr" rid="B87">Van Tonder et al., 2022</xref>).</p>
<p>Critical thinking also becomes relevant in the digital age (<xref ref-type="bibr" rid="B58">Leuwol et al., 2023</xref>; <xref ref-type="bibr" rid="B81">Sel, 2022</xref>) and its development is of significant interest within the field of education in general (<xref ref-type="bibr" rid="B69">Nunnally and Bernstein, 1995</xref>; <xref ref-type="bibr" rid="B25">Campo et al., 2023</xref>). It allows adolescents to evaluate and discern the information disseminated by digital media and the use they make of it, which constitutes a safeguard for their physical, mental, and social integrity, given the amount of false information that exists and can be harmful to them (<xref ref-type="bibr" rid="B47">Gouseti et al., 2024</xref>).</p>
<p>Recent reports highlight the looming danger of the digital age for teenagers (<xref ref-type="bibr" rid="B77">Rauscher and Badenhorst, 2021</xref>). For example, the Global Standards of <xref ref-type="bibr" rid="B31">Digital Inteligence Institute (2023)</xref> pointed out, after a study in 30 countries worldwide, the following risks for children and adolescents in the digital age. Of the participants, 45% face cyberbullying, 29% consume violent and sexual content, and 28% receive online threats. Likewise, the United Nations International Children&#x2019;s Emergency Fund (<xref ref-type="bibr" rid="B86">United Nations International Children&#x2019;s Emergency Fund, 2024</xref>) expresses great concern about these and other dangers that the digital age brings for adolescents.</p>
<p>Given this problem, timely intervention by national and international educational authorities is necessary to implement appropriate policies for children, adolescents, and young people (<xref ref-type="bibr" rid="B63">Miller, 2023</xref>). In this sense, promoting the development of critical thinkers can be a possible and effective alternative solution (<xref ref-type="bibr" rid="B3">Aguilera and Pandya, 2021</xref>).</p>
<p>Critical thinking also benefits students on a personal level. It allows them to consolidate their identity by creating a space for reflection on their experiences, beliefs, and values through self-knowledge and critical reflection. This knowledge is used for decision-making and developing the ability to resolve conflicts and maintain interpersonal relationships (<xref ref-type="bibr" rid="B69">Nunnally and Bernstein, 1995</xref>; <xref ref-type="bibr" rid="B18">Branje et al., 2021</xref>). Furthermore, <xref ref-type="bibr" rid="B49">Haag et al. (2022)</xref> assert that the development of critical thinking skills is a priority in the twenty-first century and enables students to construct their identity through active participation and reflective practice.</p>
<p>Critical thinking is also relevant for the development of a sense of social responsibility and civic spirit in adolescents by encouraging analysis, interpretation, and dialogue, allowing them to assume an active role in democratic, civic, and social participation for a committed participation in their environment (<xref ref-type="bibr" rid="B45">Fuentes-Moreno et al., 2020</xref>), helping to improve their self-esteem.</p>
<p>In the context described above, critical thinking constitutes an important skill for adolescents on a personal, academic, and socio-emotional level, contributing to their optimal development and preparing them for their transition to youth and adulthood (<xref ref-type="bibr" rid="B17">Bernal et al., 2020</xref>). In this way, characteristics of personality, such as honesty, empathy and solidarity, have been shown to be related to critical thinking and that, when combined, enhance the ability to make correct decisions in adolescents (<xref ref-type="bibr" rid="B62">Merma-Molina et al., 2022</xref>). However, when talking about critical thinking, it is necessary to mention that this does not only consist of the cognitive part <xref ref-type="bibr" rid="B48">Guerci de Siufi (2008)</xref>, which has to do with the skills of searching for information, analysis, interpretation, and evaluation for decision-making (<xref ref-type="bibr" rid="B78">Richards et al., 2020</xref>); but it also includes a dispositional aspect, little addressed in research (<xref ref-type="bibr" rid="B41">Fandi&#x00F1;o Parra et al., 2021</xref>), especially in the adolescent population. This disposition is the tendency, inclination, attitude, and mental habits that a person has to think critically and reflectively. That is the openness to listening to different perspectives or points of view for analysis based on reason and a solid argument (<xref ref-type="bibr" rid="B34">Ennis, 1996</xref>). <xref ref-type="bibr" rid="B40">Facione et al. (1995)</xref> assert that the development of critical thinking skills is essential for sound decision-making and effective problem-solving. <xref ref-type="bibr" rid="B51">Halpern (1998)</xref> posits that this constitutes a learning experience that would enable the adolescent to navigate new contexts, with enhanced prospects of attaining academic success. However, the development and application of these skills in various contexts would not be possible, but thanks to motivation and dispositional adaptability (<xref ref-type="bibr" rid="B74">Perkins et al., 1993</xref>).</p>
<p>This attitudinal aspect is fundamental for developing critical thinking skills (<xref ref-type="bibr" rid="B60">Lun et al., 2023</xref>). It is directly related to reflective learning and predicts the ability to make decisions after reflecting, analyzing, and verifying information (<xref ref-type="bibr" rid="B53">Karahan et al., 2023</xref>) and influences their learning abilities (<xref ref-type="bibr" rid="B28">Daradoumis and Arguedas, 2020</xref>).</p>
<p>Previous studies highlight the importance of a disposition toward critical thinking (<xref ref-type="bibr" rid="B14">Aysu, 2023</xref>) points out that the inclination to explore new ideas, reflective questioning, and proactive learning allow the development of the skills of this type of thinking (<xref ref-type="bibr" rid="B77">Rauscher and Badenhorst, 2021</xref>).</p>
<p>There are some scales to measure critical thinking skills (such as the California Critical Thinking Skills Test [CCTST, (<xref ref-type="bibr" rid="B38">Facione and Facione, 1994</xref>)] and The Watson&#x2013;Glaser Critical Thinking Appraisal [WGCTA, (<xref ref-type="bibr" rid="B88">Watson, 1980</xref>)] used in various investigations around the world. <xref ref-type="bibr" rid="B27">Cui et al. (2021)</xref> mention that although there are various tools to measure critical thinking skills, a better understanding is required regarding the inclination to use these skills in everyday life, that is, the disposition.</p>
<p>In this sense, some known scale to measure the disposition to critical thinking are the California Critical Thinking Disposition Inventory (CCTDI), which combines critical thinking skills and dispositions into 75 items grouped into seven factors: inquisitiveness, open-mindedness, systematicity, analyticity, truth-seeking, critical thinking self-confidence; maturity (<xref ref-type="bibr" rid="B37">Facione and Facione, 1992</xref>; <xref ref-type="bibr" rid="B70">Orhan, 2022</xref>), the Critical Thinking Disposition Assessment (CTDA), which measures the disposition to critical thinking through 19 items grouped into three factors: systematicity and analyticity, inquisitiveness and conversance, and maturity and skepticism (<xref ref-type="bibr" rid="B91">Yuan et al., 2014</xref>), the Watson-Glaser Critical Thinking Appraisal (WGCTA), which, although primarily focuses on critical thinking skills, can be used to quantify the predisposition to apply these skills in various contexts (<xref ref-type="bibr" rid="B33">El Hassan and Madhum, 2007</xref>) through 80 items grouped into five factors: interpretation, analysis, evaluation, inference, and explanation (<xref ref-type="bibr" rid="B12">Arslan and Demirtas, 2016</xref>; <xref ref-type="bibr" rid="B55">Kemper et al., 2019</xref>).</p>
<p>On the other hand, <xref ref-type="bibr" rid="B76">Quinn et al. (2020)</xref> point out a notable need for more consensus on measuring the dispositional dimension of critical thinking. Thus, the need for a valid and reliable instrument to adequately measure this construct is evident (<xref ref-type="bibr" rid="B21">Butler, 2024</xref>).</p>
<p>Faced with this need, after a thorough theoretical review, <xref ref-type="bibr" rid="B83">Sosu (2013)</xref> developed the Critical Thinking Disposition Scale (CTDS). This scale is the most relevant and appropriate for measuring the disposition to critical thinking since, unlike the previous ones, it focuses exclusively on a person&#x2019;s attitude to using critical thinking skills (<xref ref-type="bibr" rid="B15">Bakhtiari-Dovvombaygi et al., 2024</xref>). This relevance and conceptual specificity are fundamental from a psychometric point of view, as pointed out by <xref ref-type="bibr" rid="B56">Kline (2015)</xref>. Furthermore, the CTDS is the closest to the educational context, as it addresses the issue of commitment to critical thinking, highlighting the importance of maintaining the motivation to think critically, a constancy that is part of the educational task (<xref ref-type="bibr" rid="B8">&#x00C1;lvarez-Huerta et al., 2023</xref>). The CTDS has also demonstrated efficacy in administration due to its brevity compared to other scales, ensuring enhanced efficiency in data collection and mitigation of respondent fatigue (<xref ref-type="bibr" rid="B12">Arslan and Demirtas, 2016</xref>; <xref ref-type="bibr" rid="B55">Kemper et al., 2019</xref>). This makes it more appropriate for other extensive scales, as indicated by psychometric theory (<xref ref-type="bibr" rid="B68">Nunnally and Bernstein, 1994</xref>). Although it has received criticism for its brevity and simplicity, its use in recently published studies supports its reliability (<xref ref-type="bibr" rid="B1">Abanto-Ram&#x00ED;rez et al., 2024</xref>; <xref ref-type="bibr" rid="B54">Karakus&#x0328;, 2024</xref>; <xref ref-type="bibr" rid="B59">Li et al., 2024</xref>).</p>
<p>The CTDS has been validated and adapted to various contexts. In T&#x00FC;rkiye, <xref ref-type="bibr" rid="B5">Akin et al. (2015)</xref> verified the bifactor structure of the CTDS with good fit indices (x<sup>2</sup> = 53.24, df = 40, RMSEA = 0.040, NFI = 0.90, NNFI = 0.96, GFI = 0.96, AGFI = 0.93, CFI = 0.97, IFI = 0.97 and SRMR = 0.046) and reliability (&#x03B1; = 0.78).</p>
<p>Likewise, <xref ref-type="bibr" rid="B46">Gerdts-Andresen et al. (2022)</xref> evaluated the psychometric properties of CTDS in Norwegian university students by testing the two factors proposed by <xref ref-type="bibr" rid="B83">Sosu (2013)</xref> with good fit indices in the analysis performed (GFI = 0.95, TLF = 0.94, CFI = 0.96, RMSEA = 0.040, SRMR = 0.053) and an &#x03B1; = 0.76. Likewise, <xref ref-type="bibr" rid="B71">Orhan (2023)</xref> supports the two-factor structure. For its part, <xref ref-type="bibr" rid="B90">Yockey (2016)</xref> and <xref ref-type="bibr" rid="B19">Bravo et al. (2020)</xref> support the unifactorial structure of the scale by reporting that they present better parsimony and fit indices [CFI = 0.976; RMSEA = 0.089 (0.081,0.097); SRMR = 0.031; ECV = 0.889]. These discrepancies in the factor structure may be due to cultural and specific reasons of the various study populations, which makes it necessary to analyze the psychometric properties of this scale, as suggested by <xref ref-type="bibr" rid="B10">Anastasi and Urbina (1997)</xref>.</p>
<p>Evaluating the critical thinking disposition scale is essential to understand Peruvian students&#x2019; critical thinking disposition better. Therefore, verifying whether a scale is appropriate and relevant for Peruvian students is crucial. Few studies demonstrate the psychometric properties of this scale in the adolescent population. Most have only focused on university students, and there is one in the Peruvian context. This situation makes it difficult to measure this construct reliably and accurately, giving rise to possible inaccuracies and biases in the results obtained (<xref ref-type="bibr" rid="B9">American Educational Research Association, 2014</xref>). Therefore, this research aims to evaluate the psychometric properties of the Critical Thinking Disposition scale in Peruvian adolescents. This will allow educational actors, managers, and teachers to diagnose their students&#x2019; willingness to think critically and design effective interventions to develop these skills.</p>
</sec>
<sec id="S2" sec-type="materials|methods">
<title>2 Materials and methods</title>
<sec id="S2.SS1">
<title>2.1 Design and participants</title>
<p>This study is of an instrumental type (<xref ref-type="bibr" rid="B13">Ato et al., 2013</xref>), using a convenience sampling method. The sample was selected using the electronic calculator <xref ref-type="bibr" rid="B82">Soper (2024)</xref>, which considered several factors: the number of observed and latent variables in the model, the expected effect size (&#x03BB; = 0.10), the desired statistical significance (&#x03B1; = 0.05), and the level of statistical power (1&#x2013;&#x03B2; = 0.80). According to these parameters, the minimum sample required for the study was 87 participants. However, 499 students were recruited, with a majority proportion of men (53.3%) aged between 12 and 17 years (M = 15.8, SD = 1.30). Most students were in their third year of secondary school, representing 42.7% of the sample (<xref ref-type="table" rid="T1">Table 1</xref>).</p>
<table-wrap position="float" id="T1">
<label>TABLE 1</label>
<caption><p>Detailed description of the study sample.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<td valign="top" align="left" colspan="2" style="color:#ffffff;background-color: #7f8080;">Characteristics</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;"><italic>N</italic></td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">%</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" colspan="4" style="background-color: #dcdcdc;"><bold>N = 499</bold></td>
</tr>
<tr>
<td valign="top" align="left">Sex</td>
<td valign="top" align="left">Male</td>
<td valign="top" align="center">266</td>
<td valign="top" align="center">53.3</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Female</td>
<td valign="top" align="center">233</td>
<td valign="top" align="center">46.7</td>
</tr>
<tr>
<td valign="top" align="left">Year of study</td>
<td valign="top" align="left">First</td>
<td valign="top" align="center">205</td>
<td valign="top" align="center">41.1%</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Second</td>
<td valign="top" align="center">27</td>
<td valign="top" align="center">5.4%</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Third</td>
<td valign="top" align="center">213</td>
<td valign="top" align="center">42.7%</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Forth</td>
<td valign="top" align="center">22</td>
<td valign="top" align="center">4.4%</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">Fifth</td>
<td valign="top" align="center">32</td>
<td valign="top" align="center">6.4%</td>
</tr>
<tr>
<td valign="top" align="left">Age</td>
<td valign="top" align="left">12</td>
<td valign="top" align="center">27</td>
<td valign="top" align="center">5.4%</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">13</td>
<td valign="top" align="center">21</td>
<td valign="top" align="center">4.2%</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">14</td>
<td valign="top" align="center">17</td>
<td valign="top" align="center">3.4%</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">15</td>
<td valign="top" align="center">35</td>
<td valign="top" align="center">7.0%</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">16</td>
<td valign="top" align="center">261</td>
<td valign="top" align="center">52.3%</td>
</tr>
<tr>
<td/>
<td valign="top" align="left">17</td>
<td valign="top" align="center">138</td>
<td valign="top" align="center">27.7%</td>
</tr>
</tbody>
</table></table-wrap>
</sec>
<sec id="S2.SS2">
<title>2.2 Instruments</title>
<p>The Critical Thinking Readiness Scale was developed by <xref ref-type="bibr" rid="B83">Sosu (2013)</xref> based on the theoretical proposals of the APA Delphi Report (<xref ref-type="bibr" rid="B36">Facione, 1990</xref>), Californian critical thinking inventory (<xref ref-type="bibr" rid="B37">Facione and Facione, 1992</xref>; <xref ref-type="bibr" rid="B74">Perkins et al., 1993</xref>; <xref ref-type="bibr" rid="B50">Halonen, 1995</xref>; <xref ref-type="bibr" rid="B34">Ennis, 1996</xref>; <xref ref-type="bibr" rid="B51">Halpern, 1998</xref>). Its objective is to measure two dispositional domains of critical thinking: Critical Openness (the willingness to receive new ideas and critically evaluate them) and Reflective Skepticism (the tendency to reflect on past experiences and question current evidence). The Spanish version of this scale, validated in young university students, was used for this study (<xref ref-type="bibr" rid="B19">Bravo et al., 2020</xref>) because it is more suitable for the target population due to its cultural and linguistic adaptation compared to the original version in English, as well as the demonstration of validity and reliability (<xref ref-type="bibr" rid="B66">Mu&#x00F1;iz et al., 2013</xref>). Its structure is unifactorial and consists of 11 items that can be directly quantified on a Likert scale from 1 to 5 (1 = Strongly disagree, 2 = Disagree, 3 = Undecided, 4 = Agree and 5 = Strongly agree). It has proven reliable (&#x03B1; = 0.777) and has adequate psychometric properties (CFI = 0.976; RMSEA = 0.089; SRMR = 0.031). The version of the instrument used retains all the items of Sosu&#x2019;s initial proposal, for example &#x201C;I usually try to think about the bigger picture during a discussion.&#x201D;</p>
</sec>
<sec id="S2.SS3">
<title>2.3 Procedure</title>
<p>The Peruvian Union University Ethics Committee approved the research protocol, with reference number 2023-CE-EPG-00110. Permission was requested from the management of the educational institutions to which the survey was applied. Permission was obtained from the parents and/or guardians of the students who participated in the study, considering they are minors. In addition, each student gave their consent to participate. Free and voluntary participation was taken into account, as well as the confidentiality and anonymity of the data collected, following the principles of the Declaration of Helsinki (<xref ref-type="bibr" rid="B75">Puri et al., 2009</xref>).</p>
</sec>
<sec id="S2.SS4">
<title>2.4 Analysis</title>
<p>To evaluate the content validity of the CTDS, five teachers with experience in teaching and research in the educational and psychometric field participated, who rated the relevance of the items and provided suggestions for improvement (<xref ref-type="bibr" rid="B84">Su&#x00E1;rez-Alvarez et al., 2018</xref>). Responses were analyzed using Aiken&#x2019;s V coefficient (V = 1, <italic>p</italic> = 0.031; <xref ref-type="bibr" rid="B4">Aiken, 1985</xref>; <xref ref-type="bibr" rid="B72">Penfield and Giacobbi, 2004</xref>). A pilot test was carried out with 30 high school students through group discussion to verify the items&#x2019; comprehensibility and detect possible semantic errors and inconsistencies (<xref ref-type="bibr" rid="B65">Mu&#x00F1;iz and Fonseca-Pedrero, 2019</xref>).</p>
<p>Then, construct validity was determined. First, the descriptive statistics of the Critical Thinking Disposition Scale items (mean, standard deviation, asymmetry, and kurtosis) were analyzed using the FACTOR Analysis program version 10.1. In the second stage, the validity evidence based on the internal structure was analyzed through a Confirmatory Factor Analysis (CFA) utilizing the freely available R software within its RStudio interface, using the Lavaan package (<xref ref-type="bibr" rid="B80">Rosseel, 2012</xref>). The estimation method was Robust Weighted Least Squares (WLSMV), and structural equation modeling (SEM) was considered, in order to establish the existence of relationships between latent variables and observed variables, thereby enabling the verification of a proposed structural model (<xref ref-type="bibr" rid="B20">Brown, 2015</xref>; <xref ref-type="bibr" rid="B57">Kline, 2016</xref>), It is beneficial to examine the factor structure of a scale and its psychometric properties (<xref ref-type="bibr" rid="B23">Byrne, 2010</xref>). The comparative fit index (CFI), adjusted goodness of fit index (AGFI), and Tucker-Lewis Index (TLI) were estimated. Also, the parameters for the root mean square error of approximation (RMSEA) and the root mean square error rate (SRMR) were taken into account, following the criteria proposed by <xref ref-type="bibr" rid="B52">Hu and Bentler (1999)</xref>, who point out that the CFI and TLI should be greater than 0.9 and the RMSEA less than 0.08. Finally, the JAMOVI statistical software was used to evaluate reliability through Cronbach&#x2019;s alpha and Omega coefficients.</p>
</sec>
</sec>
<sec id="S3" sec-type="results">
<title>3 Results</title>
<sec id="S3.SS1">
<title>3.1 Content validity</title>
<p>The content validation criterion was obtained from the evaluation of five specialists in the educational area, who rated the items based on the criteria of clarity, congruence, context, and belonging to the domain of the construct on a scale of 0 = &#x201C;The validation criterion is not met&#x201D; to 6 = &#x201C;The validation criterion is met.&#x201D; As a result, the minimum value of V = 0.96 (CI 95% = 0.80; 0.99) for item 1, V = 0.93 (CI 95% = 0.79; 0.98), and values equal to greater than V = 0.97 for the rest of the items (CI 95% = 0.83; 0.99) for the rest of the items, considering them suitable for subsequent statistical analysis. These findings indicate that the item wording demonstrates clarity and unambiguity, uniformly measures the construct without contradictions, and aligns with the theoretical framework supporting the construct they aim to assess. No items were eliminated, as illustrated in <xref ref-type="table" rid="T2">Table 2</xref>.</p>
<table-wrap position="float" id="T2">
<label>TABLE 2</label>
<caption><p>Content validity from Aiken&#x2019;s V.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Items</td>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Aiken&#x2019;s V</td>
<td valign="top" align="center" colspan="2" style="color:#ffffff;background-color: #7f8080;">CI 95%</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;"></td>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;"></td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;"><bold>Low</bold></td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;"><bold>Up</bold></td>
</tr>
<tr>
<td valign="top" align="left">DPC1</td>
<td valign="top" align="left">0.93</td>
<td valign="top" align="center">0.79</td>
<td valign="top" align="center">0.98</td>
</tr>
<tr>
<td valign="top" align="left">DPC2</td>
<td valign="top" align="left">0.99</td>
<td valign="top" align="center">0.87</td>
<td valign="top" align="center">1.00</td>
</tr>
<tr>
<td valign="top" align="left">DPC3</td>
<td valign="top" align="left">0.97</td>
<td valign="top" align="center">0.83</td>
<td valign="top" align="center">0.99</td>
</tr>
<tr>
<td valign="top" align="left">DPC4</td>
<td valign="top" align="left">1.00</td>
<td valign="top" align="center">0.89</td>
<td valign="top" align="center">1.00</td>
</tr>
<tr>
<td valign="top" align="left">DPC5</td>
<td valign="top" align="left">0.98</td>
<td valign="top" align="center">0.85</td>
<td valign="top" align="center">1.00</td>
</tr>
<tr>
<td valign="top" align="left">DPC6</td>
<td valign="top" align="left">1.00</td>
<td valign="top" align="center">0.89</td>
<td valign="top" align="center">1.00</td>
</tr>
<tr>
<td valign="top" align="left">DPC7</td>
<td valign="top" align="left">1.00</td>
<td valign="top" align="center">0.89</td>
<td valign="top" align="center">1.00</td>
</tr>
<tr>
<td valign="top" align="left">DPC8</td>
<td valign="top" align="left">1.00</td>
<td valign="top" align="center">0.89</td>
<td valign="top" align="center">1.00</td>
</tr>
<tr>
<td valign="top" align="left">DPC9</td>
<td valign="top" align="left">1.00</td>
<td valign="top" align="center">0.89</td>
<td valign="top" align="center">1.00</td>
</tr>
<tr>
<td valign="top" align="left">DPC10</td>
<td valign="top" align="left">1.00</td>
<td valign="top" align="center">0.89</td>
<td valign="top" align="center">1.00</td>
</tr>
<tr>
<td valign="top" align="left">DPC11</td>
<td valign="top" align="left">1.00</td>
<td valign="top" align="center">0.89</td>
<td valign="top" align="center">1.00</td>
</tr>
<tr>
<td valign="top" align="left">F1</td>
<td valign="top" align="left">0.99</td>
<td valign="top" align="center">0.87</td>
<td valign="top" align="center">1.00</td>
</tr>
</tbody>
</table></table-wrap>
</sec>
<sec id="S3.SS2">
<title>3.2 Pilot test</title>
<p>Following recommendation of <xref ref-type="bibr" rid="B89">Wilson (2005)</xref>, a qualitative pilot test was carried out using a discussion group made up of 30 adolescents with characteristics similar to the population under study. Each one evaluated the comprehensibility of the items and possible writing errors. The members of the pilot group easily understood all the items. This suggests that, upon administration of the scale to the participants, the items were readily comprehensible and did not elicit confusion or ambiguities. No difficulties were reported in interpreting the meaning of each item, and the language employed was appropriate for the sample&#x2019;s characteristics in terms of age, cultural context, and educational level.</p>
</sec>
<sec id="S3.SS3">
<title>3.3 Preliminary analysis of items and reliability</title>
<p><xref ref-type="table" rid="T3">Table 3</xref> shows the mean, standard deviation, asymmetry, and kurtosis of the eleven Critical Thinking Disposition Scale items. The mean of the items ranges from 3.58 to 4.19, and its standard deviation exceeds 0.70 in all cases. The asymmetry indices (g1) of all items were within the range &#x00B1; 2, indicating a symmetrical data distribution (<xref ref-type="bibr" rid="B42">Finney and DiStefano, 2006</xref>). On the other hand, the kurtosis indices (g2) are less than three in most items, indicating a relatively normal distribution (<xref ref-type="bibr" rid="B29">de Winter et al., 2016</xref>; <xref ref-type="bibr" rid="B30">DeCarlo, 1997</xref>). Several items exhibit a kurtosis slightly exceeding three (3,6,7), indicating heavier tails and greater concentration in the mean values, as well as a more elongated tail (leptokurtic, in the case of item 11); this observation is common, in practice, within the social sciences (<xref ref-type="bibr" rid="B24">Cain et al., 2017</xref>). See <xref ref-type="fig" rid="F1">Figure 1</xref> and <xref ref-type="table" rid="T3">Table 3</xref>. In addition, it presents the reliability indices by internal consistency using Cronbach&#x2019;s alpha, ordinal alpha, and McDonald&#x2019;s Omega methods.</p>
<table-wrap position="float" id="T3">
<label>TABLE 3</label>
<caption><p>Preliminary analysis of the items of the Critical Thinking Disposition Scale.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;"></td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">M</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">SD</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">g1</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">g2</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left" colspan="5" style="background-color: #dcdcdc;"><bold>n = 399</bold></td>
</tr>
<tr>
<td valign="top" align="left">Item 1</td>
<td valign="top" align="center">3.58</td>
<td valign="top" align="center">0.90</td>
<td valign="top" align="center">-1.11</td>
<td valign="top" align="center">1.38</td>
</tr>
<tr>
<td valign="top" align="left">Item 2</td>
<td valign="top" align="center">3.84</td>
<td valign="top" align="center">0.87</td>
<td valign="top" align="center">-1.41</td>
<td valign="top" align="center">2.66</td>
</tr>
<tr>
<td valign="top" align="left">Item 3</td>
<td valign="top" align="center">4.08</td>
<td valign="top" align="center">0.82</td>
<td valign="top" align="center">-1.48</td>
<td valign="top" align="center">3.64</td>
</tr>
<tr>
<td valign="top" align="left">Item 4</td>
<td valign="top" align="center">3.92</td>
<td valign="top" align="center">0.82</td>
<td valign="top" align="center">-1.23</td>
<td valign="top" align="center">2.72</td>
</tr>
<tr>
<td valign="top" align="left">Item 5</td>
<td valign="top" align="center">3.64</td>
<td valign="top" align="center">0.79</td>
<td valign="top" align="center">-0.93</td>
<td valign="top" align="center">1.54</td>
</tr>
<tr>
<td valign="top" align="left">Item 6</td>
<td valign="top" align="center">4.16</td>
<td valign="top" align="center">0.80</td>
<td valign="top" align="center">-1.44</td>
<td valign="top" align="center">3.54</td>
</tr>
<tr>
<td valign="top" align="left">Item 7</td>
<td valign="top" align="center">3.94</td>
<td valign="top" align="center">0.80</td>
<td valign="top" align="center">-1.38</td>
<td valign="top" align="center">3.38</td>
</tr>
<tr>
<td valign="top" align="left">Item 8</td>
<td valign="top" align="center">3.89</td>
<td valign="top" align="center">0.83</td>
<td valign="top" align="center">-1.1</td>
<td valign="top" align="center">2.48</td>
</tr>
<tr>
<td valign="top" align="left">Item 9</td>
<td valign="top" align="center">3.82</td>
<td valign="top" align="center">0.80</td>
<td valign="top" align="center">-1.08</td>
<td valign="top" align="center">2.18</td>
</tr>
<tr>
<td valign="top" align="left">Item 10</td>
<td valign="top" align="center">3.88</td>
<td valign="top" align="center">0.73</td>
<td valign="top" align="center">-1.12</td>
<td valign="top" align="center">2.86</td>
</tr>
<tr>
<td valign="top" align="left">Item 11</td>
<td valign="top" align="center">4.19</td>
<td valign="top" align="center">0.79</td>
<td valign="top" align="center">-1.61</td>
<td valign="top" align="center">4.69</td>
</tr>
</tbody>
</table></table-wrap>
<table-wrap position="float" id="T4">
<label>TABLE 4</label>
<caption><p>DPC reliability analysis.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;"></td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Coefficient &#x03B1;</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">Coefficient &#x03C9;</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">Item 1</td>
<td valign="top" align="center">0.853</td>
<td valign="top" align="center">0.856</td>
</tr>
<tr>
<td valign="top" align="left">Item 2</td>
<td valign="top" align="center">0.845</td>
<td valign="top" align="center">0.849</td>
</tr>
<tr>
<td valign="top" align="left">Item 3</td>
<td valign="top" align="center">0.845</td>
<td valign="top" align="center">0.849</td>
</tr>
<tr>
<td valign="top" align="left">Item 4</td>
<td valign="top" align="center">0.843</td>
<td valign="top" align="center">0.847</td>
</tr>
<tr>
<td valign="top" align="left">Item 5</td>
<td valign="top" align="center">0.852</td>
<td valign="top" align="center">0.856</td>
</tr>
<tr>
<td valign="top" align="left">Item 6</td>
<td valign="top" align="center">0.846</td>
<td valign="top" align="center">0.851</td>
</tr>
<tr>
<td valign="top" align="left">Item 7</td>
<td valign="top" align="center">0.847</td>
<td valign="top" align="center">0.852</td>
</tr>
<tr>
<td valign="top" align="left">Item 8</td>
<td valign="top" align="center">0.846</td>
<td valign="top" align="center">0.85</td>
</tr>
<tr>
<td valign="top" align="left">Item 9</td>
<td valign="top" align="center">0.85</td>
<td valign="top" align="center">0.854</td>
</tr>
<tr>
<td valign="top" align="left">Item 10</td>
<td valign="top" align="center">0.834</td>
<td valign="top" align="center">0.836</td>
</tr>
<tr>
<td valign="top" align="left">Item 11</td>
<td valign="top" align="center">0.834</td>
<td valign="top" align="center">0.836</td>
</tr>
</tbody>
</table></table-wrap>
<fig id="F1" position="float">
<label>FIGURE 1</label>
<caption><p>Histogram of the items in the Critical Thinking Disposition Scale.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="feduc-10-1537797-g001.tif"/>
</fig>
<p>The findings have shown that the scale generally presents an expected internal consistency of Cronbach &#x03B1; = 0.857, ordinal &#x03B1; = 0.870, and McDonald&#x2019;s &#x03C9; = 0.860.</p>
</sec>
<sec id="S3.SS4">
<title>3.4 Confirmatory factor analysis</title>
<p>Validity evidence based on internal structure was analyzed through a CFA. The goodness-of-fit indices of the original model showed a good fit (&#x03C7;<sup>2</sup> = 112.42, df = 190, <italic>p</italic> = 0.000; CFI = 0.949; TLI = 0.937; RMSEA = 0.056 and SRMR &#x003C; 0.036). As shown in <xref ref-type="fig" rid="F2">Figure 2</xref> and <xref ref-type="table" rid="T5">Table 5</xref>. This result represents an appropriate fit for the single-factor model of CTDS since it has a TLI and CFI greater than 0.90 and an RMSEA and SRMR less than 0.08, which indicates a good fit (<xref ref-type="bibr" rid="B16">Bentler, 1990</xref>; <xref ref-type="bibr" rid="B52">Hu and Bentler, 1999</xref>). Furthermore, the moderate to high correlations (0.22&#x2013;1.00) presented in <xref ref-type="table" rid="T6">Table 6</xref> indicate that the items share variance, which substantiates the univariate structure of CTDS (<xref ref-type="bibr" rid="B68">Nunnally and Bernstein, 1994</xref>).</p>
<fig id="F2" position="float">
<label>FIGURE 2</label>
<caption><p>Unifactor structure of the critical thinking disposition scale.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="feduc-10-1537797-g002.tif"/>
</fig>
<table-wrap position="float" id="T5">
<label>TABLE 5</label>
<caption><p>Fit indices of the models evaluated by confirmatory factor analysis (CFA) of the study instrument.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;">Model</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">&#x03C7; <sup>2</sup></td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">df</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">CFI</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">TLI</td>
<td valign="top" align="center" colspan="2" style="color:#ffffff;background-color: #7f8080;">RMSEA</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">SRMR</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left"></td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">Value</td>
<td valign="top" align="center">(90%) CI</td>
<td valign="top" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="left">11 items</td>
<td valign="top" align="center">112.42</td>
<td valign="top" align="center">35</td>
<td valign="top" align="center">0.963</td>
<td valign="top" align="center">0.952</td>
<td valign="top" align="center">0.067</td>
<td valign="top" align="center">(0.061,0.081)</td>
<td valign="top" align="center">0.042</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn><p>df, degree of freedom; CFI, comparative fit index; TLI, Tucker-Lewis&#x2019;s index; RMSEA, root mean square error of approximation; CI, confidence interval.</p></fn>
</table-wrap-foot>
</table-wrap>
<table-wrap position="float" id="T6">
<label>TABLE 6</label>
<caption><p>Matrix of correlations of Critical Thinking Disposition Scale (CTDS) items.</p></caption>
<table cellspacing="5" cellpadding="5" frame="box" rules="all">
<thead>
<tr>
<td valign="top" align="left" style="color:#ffffff;background-color: #7f8080;"></td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">DPC1</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">DPC2</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">DPC3</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">DPC4</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">DPC5</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">DPC6</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">DPC7</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">DPC8</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">DPC9</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">DPC10</td>
<td valign="top" align="center" style="color:#ffffff;background-color: #7f8080;">DPC11</td>
</tr>
</thead>
<tbody>
<tr>
<td valign="top" align="left">DPC1</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="left">DPC2</td>
<td valign="top" align="center">0.344<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="left">DPC3</td>
<td valign="top" align="center">0.257<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.448<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="left">DPC4</td>
<td valign="top" align="center">0.228<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.435<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.418<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="left">DPC5</td>
<td valign="top" align="center">0.264<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.336<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.297<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.322<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="left">DPC6</td>
<td valign="top" align="center">0.365<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.318<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.372<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.331<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.257<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="left">DPC7</td>
<td valign="top" align="center">0.305<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.286<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.292<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.358<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.298<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.414<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="left">DPC8</td>
<td valign="top" align="center">0.310<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.340<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.400<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.395<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.285<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.278<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.373<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="left">DPC9</td>
<td valign="top" align="center">0.247<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.277<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.297<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.299<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.259<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.254<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.369<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.415<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="left">DPC10</td>
<td valign="top" align="center">0.329<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.391<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.388<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.478<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.311<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.421<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.345<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.351<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.379<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">&#x2013;</td>
<td valign="top" align="center">&#x2013;</td>
</tr>
<tr>
<td valign="top" align="left">DPC11</td>
<td valign="top" align="center">0.329<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.391<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.388<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.478<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.311<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.421<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.345<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.351<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">0.379<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">1.000<xref ref-type="table-fn" rid="t6fns3">&#x002A;&#x002A;&#x002A;</xref></td>
<td valign="top" align="center">&#x2013;</td>
</tr>
</tbody>
</table>
<table-wrap-foot>
<fn id="t6fns3"><p>&#x002A;&#x002A;&#x002A;The correlation is significant at the 0.01 level.</p></fn>
</table-wrap-foot>
</table-wrap>
</sec>
</sec>
<sec id="S4">
<title>4 Discussion and conclusion</title>
<p>The disposition to critical thinking is essential for education because it allows adaptation to personal, social, and professional demands <xref ref-type="bibr" rid="B85">Tiruneh et al. (2014)</xref>. A decent education is characterized by the number of opportunities for thinking and practice given to students (<xref ref-type="bibr" rid="B43">Freire, 2021</xref>). Despite the importance of critical thinking in the school population, the literature does not provide evidence for the causes or results for populations under 18 (<xref ref-type="bibr" rid="B26">&#x00C7;elik &#x0130;skifo&#x011F;lu et al., 2022</xref>). In this sense, the research objective was to validate the Critical Thinking Disposition scale in Peruvian adolescents.</p>
<p>The Critical Thinking Disposition Scale validation analyses in Peruvian adolescents were developed using a psychometric methodology (<xref ref-type="bibr" rid="B13">Ato et al., 2013</xref>). The Peruvian version of the Critical Thinking Disposition Scale showed good clarity considering a population of adolescents between 12 and 17 years old with direct approval of the 11 items and instructions. Likewise, the AFC findings confirm the unidimensional structure of the instrument in Spanish, with items that present factor loadings following what is recommended (<xref ref-type="bibr" rid="B32">Dominguez-Lara and Fern&#x00E1;ndez-Arata, 2019</xref>). These results are similar to those reported by <xref ref-type="bibr" rid="B19">Bravo et al. (2020)</xref>, where the single-factor structure was the most consistent considering the construct of disposition to critical thinking. This one-factor model is further based on recent theoretical evidence (<xref ref-type="bibr" rid="B90">Yockey, 2016</xref>), which can explain most of the variance of each item on the scale. This result differs from the original model (<xref ref-type="bibr" rid="B83">Sosu, 2013</xref>), which maintains two main dimensions.</p>
<p>These findings suggest both theoretical and practical implications. The results of this study confirm the application of the theory on dispositions to critical thinking, which identifies a set of attitudes that define the personal attitude and disposition to value and use critical thinking in personal, professional, and civic matters (<xref ref-type="bibr" rid="B39">Facione et al., 2021</xref>). In this sense, a unidimensional scale can assess the disposition to critical thinking (<xref ref-type="bibr" rid="B19">Bravo et al., 2020</xref>). Highlight that this scale has 11 items that ensure speed and practicality in its application, ultimately promoting research into this construct. This scale also aims to motivate Peruvian adolescent students to develop critical thinking skills and attitudes. As a result, it is expected that students will become more involved in academic activities, developing strategies that improve their learning capacity and decision-making attitudes, which will translate into greater academic success (<xref ref-type="bibr" rid="B22">B&#x00FC;y&#x00FC;k&#x00F6;zkan et al., 2020</xref>; <xref ref-type="bibr" rid="B79">Rivas et al., 2023</xref>). Furthermore, this scale is a solid tool that allows universities to find students with a greater disposition to critical thinking and, in turn, implement strategies that improve students&#x2019; critical thinking skills. For this reason, this scale constitutes a fundamental axis in university evaluations that seeks to understand the disposition of adolescent students toward critical thinking. Finally, this study can help teachers find the determinants of dispositional critical thinking and improve their levels.</p>
<p>In relation to educational policy and based on the University Law (<xref ref-type="bibr" rid="B64">Ministerio de Educacion, 2014</xref>), the legislation establishes the training of professionals with high professional quality and a full sense of social responsibility, therefore, it is important to promote critical thinking skills, necessary in the analysis, evaluation and solution of society&#x2019;s problems. Therefore, relevant evaluation through reliable instruments such as the critical thinking disposition scale will help in achieving this objective.</p>
<p>In this sense, the main contribution of the present study is to provide a tool that can help researchers study and evaluate the disposition to critical thinking in adolescent students in a Peruvian context, which is a current need (<xref ref-type="bibr" rid="B73">P&#x00E9;rez-Mor&#x00E1;n et al., 2021</xref>). Therefore, this critical thinking readiness scale can help develop public policies that address students&#x2019; critical thinking attitudes and abilities. In this sense, this questionnaire allows for collecting information that supports actions to improve students&#x2019; critical thinking skills during their adolescent years and guiding improvement actions in this field.</p>
<p>This research presents limitations: First, the students were selected conveniently, so probability samples must be developed to avoid representation bias. Although the sampling method has some advantages since in many cases random sampling is not feasible or practical due to the high cost and time to be developed (<xref ref-type="bibr" rid="B35">Etikan, 2016</xref>). Therefore, it is generalizable only to the surveyed population (<xref ref-type="bibr" rid="B11">Andrade, 2021</xref>). Furthermore, empirical research on the proposed instrument is limited to adolescent students only; additional studies could expand this scope to measure beyond institutional, educational intervention, understanding that a high percentage of students study outside the educational system. Finally, considering the sample&#x2019;s gender, 53.3% of the participants were women, so it is advisable to repeat the study with a more balanced gender distribution. Developing similar research by adding interviews and focus groups is also important.</p>
<p>In conclusion, the results showed that the Critical Thinking Disposition Scale in Peruvian adolescents shows adequate internal validity, based on content analysis and confirmatory factor analysis, and adequate reliability, evaluating the internal consistency of CTDS and whether the items are coherent with each other and reflect the same underlying construct. It is concluded that the Critical Thinking Readiness Scale in Peruvian adolescent students presents adequate psychometric properties and allows a significant evaluation of the student&#x2019;s willingness to develop critical thinking skills and attitudes.</p>
</sec>
</body>
<back>
<sec id="S5" sec-type="data-availability">
<title>Data availability statement</title>
<p>The raw data supporting the conclusions of this article will be made available by the authors, without undue reservation.</p>
</sec>
<sec id="S6" sec-type="ethics-statement">
<title>Ethics statement</title>
<p>The studies involving humans were approved by Comit&#x00E9; de &#x00E9;tica de la Escuela de Posgrado de la Universidad Peruana Uni&#x00F3;n. The studies were conducted in accordance with the local legislation and institutional requirements. Written informed consent for participation in this study was provided by the participants&#x2019; legal guardians/next of kin.</p>
</sec>
<sec id="S7" sec-type="author-contributions">
<title>Author contributions</title>
<p>HM-H: Conceptualization, Investigation, Writing &#x2013; original draft. JT-C: Investigation, Methodology, Writing &#x2013; review and editing. CA-R: Project administration, Supervision, Validation, Writing &#x2013; review and editing.</p>
</sec>
<sec id="S8" sec-type="funding-information">
<title>Funding</title>
<p>The author(s) declare that no financial support was received for the research, authorship, and/or publication of this article.</p>
</sec>
<sec id="S9" sec-type="COI-statement">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec id="S10" sec-type="ai-statement">
<title>Generative AI statement</title>
<p>The authors declare that no Generative AI was used in the creation of this manuscript.</p>
</sec>
<sec id="S11" sec-type="disclaimer">
<title>Publisher&#x2019;s note</title>
<p>All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article, or claim that may be made by its manufacturer, is not guaranteed or endorsed by the publisher.</p>
</sec>
<ref-list>
<title>References</title>
<ref id="B1"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Abanto-Ram&#x00ED;rez</surname> <given-names>C. D.</given-names></name> <name><surname>Turpo-Chaparro</surname> <given-names>J. E.</given-names></name> <name><surname>Apaza</surname> <given-names>A.</given-names></name> <name><surname>L&#x00F3;pez-Gonzales</surname> <given-names>J. L.</given-names></name></person-group> (<year>2024</year>). <article-title>Disposition to critical thinking, anxiety due to COVID-19 and academic self-efficacy in university students.</article-title> <source><italic>Front. Educ.</italic></source> <volume>9</volume>:<fpage>1125889</fpage>. <pub-id pub-id-type="doi">10.3389/feduc.2024.1125889</pub-id></citation></ref>
<ref id="B2"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Aderoncele-Acosta</surname> <given-names>&#x00C1;</given-names></name> <name><surname>Nagamine Miyashiro</surname> <given-names>M.</given-names></name> <name><surname>Medina Coronado</surname> <given-names>D.</given-names></name></person-group> (<year>2020</year>). <article-title>Development of critical thinking.</article-title> <source><italic>Teach. Soc.</italic></source> <volume>17</volume> <fpage>532</fpage>&#x2013;<lpage>546</lpage>.</citation></ref>
<ref id="B3"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Aguilera</surname> <given-names>E.</given-names></name> <name><surname>Pandya</surname> <given-names>J. Z.</given-names></name></person-group> (<year>2021</year>). <article-title>Critical literacies in a digital age: Current and future issues.</article-title> <source><italic>Pedagogies Int. J.</italic></source> <volume>16</volume> <fpage>103</fpage>&#x2013;<lpage>110</lpage>. <pub-id pub-id-type="doi">10.1080/1554480X.2021.1914059</pub-id></citation></ref>
<ref id="B4"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Aiken</surname> <given-names>L. R.</given-names></name></person-group> (<year>1985</year>). <article-title>Three coefficients for analyzing the reliability and validity of ratings.</article-title> <source><italic>Educ. Psychol. Meas.</italic></source> <volume>45</volume> <fpage>131</fpage>&#x2013;<lpage>142</lpage>. <pub-id pub-id-type="doi">10.1177/0013164485451012</pub-id></citation></ref>
<ref id="B5"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Akin</surname> <given-names>A.</given-names></name> <name><surname>Hamedoglu</surname> <given-names>M. A.</given-names></name> <name><surname>Arslan</surname> <given-names>S.</given-names></name> <name><surname>Akin</surname> <given-names>&#x00DC;</given-names></name> <name><surname>&#x00C7;elik</surname> <given-names>E.</given-names></name> <name><surname>Kaya</surname> <given-names>&#x00C7;</given-names></name><etal/></person-group> (<year>2015</year>). <article-title>The adaptation and validation of the turkish version of the critical thinking disposition scale (CTDS).</article-title> <source><italic>Int. J. Educ. Res.</italic></source> <volume>16</volume> <fpage>31</fpage>&#x2013;<lpage>35</lpage>.</citation></ref>
<ref id="B6"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Almulla</surname> <given-names>M. A.</given-names></name> <name><surname>Al-Rahmi</surname> <given-names>W. M.</given-names></name></person-group> (<year>2023</year>). <article-title>Integrated social cognitive theory with learning input factors: The effects of problem-solving skills and critical thinking skills on learning performance sustainability.</article-title> <source><italic>Sustainability</italic></source> <volume>15</volume>:<fpage>3978</fpage>. <pub-id pub-id-type="doi">10.3390/su15053978</pub-id></citation></ref>
<ref id="B7"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Alsaleh</surname> <given-names>N. J.</given-names></name></person-group> (<year>2020</year>). <article-title>Teaching critical thinking skills: Literature review.</article-title> <source><italic>Turk. Online J. Educ. Technol.</italic></source> <volume>19</volume> <fpage>21</fpage>&#x2013;<lpage>39</lpage>.</citation></ref>
<ref id="B8"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>&#x00C1;lvarez-Huerta</surname> <given-names>P.</given-names></name> <name><surname>Muela</surname> <given-names>A.</given-names></name> <name><surname>Larrea</surname> <given-names>I.</given-names></name></person-group> (<year>2023</year>). <article-title>Disposition towards critical thinking and student engagement in higher education.</article-title> <source><italic>Innov. High. Educ.</italic></source> <volume>48</volume> <fpage>239</fpage>&#x2013;<lpage>256</lpage>. <pub-id pub-id-type="doi">10.1007/s10755-022-09614-9</pub-id></citation></ref>
<ref id="B9"><citation citation-type="journal"><collab>American Educational Research Association</collab> (<year>2014</year>). <source><italic>Standards for Educational and Psychological Testing.</italic></source> <publisher-loc>Washington, DC</publisher-loc>: <publisher-name>American Educational Research Association</publisher-name>.</citation></ref>
<ref id="B10"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Anastasi</surname> <given-names>A.</given-names></name> <name><surname>Urbina</surname> <given-names>S.</given-names></name></person-group> (<year>1997</year>). <source><italic>Psychological Testing</italic></source>, <edition>7th Edn</edition>. <publisher-loc>London</publisher-loc>: <publisher-name>Pearson</publisher-name>.</citation></ref>
<ref id="B11"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Andrade</surname> <given-names>C.</given-names></name></person-group> (<year>2021</year>). <article-title>The inconvenient truth about convenience and purposive samples.</article-title> <source><italic>Indian J. Psychol. Med.</italic></source> <volume>43</volume> <fpage>86</fpage>&#x2013;<lpage>88</lpage>. <pub-id pub-id-type="doi">10.1177/0253717620977000</pub-id> <pub-id pub-id-type="pmid">34349313</pub-id></citation></ref>
<ref id="B12"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Arslan</surname> <given-names>S.</given-names></name> <name><surname>Demirtas</surname> <given-names>Z.</given-names></name></person-group> (<year>2016</year>). <article-title>Social emotional learning and critical thinking disposition.</article-title> <source><italic>Stud. Psychol.</italic></source> <volume>58</volume> <fpage>276</fpage>&#x2013;<lpage>285</lpage>. <pub-id pub-id-type="doi">10.21909/sp.2016.04.723</pub-id></citation></ref>
<ref id="B13"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ato</surname> <given-names>M.</given-names></name> <name><surname>L&#x00F3;pez Garc&#x00ED;a</surname> <given-names>J. J.</given-names></name> <name><surname>Benavente</surname> <given-names>A.</given-names></name></person-group> (<year>2013</year>). <article-title>A classification system for research designs in psychology.</article-title> <source><italic>Ann. Psychol.</italic></source> <volume>29</volume>:<fpage>178511</fpage>. <pub-id pub-id-type="doi">10.6018/analesps.29.3.178511</pub-id></citation></ref>
<ref id="B14"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Aysu</surname> <given-names>S.</given-names></name></person-group> (<year>2023</year>). &#x201C;<article-title>Today&#x2019;s two important skills: Digital literacy and critical thinking</article-title>,&#x201D; in <source><italic>Undividing Digital Divide</italic></source>, <role>eds</role> <person-group person-group-type="editor"><name><surname>K&#x00F6;ksal</surname> <given-names>D.</given-names></name> <name><surname>Ulum</surname> <given-names>G.</given-names></name> <name><surname>Gen&#x00E7;</surname> <given-names>G.</given-names></name></person-group> (<publisher-loc>Berlin</publisher-loc>: <publisher-name>Springer</publisher-name>), <fpage>37</fpage>&#x2013;<lpage>48</lpage>. <pub-id pub-id-type="doi">10.1542/peds.2020-1681</pub-id> <pub-id pub-id-type="pmid">32571990</pub-id></citation></ref>
<ref id="B15"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bakhtiari-Dovvombaygi</surname> <given-names>H.</given-names></name> <name><surname>Pourhasan</surname> <given-names>K.</given-names></name> <name><surname>Rahmaty</surname> <given-names>Z.</given-names></name> <name><surname>Zare-Kaseb</surname> <given-names>A.</given-names></name> <name><surname>Abbaszadeh</surname> <given-names>A.</given-names></name> <name><surname>Rashtbarzadeh</surname> <given-names>A.</given-names></name><etal/></person-group> (<year>2024</year>). <article-title>Evaluation of cross-cultural adaptation and validation of the Persian version of the critical thinking disposition scale: Methodological study.</article-title> <source><italic>BMC Nurs.</italic></source> <volume>23</volume>:<fpage>463</fpage>. <pub-id pub-id-type="doi">10.1186/s12912-024-02129-y</pub-id> <pub-id pub-id-type="pmid">38978026</pub-id></citation></ref>
<ref id="B16"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bentler</surname> <given-names>P. M.</given-names></name></person-group> (<year>1990</year>). <article-title>Comparative fit indexes in structural models.</article-title> <source><italic>Psychol. Bull.</italic></source> <volume>107</volume> <fpage>238</fpage>&#x2013;<lpage>246</lpage>. <pub-id pub-id-type="doi">10.1037/0033-2909.107.2.238</pub-id> <pub-id pub-id-type="pmid">2320703</pub-id></citation></ref>
<ref id="B17"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bernal</surname> <given-names>R. T.</given-names></name> <name><surname>Melendro</surname> <given-names>M.</given-names></name> <name><surname>Charry</surname> <given-names>C.</given-names></name></person-group> (<year>2020</year>). <article-title>Transition to adulthood autonomy scale for young people: Design and validation.</article-title> <source><italic>Front. Psychol.</italic></source> <volume>11</volume>:<fpage>457</fpage>. <pub-id pub-id-type="doi">10.3389/fpsyg.2020.00457</pub-id> <pub-id pub-id-type="pmid">32265784</pub-id></citation></ref>
<ref id="B18"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Branje</surname> <given-names>S.</given-names></name> <name><surname>de Moor</surname> <given-names>E. L.</given-names></name> <name><surname>Spitzer</surname> <given-names>J.</given-names></name> <name><surname>Becht</surname> <given-names>A. I.</given-names></name></person-group> (<year>2021</year>). <article-title>Dynamics of identity development in adolescence: A decade in review.</article-title> <source><italic>J. Res. Adolesc.</italic></source> <volume>31</volume> <fpage>908</fpage>&#x2013;<lpage>927</lpage>. <pub-id pub-id-type="doi">10.1111/jora.12678</pub-id> <pub-id pub-id-type="pmid">34820948</pub-id></citation></ref>
<ref id="B19"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Bravo</surname> <given-names>M. J.</given-names></name> <name><surname>Galiana</surname> <given-names>L.</given-names></name> <name><surname>Rodrigo</surname> <given-names>M. F.</given-names></name> <name><surname>Navarro-P&#x00E9;rez</surname> <given-names>J. J.</given-names></name> <name><surname>Oliver</surname> <given-names>A.</given-names></name></person-group> (<year>2020</year>). <article-title>An adaptation of the critical thinking disposition scale in spanish youth.</article-title> <source><italic>Think. Skills Creativity</italic></source> <volume>38</volume>:<fpage>100748</fpage>. <pub-id pub-id-type="doi">10.1016/j.tsc.2020.100748</pub-id></citation></ref>
<ref id="B20"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Brown</surname> <given-names>T. A.</given-names></name></person-group> (<year>2015</year>). <source><italic>Confirmatory factor analysis for applied research</italic></source>, <edition>2nd Edn.</edition> <publisher-loc>New York, NY</publisher-loc>: <publisher-name>Guilford Press</publisher-name>.</citation></ref>
<ref id="B21"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Butler</surname> <given-names>H. A.</given-names></name></person-group> (<year>2024</year>). <article-title>Predicting everyday critical thinking: A review of critical thinking assessments.</article-title> <source><italic>J. Intell.</italic></source> <volume>12</volume>:<fpage>16</fpage>. <pub-id pub-id-type="doi">10.3390/jintelligence12020016</pub-id> <pub-id pub-id-type="pmid">38392172</pub-id></citation></ref>
<ref id="B22"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>B&#x00FC;y&#x00FC;k&#x00F6;zkan</surname> <given-names>G.</given-names></name> <name><surname>Feyzio&#x011F;lu</surname> <given-names>O.</given-names></name> <name><surname>Havle</surname> <given-names>C. A.</given-names></name></person-group> (<year>2020</year>). &#x201C;<article-title>Analysis of success factors in aviation 4.0 using integrated intuitionistic fuzzy MCDM methods</article-title>,&#x201D; in <source><italic>Intelligent and Fuzzy Techniques in Big Data Analytics and Decision Making. INFUS, 2019. Advances in Intelligent Systems and Computing, 1029</italic></source>, <role>eds</role> <person-group person-group-type="editor"><name><surname>Kahraman</surname> <given-names>C.</given-names></name> <name><surname>Cebi</surname> <given-names>S.</given-names></name> <name><surname>Cevik Onar</surname> <given-names>S.</given-names></name> <name><surname>Oztaysi</surname> <given-names>B.</given-names></name> <name><surname>Tolga</surname> <given-names>A.</given-names></name> <name><surname>Sari</surname> <given-names>I.</given-names></name></person-group> (<publisher-loc>Cham</publisher-loc>: <publisher-name>Springer</publisher-name>), <fpage>598</fpage>&#x2013;<lpage>606</lpage>.</citation></ref>
<ref id="B23"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Byrne</surname> <given-names>B. M.</given-names></name></person-group> (<year>2010</year>). <source><italic>Structural Equation Modeling With AMOS: Basic Concepts, Applications, and Programming</italic></source>, <edition>2nd Edn</edition>. <publisher-loc>Milton Park</publisher-loc>: <publisher-name>Routledge</publisher-name>.</citation></ref>
<ref id="B24"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cain</surname> <given-names>M. K.</given-names></name> <name><surname>Zhang</surname> <given-names>Z.</given-names></name> <name><surname>Yuan</surname> <given-names>K.-H.</given-names></name></person-group> (<year>2017</year>). <article-title>Univariate and multivariate skewness and kurtosis for measuring nonnormality: Prevalence, influence and estimation.</article-title> <source><italic>Behav. Res. Methods</italic></source> <volume>49</volume> <fpage>1716</fpage>&#x2013;<lpage>1735</lpage>. <pub-id pub-id-type="doi">10.3758/s13428-016-0814-1</pub-id> <pub-id pub-id-type="pmid">27752968</pub-id></citation></ref>
<ref id="B25"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Campo</surname> <given-names>L.</given-names></name> <name><surname>Galindo-Dom&#x00ED;nguez</surname> <given-names>H.</given-names></name> <name><surname>Bezanilla</surname> <given-names>M.-J.</given-names></name> <name><surname>Fern&#x00E1;ndez-Nogueira</surname> <given-names>D.</given-names></name> <name><surname>Poblete</surname> <given-names>M.</given-names></name></person-group> (<year>2023</year>). <article-title>Methodologies for fostering critical thinking skills from university students&#x2019; points of view.</article-title> <source><italic>Educ. Sci.</italic></source> <volume>13</volume>:<fpage>132</fpage>. <pub-id pub-id-type="doi">10.3390/educsci13020132</pub-id></citation></ref>
<ref id="B26"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>&#x00C7;elik &#x0130;skifo&#x011F;lu</surname> <given-names>T.</given-names></name> <name><surname>&#x00C7;erkez</surname> <given-names>Y.</given-names></name> <name><surname>&#x0130;skifo&#x011F;lu</surname> <given-names>G.</given-names></name></person-group> (<year>2022</year>). <article-title>Thinking culture and critical thinking dispositions of high school students in Turkish Republic of Northern Cyprus.</article-title> <source><italic>Front. Psychol.</italic></source> <volume>13</volume>:<fpage>1017747</fpage>. <pub-id pub-id-type="doi">10.3389/fpsyg.2022.1017747</pub-id> <pub-id pub-id-type="pmid">36438380</pub-id></citation></ref>
<ref id="B27"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Cui</surname> <given-names>L.</given-names></name> <name><surname>Zhu</surname> <given-names>Y.</given-names></name> <name><surname>Qu</surname> <given-names>J.</given-names></name> <name><surname>Tie</surname> <given-names>L.</given-names></name> <name><surname>Wang</surname> <given-names>Z.</given-names></name> <name><surname>Qu</surname> <given-names>B.</given-names></name></person-group> (<year>2021</year>). <article-title>Psychometric properties of the critical thinking disposition assessment test amongst medical students in China: A cross-sectional study.</article-title> <source><italic>BMC Med. Edu.</italic></source> <volume>21</volume>:<fpage>10</fpage>. <pub-id pub-id-type="doi">10.1186/s12909-020-02437-2</pub-id> <pub-id pub-id-type="pmid">33407421</pub-id></citation></ref>
<ref id="B28"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Daradoumis</surname> <given-names>T.</given-names></name> <name><surname>Arguedas</surname> <given-names>M.</given-names></name></person-group> (<year>2020</year>). <article-title>Cultivating students&#x2019; reflective learning in metacognitive activities through an affective pedagogical agent.</article-title> <source><italic>J. Educ. Technol. Soc.</italic></source> <volume>23</volume> <fpage>19</fpage>&#x2013;<lpage>31</lpage>.</citation></ref>
<ref id="B29"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>de Winter</surname> <given-names>J. C. F.</given-names></name> <name><surname>Gosling</surname> <given-names>S. D.</given-names></name> <name><surname>Potter</surname> <given-names>J.</given-names></name></person-group> (<year>2016</year>). <article-title>Comparing the Pearson and Spearman correlation coefficients across distributions and sample sizes: A tutorial using simulations and empirical data.</article-title> <source><italic>Psychol. Methods</italic></source> <volume>21</volume> <fpage>273</fpage>&#x2013;<lpage>290</lpage>. <pub-id pub-id-type="doi">10.1037/met0000079</pub-id> <pub-id pub-id-type="pmid">27213982</pub-id></citation></ref>
<ref id="B30"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>DeCarlo</surname> <given-names>L. T.</given-names></name></person-group> (<year>1997</year>). <article-title>On the meaning and use of kurtosis.</article-title> <source><italic>Psychol. Methods</italic></source> <volume>2</volume> <fpage>292</fpage>&#x2013;<lpage>307</lpage>. <pub-id pub-id-type="doi">10.1037/1082-989X.2.3.292</pub-id></citation></ref>
<ref id="B31"><citation citation-type="journal"><collab>Digital Inteligence Institute</collab> (<year>2023</year>). <source><italic>Nearly Two-Thirds of Children Surveyed Around the World are Exposed to Cyber Risks, First-Ever Global Child Online Safety Index reveals.</italic></source> <publisher-loc>Dublin</publisher-loc>: <publisher-name>Digital Inteligence Institute</publisher-name></citation></ref>
<ref id="B32"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Dominguez-Lara</surname> <given-names>S.</given-names></name> <name><surname>Fern&#x00E1;ndez-Arata</surname> <given-names>M.</given-names></name></person-group> (<year>2019</year>). <article-title>Autoeficacia acad&#x00E9;mica en estudiantes de Psicolog&#x00ED;a de una universidad de Lima.</article-title> <source><italic>Rev. Electr&#x00F3;nica Invest. Educ.</italic></source> <volume>21</volume>:<fpage>1</fpage>. <pub-id pub-id-type="doi">10.24320/redie.2019.21.e32.2014</pub-id></citation></ref>
<ref id="B33"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>El Hassan</surname> <given-names>K.</given-names></name> <name><surname>Madhum</surname> <given-names>G.</given-names></name></person-group> (<year>2007</year>). <article-title>Validating the watson glaser critical thinking appraisal.</article-title> <source><italic>High. Educ.</italic></source> <volume>54</volume> <fpage>361</fpage>&#x2013;<lpage>383</lpage>. <pub-id pub-id-type="doi">10.1007/s10734-006-9002-z</pub-id></citation></ref>
<ref id="B34"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ennis</surname> <given-names>R. H.</given-names></name></person-group> (<year>1996</year>). <article-title>Critical thinking dispositions: Their nature and assessability.</article-title> <source><italic>Informal Logic.</italic></source> <volume>18</volume> <fpage>165</fpage>&#x2013;<lpage>182</lpage>. <pub-id pub-id-type="doi">10.22329/il.v18i2.2378</pub-id></citation></ref>
<ref id="B35"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Etikan</surname> <given-names>I.</given-names></name></person-group> (<year>2016</year>). <article-title>Comparison of convenience sampling and purposive sampling.</article-title> <source><italic>Am. J. Theoretical Appl. Stat.</italic></source> <volume>5</volume>:<fpage>1</fpage>. <pub-id pub-id-type="doi">10.11648/j.ajtas.20160501.11</pub-id></citation></ref>
<ref id="B36"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Facione</surname> <given-names>P. A.</given-names></name></person-group> (<year>1990</year>). <source><italic>Critical Thinking: A Statement of Expert Consensus for Purposes of Educational Assessment and Instruction (&#x201C;The Delphi Report&#x201D;).</italic></source> <publisher-loc>Oakland, CA</publisher-loc>: <publisher-name>California Academic Press</publisher-name>.</citation></ref>
<ref id="B37"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Facione</surname> <given-names>P. A.</given-names></name> <name><surname>Facione</surname> <given-names>N. C.</given-names></name></person-group> (<year>1992</year>). <source><italic>California Critical Thinking Disposition Inventory.</italic></source> <publisher-loc>Oakland, CA</publisher-loc>: <publisher-name>California Academic Press</publisher-name>.</citation></ref>
<ref id="B38"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Facione</surname> <given-names>P. A.</given-names></name> <name><surname>Facione</surname> <given-names>N. C.</given-names></name></person-group> (<year>1994</year>). <source><italic>The California Critical Thinking Skills Test: CCTST: Test Manual.</italic></source> <publisher-loc>Oakland, CA</publisher-loc>: <publisher-name>California Academic Press</publisher-name>.</citation></ref>
<ref id="B39"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Facione</surname> <given-names>P. A.</given-names></name> <name><surname>Facione</surname> <given-names>N. C.</given-names></name> <name><surname>Riegel</surname> <given-names>F.</given-names></name> <name><surname>Martini</surname> <given-names>J. G.</given-names></name> <name><surname>Crossetti</surname> <given-names>M.</given-names></name></person-group> (<year>2021</year>). <article-title>Holistic critical thinking in times of covid-19 pandemic: Unveiling fundamental skills to clinical nursing practice.</article-title> <source><italic>Rev. Ga&#x00FA;cha Enfermagem</italic></source> <volume>42</volume>:<fpage>e20210235</fpage>. <pub-id pub-id-type="doi">10.1590/1983-1447.2021.20210235</pub-id> <pub-id pub-id-type="pmid">34706034</pub-id></citation></ref>
<ref id="B40"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Facione</surname> <given-names>P. A.</given-names></name> <name><surname>S&#x00E1;nchez</surname> <given-names>C. A.</given-names></name> <name><surname>Facione</surname> <given-names>N. C.</given-names></name> <name><surname>Gainen</surname> <given-names>J.</given-names></name></person-group> (<year>1995</year>). <article-title>The disposition toward to critical thinking.</article-title> <source><italic>J. General Educ.</italic></source> <volume>44</volume> <fpage>1</fpage>&#x2013;<lpage>25</lpage>.</citation></ref>
<ref id="B41"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fandi&#x00F1;o Parra</surname> <given-names>Y. J.</given-names></name> <name><surname>Mu&#x00F1;oz Barriga</surname> <given-names>A.</given-names></name> <name><surname>L&#x00F3;pez D&#x00ED;az</surname> <given-names>R. A.</given-names></name> <name><surname>Galindo Cuesta</surname> <given-names>J. A.</given-names></name></person-group> (<year>2021</year>). <article-title>Teacher education and critical thinking: Systematizing theoretical perspectives and formative experiences in Latin America.</article-title> <source><italic>Rev. Invest. Educ.</italic></source> <volume>39</volume> <fpage>149</fpage>&#x2013;<lpage>167</lpage>. <pub-id pub-id-type="doi">10.6018/rie.416271</pub-id></citation></ref>
<ref id="B42"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Finney</surname> <given-names>S. J.</given-names></name> <name><surname>DiStefano</surname> <given-names>C.</given-names></name></person-group> (<year>2006</year>). &#x201C;<article-title>Nonnormal and categorical data in structural equation models</article-title>,&#x201D; in <source><italic>A Second Course in Structural Equation Modeling</italic></source>, <role>eds</role> <person-group person-group-type="editor"><name><surname>Hancock</surname> <given-names>G. R.</given-names></name> <name><surname>Mueller</surname> <given-names>R. O.</given-names></name></person-group> (<publisher-loc>Charlotte</publisher-loc>: <publisher-name>IAP</publisher-name>), <fpage>269</fpage>&#x2013;<lpage>314</lpage>.</citation></ref>
<ref id="B43"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Freire</surname> <given-names>P.</given-names></name></person-group> (<year>2021</year>). <source><italic>Education for Critical Consciousness</italic></source>, <edition>1st Edn</edition>. <publisher-loc>London</publisher-loc>: <publisher-name>Bloomsbury Publishing</publisher-name>.</citation></ref>
<ref id="B44"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fu</surname> <given-names>J.</given-names></name> <name><surname>Ding</surname> <given-names>Y.</given-names></name> <name><surname>Nie</surname> <given-names>K.</given-names></name> <name><surname>Zaigham</surname> <given-names>G. H. K.</given-names></name></person-group> (<year>2023</year>). <article-title>How does self-efficacy, learner personality, and learner anxiety affect critical thinking of students.</article-title> <source><italic>Front. Psychol.</italic></source> <volume>14</volume>:<fpage>1289594</fpage>. <pub-id pub-id-type="doi">10.3389/fpsyg.2023.1289594</pub-id> <pub-id pub-id-type="pmid">38106385</pub-id></citation></ref>
<ref id="B45"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Fuentes-Moreno</surname> <given-names>C.</given-names></name> <name><surname>Sabariego-Puig</surname> <given-names>M.</given-names></name> <name><surname>Ambros-Pallar&#x00E9;s</surname> <given-names>A.</given-names></name></person-group> (<year>2020</year>). <article-title>Developing social and civic competence in secondary education through the implementation and evaluation of teaching units and educational environments.</article-title> <source><italic>Hum. Soc. Sci. Commun.</italic></source> <volume>7</volume>:<fpage>39</fpage>. <pub-id pub-id-type="doi">10.1057/s41599-020-0530-4</pub-id></citation></ref>
<ref id="B46"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gerdts-Andresen</surname> <given-names>T.</given-names></name> <name><surname>Tindvik Hansen</surname> <given-names>M.</given-names></name> <name><surname>Gr&#x00F8;ndahl</surname> <given-names>V. A.</given-names></name></person-group> (<year>2022</year>). <article-title>Educational effectiveness: Validation of an instrument to measure students&#x2019; critical thinking and disposition.</article-title> <source><italic>Int. J. Instruct.</italic></source> <volume>15</volume> <fpage>685</fpage>&#x2013;<lpage>700</lpage>.</citation></ref>
<ref id="B47"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Gouseti</surname> <given-names>A.</given-names></name> <name><surname>Ilom&#x00E4;ki</surname> <given-names>L.</given-names></name> <name><surname>Lakkala</surname> <given-names>M.</given-names></name></person-group> (<year>2024</year>). &#x201C;<article-title>Re-thinking critical digital literacies in the context of compulsory education</article-title>,&#x201D; in <source><italic>The Palgrave handbook of everyday digital life.</italic></source> <publisher-name>Palgrave Macmilan</publisher-name>, <fpage>261</fpage>&#x2013;<lpage>281</lpage>. <pub-id pub-id-type="doi">10.1007/978-3-031-30438-5_15</pub-id></citation></ref>
<ref id="B48"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Guerci de Siufi</surname> <given-names>B.</given-names></name></person-group> (<year>2008</year>). <article-title>La pregunta como soporte de un pensamiento cr&#x00ED;tico localizado.</article-title> <source><italic>Cuadernos Facul. Hum. Ciencias Soc.</italic></source> <volume>35</volume> <fpage>23</fpage>&#x2013;<lpage>37</lpage>.</citation></ref>
<ref id="B49"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Haag</surname> <given-names>P.</given-names></name> <name><surname>Fantoni</surname> <given-names>T.</given-names></name> <name><surname>Dubal</surname> <given-names>S.</given-names></name></person-group> (<year>2022</year>). <article-title>Fostering engagement, reflexivity, and 21st-century skills in middle school: A pilot collaborative action research on identity formation with adolescent co-researchers.</article-title> <source><italic>J. Intell.</italic></source> <volume>10</volume>:<fpage>64</fpage>. <pub-id pub-id-type="doi">10.3390/jintelligence10030064</pub-id> <pub-id pub-id-type="pmid">36135605</pub-id></citation></ref>
<ref id="B50"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Halonen</surname> <given-names>J. S.</given-names></name></person-group> (<year>1995</year>). <article-title>Demystifying critical thinking.</article-title> <source><italic>Teach. Psychol.</italic></source> <volume>22</volume> <fpage>75</fpage>&#x2013;<lpage>81</lpage>. <pub-id pub-id-type="doi">10.1207/s15328023top2201_23</pub-id> <pub-id pub-id-type="pmid">30994056</pub-id></citation></ref>
<ref id="B51"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Halpern</surname> <given-names>D. F.</given-names></name></person-group> (<year>1998</year>). <article-title>Teaching critical thinking for transfer across domains: Disposition, skills, structure training, and metacognitive monitoring.</article-title> <source><italic>Am. Psychol.</italic></source> <volume>53</volume> <fpage>449</fpage>&#x2013;<lpage>455</lpage>. <pub-id pub-id-type="doi">10.1037/0003-066X.53.4.449</pub-id> <pub-id pub-id-type="pmid">9572008</pub-id></citation></ref>
<ref id="B52"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Hu</surname> <given-names>L.</given-names></name> <name><surname>Bentler</surname> <given-names>P. M.</given-names></name></person-group> (<year>1999</year>). <article-title>Cutoff criteria for fit indexes in covariance structure analysis: Conventional criteria versus new alternatives.</article-title> <source><italic>Struct. Equ. Model. Multidisciplinary J.</italic></source> <volume>6</volume> <fpage>1</fpage>&#x2013;<lpage>55</lpage>. <pub-id pub-id-type="doi">10.1080/10705519909540118</pub-id></citation></ref>
<ref id="B53"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Karahan</surname> <given-names>E.</given-names></name> <name><surname>Bozan</surname> <given-names>M. A.</given-names></name> <name><surname>Ak&#x00E7;ay</surname> <given-names>A. O.</given-names></name> <name><surname>Ak&#x00E7;ay</surname> <given-names>&#x0130;M.</given-names></name></person-group> (<year>2023</year>). <article-title>An investigation of primary school students&#x2019; critical thinking dispositions and decision-making skills.</article-title> <source><italic>Int. J. Educ. Res. Rev.</italic></source> <volume>8</volume> <fpage>137</fpage>&#x2013;<lpage>150</lpage>. <pub-id pub-id-type="doi">10.24331/ijere.1205285</pub-id></citation></ref>
<ref id="B54"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Karakus&#x0328;</surname> <given-names>&#x0130;</given-names></name></person-group> (<year>2024</year>). <article-title>University students&#x2019; cognitive flexibility and critical thinking dispositions.</article-title> <source><italic>Front. Psychol.</italic></source> <volume>15</volume>:<fpage>1420272</fpage>. <pub-id pub-id-type="doi">10.3389/fpsyg.2024.1420272</pub-id> <pub-id pub-id-type="pmid">39315038</pub-id></citation></ref>
<ref id="B55"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kemper</surname> <given-names>C. J.</given-names></name> <name><surname>Trapp</surname> <given-names>S.</given-names></name> <name><surname>Kathmann</surname> <given-names>N.</given-names></name> <name><surname>Samuel</surname> <given-names>D. B.</given-names></name> <name><surname>Ziegler</surname> <given-names>M.</given-names></name></person-group> (<year>2019</year>). <article-title>Short versus long scales in clinical assessment: Exploring the trade-off between resources saved and psychometric quality lost using two measures of obsessive&#x2013;compulsive symptoms.</article-title> <source><italic>Assessment</italic></source> <volume>26</volume> <fpage>767</fpage>&#x2013;<lpage>782</lpage>. <pub-id pub-id-type="doi">10.1177/1073191118810057</pub-id> <pub-id pub-id-type="pmid">30501512</pub-id></citation></ref>
<ref id="B56"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kline</surname> <given-names>P.</given-names></name></person-group> (<year>2015</year>). <source><italic>A Handbook of Test Construction (Psychology Revivals).</italic></source> <publisher-loc>Milton Park</publisher-loc>: <publisher-name>Routledge</publisher-name>. <pub-id pub-id-type="doi">10.4324/9781315695990</pub-id></citation></ref>
<ref id="B57"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Kline</surname> <given-names>R. B.</given-names></name></person-group> (<year>2016</year>). &#x201C;<article-title>Principles and practice of structural equation modeling</article-title>,&#x201D; in <source><italic>Principles and practice of structural equation modeling</italic></source>, <edition>4th Edn</edition>. <publisher-loc>New York, NY</publisher-loc>: <publisher-name>Guilford Press</publisher-name>.</citation></ref>
<ref id="B58"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Leuwol</surname> <given-names>F. S.</given-names></name> <name><surname>Deswalantri</surname> <given-names>D.</given-names></name> <name><surname>Lumingkewas</surname> <given-names>C. S.</given-names></name> <name><surname>Pattiasina</surname> <given-names>P. J.</given-names></name> <name><surname>Mardikawati</surname> <given-names>B.</given-names></name></person-group> (<year>2023</year>). <article-title>Role of digital literacy and self efficacy in enhancing students&#x2019; critical thinking in learning in the digital era.</article-title> <source><italic>Edumaspul J. Pendidikan</italic></source> <volume>7</volume> <fpage>2678</fpage>&#x2013;<lpage>2685</lpage>.</citation></ref>
<ref id="B59"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Li</surname> <given-names>S.</given-names></name> <name><surname>Wang</surname> <given-names>Z.</given-names></name> <name><surname>Sun</surname> <given-names>Y.</given-names></name></person-group> (<year>2024</year>). <article-title>Relationship between thinking dispositions, working memory, and critical thinking ability in adolescents: A longitudinal cross-lagged analysis.</article-title> <source><italic>J. Intell.</italic></source> <volume>12</volume>:<fpage>52</fpage>. <pub-id pub-id-type="doi">10.3390/jintelligence12060052</pub-id> <pub-id pub-id-type="pmid">38921687</pub-id></citation></ref>
<ref id="B60"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Lun</surname> <given-names>V. M.-C.</given-names></name> <name><surname>Yeung</surname> <given-names>J. C.</given-names></name> <name><surname>Ku</surname> <given-names>K. Y. L.</given-names></name></person-group> (<year>2023</year>). <article-title>Effects of mood on critical thinking.</article-title> <source><italic>Think. Skills Creativity</italic></source> <volume>47</volume>:<fpage>101247</fpage>. <pub-id pub-id-type="doi">10.1016/j.tsc.2023.101247</pub-id></citation></ref>
<ref id="B61"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mart&#x00ED;n-Raugh</surname> <given-names>M.</given-names></name> <name><surname>Kell</surname> <given-names>H.</given-names></name> <name><surname>Ling</surname> <given-names>G.</given-names></name> <name><surname>Fishtein</surname> <given-names>D.</given-names></name> <name><surname>Yang</surname> <given-names>Z.</given-names></name></person-group> (<year>2023</year>). <article-title>Noncognitive skills and critical thinking predict undergraduate academic performance.</article-title> <source><italic>Assess. Eval. High. Educ.</italic></source> <volume>48</volume> <fpage>350</fpage>&#x2013;<lpage>361</lpage>. <pub-id pub-id-type="doi">10.1080/02602938.2022.2073964</pub-id></citation></ref>
<ref id="B62"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Merma-Molina</surname> <given-names>G.</given-names></name> <name><surname>Gavil&#x00E1;n-Mart&#x00ED;n</surname> <given-names>D.</given-names></name> <name><surname>Urrea-Solano</surname> <given-names>M.</given-names></name></person-group> (<year>2022</year>). <article-title>Actively open-minded thinking, personality and critical thinking in spanish adolescents: A correlational and predictive study.</article-title> <source><italic>Int. J. Instruct.</italic></source> <volume>15</volume> <fpage>579</fpage>&#x2013;<lpage>600</lpage>.</citation></ref>
<ref id="B63"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Miller</surname> <given-names>S.</given-names></name></person-group> (<year>2023</year>). <source><italic>Child Protection in the Digital World: Why is it needed?.</italic></source> Available online at: <ext-link ext-link-type="uri" xlink:href="https://www.savethechildren.net/blog/child-protection-digital-world-why-it-needed">https://www.savethechildren.net/blog/child-protection-digital-world-why-it-needed</ext-link></citation></ref>
<ref id="B64"><citation citation-type="journal"><collab>Ministerio de Educacion</collab> (<year>2014</year>). <source><italic>Ley Universitaria: Ley N&#x00B0; 30220.</italic></source> <publisher-loc>El Peruano</publisher-loc>: <publisher-name>Ministerio de Educacion</publisher-name>.</citation></ref>
<ref id="B65"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mu&#x00F1;iz</surname> <given-names>J.</given-names></name> <name><surname>Fonseca-Pedrero</surname> <given-names>E.</given-names></name></person-group> (<year>2019</year>). <article-title>Ten steps for test development.</article-title> <source><italic>Psicothema</italic></source> <volume>31</volume> <fpage>7</fpage>&#x2013;<lpage>16</lpage>. <pub-id pub-id-type="doi">10.7334/psicothema2018.291</pub-id> <pub-id pub-id-type="pmid">30664405</pub-id></citation></ref>
<ref id="B66"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Mu&#x00F1;iz</surname> <given-names>J.</given-names></name> <name><surname>Elosua</surname> <given-names>P.</given-names></name> <name><surname>Hambleton</surname> <given-names>R. K.</given-names></name></person-group> (<year>2013</year>). <article-title>Directrices para la traducci&#x00F3;n y adaptaci&#x00F3;n de los tests: Segunda edici&#x00F3;n.</article-title> <source><italic>Psicothema</italic></source> <volume>25</volume> <fpage>151</fpage>&#x2013;<lpage>157</lpage>. <pub-id pub-id-type="doi">10.7334/psicothema2013.24</pub-id> <pub-id pub-id-type="pmid">23628527</pub-id></citation></ref>
<ref id="B67"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Namaziandost</surname> <given-names>E.</given-names></name> <name><surname>Rezai</surname> <given-names>A.</given-names></name> <name><surname>Heydarnejad</surname> <given-names>T.</given-names></name> <name><surname>Kruk</surname> <given-names>M.</given-names></name></person-group> (<year>2023</year>). <article-title>Emotion and cognition are two wings of the same bird: Insights into academic emotion regulation, critical thinking, self-efficacy beliefs, academic resilience, and academic engagement in Iranian EFL context.</article-title> <source><italic>Think. Skills Creativity</italic></source> <volume>50</volume>:<fpage>101409</fpage>. <pub-id pub-id-type="doi">10.1016/j.tsc.2023.101409</pub-id></citation></ref>
<ref id="B68"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nunnally</surname> <given-names>J.</given-names></name> <name><surname>Bernstein</surname> <given-names>I.</given-names></name></person-group> (<year>1994</year>). <source><italic>Psychometric Theory</italic></source>, <edition>3rd Edn</edition>. <publisher-loc>New York, NY</publisher-loc>: <publisher-name>Mc Graw Hill</publisher-name>.</citation></ref>
<ref id="B69"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Nunnally</surname> <given-names>J.</given-names></name> <name><surname>Bernstein</surname> <given-names>I.</given-names></name></person-group> (<year>1995</year>). &#x201C;<article-title>Psychometric theory</article-title>,&#x201D; in <source><italic>Applied psychological measurement</italic></source>, <edition>3rd Edn</edition>, <volume>Vol. 19</volume>. Sage Publishing. <pub-id pub-id-type="doi">10.1177/014662169501900308</pub-id></citation></ref>
<ref id="B70"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Orhan</surname> <given-names>A.</given-names></name></person-group> (<year>2022</year>). <article-title>California critical thinking disposition inventory: Reliability generalization meta-analysis.</article-title> <source><italic>J. Psychoeduc. Assess.</italic></source> <volume>40</volume> <fpage>202</fpage>&#x2013;<lpage>220</lpage>. <pub-id pub-id-type="doi">10.1177/07342829211048962</pub-id></citation></ref>
<ref id="B71"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Orhan</surname> <given-names>A.</given-names></name></person-group> (<year>2023</year>). <article-title>Investigating psychometric properties of the turkish version of sosu critical thinking disposition scale: Evidence from two independent samples.</article-title> <source><italic>Int. J. Psychol. Educ. Stud.</italic></source> <volume>10</volume> <fpage>348</fpage>&#x2013;<lpage>359</lpage>. <pub-id pub-id-type="doi">10.52380/ijpes.2023.10.2.1017</pub-id></citation></ref>
<ref id="B72"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Penfield</surname> <given-names>R. D.</given-names></name> <name><surname>Giacobbi</surname> <given-names>P. R.</given-names></name></person-group> (<year>2004</year>). <article-title>Applying a score confidence interval to aiken&#x2019;s item content-relevance index.</article-title> <source><italic>Meas. Phys. Educ. Exerc. Sci.</italic></source> <volume>8</volume> <fpage>213</fpage>&#x2013;<lpage>225</lpage>. <pub-id pub-id-type="doi">10.1207/s15327841mpee0804_3</pub-id></citation></ref>
<ref id="B73"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>P&#x00E9;rez-Mor&#x00E1;n</surname> <given-names>G.</given-names></name> <name><surname>Bazalar-Palacios</surname> <given-names>J.</given-names></name> <name><surname>Arhuis-Inca</surname> <given-names>W.</given-names></name></person-group> (<year>2021</year>). <article-title>Diagn&#x00F3;stico del pensamiento cr&#x00ED;tico de estudiantes de educaci&#x00F3;n primaria de Chimbote.</article-title> <source><italic>Per&#x00FA;. Rev. Electr&#x00F3;n. Educ.</italic></source> <volume>25</volume> <fpage>1</fpage>&#x2013;<lpage>11</lpage>. <pub-id pub-id-type="doi">10.15359/ree.25-1.15</pub-id></citation></ref>
<ref id="B74"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Perkins</surname> <given-names>D. N.</given-names></name> <name><surname>Jay</surname> <given-names>E.</given-names></name> <name><surname>Tishman</surname> <given-names>S.</given-names></name></person-group> (<year>1993</year>). <article-title>Beyond abilities: A dispositional theory of thinking.</article-title> <source><italic>Merrill-Palmer Q</italic></source>. <volume>39</volume> <fpage>1</fpage>&#x2013;<lpage>21</lpage>.</citation></ref>
<ref id="B75"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Puri</surname> <given-names>K.</given-names></name> <name><surname>Suresh</surname> <given-names>K.</given-names></name> <name><surname>Gogtay</surname> <given-names>N.</given-names></name> <name><surname>Thatte</surname> <given-names>U.</given-names></name></person-group> (<year>2009</year>). <article-title>Declaration of Helsinki, 2008.</article-title> <source><italic>J. Postgraduate Med.</italic></source> <volume>55</volume> <fpage>131</fpage>&#x2013;<lpage>134</lpage>. <pub-id pub-id-type="doi">10.4103/0022-3859.52846</pub-id> <pub-id pub-id-type="pmid">19550060</pub-id></citation></ref>
<ref id="B76"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Quinn</surname> <given-names>S.</given-names></name> <name><surname>Hogan</surname> <given-names>M.</given-names></name> <name><surname>Dwyer</surname> <given-names>C.</given-names></name> <name><surname>Finn</surname> <given-names>P.</given-names></name> <name><surname>Fogarty</surname> <given-names>E.</given-names></name></person-group> (<year>2020</year>). <article-title>Development and validation of the student-educator negotiated critical thinking dispositions scale (SENCTDS).</article-title> <source><italic>Think. Skills Creativity</italic></source> <volume>38</volume>:<fpage>100710</fpage>. <pub-id pub-id-type="doi">10.1016/j.tsc.2020.100710</pub-id></citation></ref>
<ref id="B77"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rauscher</surname> <given-names>W.</given-names></name> <name><surname>Badenhorst</surname> <given-names>H.</given-names></name></person-group> (<year>2021</year>). <article-title>Thinking critically about critical thinking dispositions in technology education.</article-title> <source><italic>Int. J. Technol. Design Educ.</italic></source> <volume>31</volume> <fpage>465</fpage>&#x2013;<lpage>488</lpage>. <pub-id pub-id-type="doi">10.1007/s10798-020-09564-3</pub-id></citation></ref>
<ref id="B78"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Richards</surname> <given-names>J. B.</given-names></name> <name><surname>Hayes</surname> <given-names>M. M.</given-names></name> <name><surname>Schwartzstein</surname> <given-names>R. M.</given-names></name></person-group> (<year>2020</year>). <article-title>Teaching clinical reasoning and critical thinking: From cognitive theory to practical application.</article-title> <source><italic>Chest</italic></source> <volume>158</volume> <fpage>1617</fpage>&#x2013;<lpage>1628</lpage>. <pub-id pub-id-type="doi">10.1016/j.chest.2020.05.525</pub-id> <pub-id pub-id-type="pmid">32450242</pub-id></citation></ref>
<ref id="B79"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rivas</surname> <given-names>S. F.</given-names></name> <name><surname>Saiz</surname> <given-names>C.</given-names></name> <name><surname>Almeida</surname> <given-names>L. S.</given-names></name></person-group> (<year>2023</year>). <article-title>The role of critical thinking in predicting and improving academic performance.</article-title> <source><italic>Sustainability</italic></source> <volume>15</volume>:<fpage>1527</fpage>. <pub-id pub-id-type="doi">10.3390/su15021527</pub-id></citation></ref>
<ref id="B80"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Rosseel</surname> <given-names>Y.</given-names></name></person-group> (<year>2012</year>). <article-title>Lavaan: An R package for structural equation modeling.</article-title> <source><italic>J. Stat. Softw.</italic></source> <volume>48</volume> <fpage>1</fpage>&#x2013;<lpage>36</lpage>.</citation></ref>
<ref id="B81"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sel</surname> <given-names>B.</given-names></name></person-group> (<year>2022</year>). <article-title>Social media use of prospective teachers in the post-truth era: Confirmation, trust, critical thinking tendency.</article-title> <source><italic>Particip. Educ. Res.</italic></source> <volume>9</volume> <fpage>463</fpage>&#x2013;<lpage>480</lpage>. <pub-id pub-id-type="doi">10.17275/per.22.49.9.2</pub-id></citation></ref>
<ref id="B82"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Soper</surname> <given-names>D. S.</given-names></name></person-group> (<year>2024</year>). <source><italic>Calculadora de tama&#x00F1;o de Muestra a Priori Para Modelos de Ecuaciones Estructurales [software].</italic></source> Available online at: <ext-link ext-link-type="uri" xlink:href="https://www.danielsoper.com/statcalc/references.aspx?id=89">https://www.danielsoper.com/statcalc/references.aspx?id=89</ext-link></citation></ref>
<ref id="B83"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Sosu</surname> <given-names>E. M.</given-names></name></person-group> (<year>2013</year>). <article-title>The development and psychometric validation of a critical thinking disposition scale.</article-title> <source><italic>Think. Skills Creativity</italic></source> <volume>9</volume> <pub-id pub-id-type="doi">10.1016/j.tsc.2012.09.002</pub-id></citation></ref>
<ref id="B84"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Su&#x00E1;rez-Alvarez</surname> <given-names>J.</given-names></name> <name><surname>Pedrosa</surname> <given-names>I.</given-names></name> <name><surname>Lozano</surname> <given-names>L. M.</given-names></name> <name><surname>Garc&#x00ED;a-Cueto</surname> <given-names>E.</given-names></name> <name><surname>Cuesta</surname> <given-names>M.</given-names></name> <name><surname>Mu&#x00F1;iz</surname> <given-names>J.</given-names></name></person-group> (<year>2018</year>). <article-title>Using reversed items in likert scales: A questionable practice.</article-title> <source><italic>Psicothema</italic></source> <volume>30</volume> <fpage>149</fpage>&#x2013;<lpage>158</lpage>. <pub-id pub-id-type="doi">10.7334/psicothema2018.33</pub-id> <pub-id pub-id-type="pmid">29694314</pub-id></citation></ref>
<ref id="B85"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Tiruneh</surname> <given-names>D. T.</given-names></name> <name><surname>Verburgh</surname> <given-names>A.</given-names></name> <name><surname>Elen</surname> <given-names>J.</given-names></name></person-group> (<year>2014</year>). <article-title>Effectiveness of critical thinking instruction in higher education: A systematic review of intervention studies.</article-title> <source><italic>High. Educ. Stud.</italic></source> <volume>4</volume>. <pub-id pub-id-type="doi">10.5539/hes.v4n1p1</pub-id></citation></ref>
<ref id="B86"><citation citation-type="journal"><collab>United Nations International Children&#x2019;s Emergency Fund</collab> (<year>2024</year>). <source><italic>Protecting Children Online.</italic></source> <publisher-loc>New York, NY</publisher-loc>: <publisher-name>United Nations International Children&#x2019;s Emergency Fund</publisher-name>.</citation></ref>
<ref id="B87"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Van Tonder</surname> <given-names>G. P.</given-names></name> <name><surname>Kloppers</surname> <given-names>M. M.</given-names></name> <name><surname>Grosser</surname> <given-names>M. M.</given-names></name></person-group> (<year>2022</year>). <article-title>Enabling self-directed academic and personal wellbeing through cognitive education.</article-title> <source><italic>Front. Psychol.</italic></source> <volume>12</volume>:<fpage>789194</fpage>. <pub-id pub-id-type="doi">10.3389/fpsyg.2021.789194</pub-id> <pub-id pub-id-type="pmid">35242068</pub-id></citation></ref>
<ref id="B88"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Watson</surname> <given-names>G.</given-names></name></person-group> (<year>1980</year>). <source><italic>Watson-Glaser Critical Thinking Appraisal.</italic></source> <publisher-loc>London</publisher-loc>: <publisher-name>Psychological Corporation</publisher-name>.</citation></ref>
<ref id="B89"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Wilson</surname> <given-names>M.</given-names></name></person-group> (<year>2005</year>). &#x201C;<article-title>Constructing measures: An item response modeling approach</article-title>,&#x201D; in <source><italic>Constructing measures: An item response modeling approach.</italic></source> <publisher-loc>Milton Park</publisher-loc>: <publisher-name>Routledge</publisher-name>.</citation></ref>
<ref id="B90"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yockey</surname> <given-names>R. D.</given-names></name></person-group> (<year>2016</year>). <article-title>Validation study of the critical thinking dispositions scale: A brief report.</article-title> <source><italic>North Am. J. Psychol.</italic></source> <volume>18</volume> <fpage>101</fpage>&#x2013;<lpage>106</lpage>.</citation></ref>
<ref id="B91"><citation citation-type="journal"><person-group person-group-type="author"><name><surname>Yuan</surname> <given-names>S.-P.</given-names></name> <name><surname>Liao</surname> <given-names>H.-C.</given-names></name> <name><surname>Wang</surname> <given-names>Y.</given-names></name> <name><surname>Chou</surname> <given-names>M.-J.</given-names></name></person-group> (<year>2014</year>). <article-title>Development of a scale to measure the critical thinking disposition of medical care professionals.</article-title> <source><italic>Soc. Behav. Pers. Int. J.</italic></source> <volume>42</volume> <fpage>303</fpage>&#x2013;<lpage>311</lpage>. <pub-id pub-id-type="doi">10.2224/sbp.2014.42.2.303</pub-id></citation></ref>
</ref-list>
</back>
</article>