<?xml version="1.0" encoding="UTF-8" standalone="no"?>
<!DOCTYPE article PUBLIC "-//NLM//DTD Journal Publishing DTD v2.3 20070202//EN" "journalpublishing.dtd">
<article xml:lang="EN" xmlns:mml="http://www.w3.org/1998/Math/MathML" xmlns:xlink="http://www.w3.org/1999/xlink" article-type="editorial">
<front>
<journal-meta>
<journal-id journal-id-type="publisher-id">Front. Psychol.</journal-id>
<journal-title>Frontiers in Psychology</journal-title>
<abbrev-journal-title abbrev-type="pubmed">Front. Psychol.</abbrev-journal-title>
<issn pub-type="epub">1664-1078</issn>
<publisher>
<publisher-name>Frontiers Media S.A.</publisher-name>
</publisher>
</journal-meta>
<article-meta>
<article-id pub-id-type="doi">10.3389/fpsyg.2022.1115366</article-id>
<article-categories>
<subj-group subj-group-type="heading">
<subject>Psychology</subject>
<subj-group>
<subject>Editorial</subject>
</subj-group>
</subj-group>
</article-categories>
<title-group>
<article-title>Editorial: Human-Computer Interaction Serious Games as behavioral change moderators</article-title>
</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name><surname>Dias</surname> <given-names>Sofia Balula</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="corresp" rid="c001"><sup>&#x0002A;</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/356226/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Diniz</surname> <given-names>Jos&#x000E9; Alves</given-names></name>
<xref ref-type="aff" rid="aff1"><sup>1</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/367926/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Hadjileontiadis</surname> <given-names>Leontios J.</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<xref ref-type="aff" rid="aff3"><sup>3</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/1138970/overview"/>
</contrib>
<contrib contrib-type="author">
<name><surname>Jelinek</surname> <given-names>Herbert F.</given-names></name>
<xref ref-type="aff" rid="aff2"><sup>2</sup></xref>
<uri xlink:href="http://loop.frontiersin.org/people/15499/overview"/>
</contrib>
</contrib-group>
<aff id="aff1"><sup>1</sup><institution>Interdisciplinary Centre for the Study of Human Performance (CIPER), Faculdade de Motricidade Humana, Universidade de Lisboa, Estrada da Costa</institution>, <addr-line>Lisbon</addr-line>, <country>Portugal</country></aff>
<aff id="aff2"><sup>2</sup><institution>Department of Biomedical Engineering, Healthcare Engineering Innovation Center (HEIC), Khalifa University of Science and Technology</institution>, <addr-line>Abu Dhabi</addr-line>, <country>United Arab Emirates</country></aff>
<aff id="aff3"><sup>3</sup><institution>Department of Electrical and Computer Engineering, Aristotle University of Thessaloniki</institution>, <addr-line>Thessaloniki</addr-line>, <country>Greece</country></aff>
<author-notes>
<fn fn-type="edited-by"><p>Edited and reviewed by: Magy Seif El-Nasr, University of California, Santa Cruz, United States</p></fn>
<corresp id="c001">&#x0002A;Correspondence: Sofia Balula Dias &#x02709; <email>sbalula&#x00040;fmh.ulisboa.pt</email></corresp>
<fn fn-type="other" id="fn001"><p>This article was submitted to Human-Media Interaction, a section of the journal Frontiers in Psychology</p></fn></author-notes>
<pub-date pub-type="epub">
<day>21</day>
<month>12</month>
<year>2022</year>
</pub-date>
<pub-date pub-type="collection">
<year>2022</year>
</pub-date>
<volume>13</volume>
<elocation-id>1115366</elocation-id>
<history>
<date date-type="received">
<day>03</day>
<month>12</month>
<year>2022</year>
</date>
<date date-type="accepted">
<day>09</day>
<month>12</month>
<year>2022</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#x000A9; 2022 Dias, Diniz, Hadjileontiadis and Jelinek.</copyright-statement>
<copyright-year>2022</copyright-year>
<copyright-holder>Dias, Diniz, Hadjileontiadis and Jelinek</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>
<related-article id="RA1" related-article-type="commentary-article" xlink:href="https://www.frontiersin.org/research-topics/22086/human-computer-interaction-serious-games-as-behavioral-change-moderators" ext-link-type="uri">Editorial on the Research Topic <article-title>Human-Computer Interaction Serious Games as behavioral change moderators</article-title></related-article>
<kwd-group>
<kwd>Human-Computer Interaction</kwd>
<kwd>Serious Games</kwd>
<kwd>behavior change mediators</kwd>
<kwd>in-game metrics</kwd>
<kwd>machine learning</kwd>
</kwd-group>
<counts>
<fig-count count="1"/>
<table-count count="0"/>
<equation-count count="0"/>
<ref-count count="4"/>
<page-count count="3"/>
<word-count count="1767"/>
</counts>
</article-meta>
</front>
<body>

<sec sec-type="intro" id="s1">
<title>Introduction</title>
<p>Human-Computer Interaction Serious Games (HCI-SGs) set a novel domain in understanding player motivations in gaming, behavioral implications of game play, game adaptation to player preferences and need for increased engaging experiences. When the latter relate to health status, HCI-SGs can become a part of daily life as assistive health status monitoring and enhancement systems (Dias et al., <xref ref-type="bibr" rid="B1">2021</xref>). A combined view of both game-based learning (Prensky, <xref ref-type="bibr" rid="B4">2001</xref>) and game-based assessment (Ifenthaler et al., <xref ref-type="bibr" rid="B2">2012</xref>) principles can contribute to improvement of game design by applying interdisciplinary approaches and methodologies that allow examination/classification of cognitive, physical, emotional, and motivational processes during gameplay. Generated from the interaction of users of HCI-SGs, in-game metrics can potentially be used as digital biomarkers to predict a player&#x00027;s state of physical and psychological health and wellbeing as well as provide a gaming environment for improvement (Petsani et al., <xref ref-type="bibr" rid="B3">2022</xref>).</p>
<p>As Guest Editors for the Frontiers in Psychology (Human-Media Interaction section), we are delighted to announce that eight papers were accepted after a peer review process that included contributions of more than 20 high-quality international external reviewers and guest editors with expertise in the field of Human-Media Interaction. The accepted manuscripts highlight contributions and advances in the current literature, setting future avenues of research within the HCI-SGs domain, as presented in the next section.</p>
</sec>
<sec id="s2">
<title>Contributions</title>
<p>The current collection of articles provides validated research, including results from experiments, European projects and real-life applications, based on theories and game applications, in the specific field of HCI-SGs toward behavioral change, covering areas like psychology, (open) education, gamification, rehabilitation, wellbeing, physical and mental health, modeling, machine learning, mobile technology, disability, design process, adaptation, personalization, HCI, co-creation, and emotional intelligence (see <xref ref-type="fig" rid="F1">Figure 1</xref>).</p>
<fig id="F1" position="float">
<label>Figure 1</label>
<caption><p>Application areas of Human-Computer Interaction Serious Games, ranging from educational games to games for health and behavior change, along with biosensing technology and computational methods.</p></caption>
<graphic mimetype="image" mime-subtype="tiff" xlink:href="fpsyg-13-1115366-g0001.tif"/>
</fig>
<p><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fpsyg.2022.812793">Huang and Chen</ext-link> propose a game-based situational learning system as an anti-drug experiment with 53 junior middle school students (aged 13&#x02013;15), to explore whether different personality traits result in different anti-drug responses. The authors collected 95 sets of codes (a total of 20,550 behavioral codes) from students during the period of using the serious game-based situational learning system. The codes allowed the authors to extrapolate a behavioral transition diagram <italic>via</italic> Lag Sequential Analysis (LSA) using Generalized Sequential Querier (GSEQ 5.1) software. Different behavioral patterns (such as differentiation, acceptance, effective and ineffective responses and solution seeking, and failure to refuse) were identified, providing important guidelines for designing adaptive anti-drug education programs.</p>
<p><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fpsyg.2022.812918">Fern&#x000E1;ndez-Avil&#x000E9;s et al.</ext-link> applied results from the 82-item Motivational Trait Questionnaire (MTQ-long version) and the 3D Motivational Traits Game-based Objective Test (MT-GOT) to evaluate motivational traits. To assess the validity of the results of the measured motivational traits using the objective behavioral test 31 participants (with an average of 40 games per participant), whose motivational traits were evaluated and compared using these two methods, were recruited. The results from the statistical analysis suggest that the objective MT-GOT game can be a useful application to assess motivational traits as an alternative to the self-report MTQ questionnaire.</p>
<p><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fpsyg.2022.812091">Padilla-Zea et al.</ext-link> present the &#x0201C;Catch the Open!,&#x0201D; a 2D virtual web-based game, targeting Educators who intend to learn or have more knowledge about Open Education (OE) and Open Educational Practices (OEP) within a particular Higher Education Institution (HEI). The educational content integrated in the Catch the Open! Game was based on the OE framework, as an extension of an Erasmus&#x0002B; OpenGame project. Involving 153 Educators from six HEIs, several tests and pilot studies were performed, both internally (in the consortium) and with potential end-users. Overall, the results show that the &#x0201C;Catch the Open!&#x0201D; game helped in learning more about OE and the gamified web-based interactive application was mostly rated to be useful for its purpose.</p>
<p>Using the Activity Theory (AT) approach, <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fpsyg.2021.814691">Tlili et al.</ext-link> conducted a systematic review to critically explore and better understand the effects of game-based learning applications for learners with disabilities. Content analysis from 96 empirical studies showed important information related to each AT construct. The authors identified relevant gaps in this field, suggesting, that general and domain-specific recommendations/challenges to support practitioners that intend to use game-based learning for learners with disabilities.</p>
<p><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fcomp.2022.822167">Menychtas et al.</ext-link> introduces a gamified design process for a mobile application (MediLudus) targeting patients in rehabilitation and aiming to maintain and improve their mental and physical health. The authors critically discuss key performance indicators (e.g., engagement, functionality, interaction) that are important to consider during the early evaluation phase of the application in terms of patient progress, including in particular motivation, interest, and degree of adherence to exercise programs.</p>
<p><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fcomp.2022.824995">Theodoropoulos and Lepouras</ext-link> explore the effects of different high school programming environments, by developing games considering gender and personality characteristics. Three groups were considered in this study according to the use of Scratch, App Inventor and Alice 3D, in order to find potential biases based on gender, learning perception, usage and student personalities in the three experimental conditions. Data were collected using pre-/post-activity questionnaires, involving 163 students (aged 14&#x02013;15 years). The authors found that all programming settings reveal different gender-, personality-, and emotion-related effects on students.</p>
<p>An interesting experimental study designed to explore the effectiveness of the educational &#x0201C;RUEU?&#x0201D; game, and to support higher education students in understanding the key socio-political issues regarding European identity was performed by <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fpsyg.2022.834846">Jimoyiannis et al.</ext-link>. Data from 92 Greek university students&#x00027; attitudes to European identity, before and after playing the &#x0201C;RUEU?&#x0201D; game, were collected. The results show that both instructional interventions were effective to deliver academic content, but also to promote students&#x00027; reflection at an attitudinal and emotional level.</p>
<p><ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/fpsyg.2022.857249">Mahboobeh et al.</ext-link> address important insights, regarding the use of ICT-based tools for capturing the status of Parkinson&#x00027;s disease (PD) patients. Data derived from 27 PD patients at Stage 1 and 3 were analyzed regarding their interaction with the Personalized Serious Game Suite (PGS) and intelligent Motor Assessment Tests (iMAT) gamified environments. Five feature vector (FV) scenarios were fed into machine learning classifiers [i.e., K-Nearest Neighbor (KNN), Support Vector Machines (SVM), and Random Forest (RF)], in order to infer the stage of each PD patient. A Leave-One-Out Cross-Validation (LOOCV) method was adopted, and the experimental results revealed that a high (&#x0003E; 90%) classification accuracy can be achieved from both data sources (PGS/iMAT), showing the effectiveness of PGS/iMAT to efficiently reflect the motor skill status of PD patients. This further potentiates PGS/iMAT enhancement with machine learning techniques to infer the stage of PD patients.</p>
</sec>
<sec id="s3">
<title>Summary</title>
<p>This Research Topic clearly shows that HCI-SGs can be transferable and applicable to several fields, such as education, rehabilitation, and training, as they can potentiate the (re)education and improve/sustain heath status of the end-users. The eight papers presented here are based on well-established theories/perspectives (e.g., Activity theory, Game-based learning, Game-based assessment, User-centered approach), showing that HCI-SGs can be specially designed to better support player&#x00027;s active learning, engagement and critical thinking within the game. However, in order to develop new applications, more innovative HCI tools and corresponding methodologies are required in the field. For example, the integration of artificial intelligence within the game co-design/development, including adaptation algorithms, has the capability to change/re-adapt the HCI-SGs at different levels of interaction.</p>
<p>Finally, it is our hope that the scientific community and industry can benefit from the theoretical and practical contributions of this Research Topic, boosting further the field of HCI-SGs and emerging related-areas.</p>
</sec>
<sec sec-type="author-contributions" id="s4">
<title>Author contributions</title>
<p>All authors listed have made a substantial, direct, and intellectual contribution to the work and approved it for publication.</p>
</sec>
</body>
<back>
<sec sec-type="funding-information" id="s5">
<title>Funding</title>
<p>This work was supported by Khalifa University of Science and Technology, under Grant FSU-847400341.</p>
</sec>
<sec sec-type="COI-statement" id="conf1">
<title>Conflict of interest</title>
<p>The authors declare that the research was conducted in the absence of any commercial or financial relationships that could be construed as a potential conflict of interest.</p>
</sec>
<sec sec-type="disclaimer" id="s6">
<title>Publisher&#x00027;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>Dias</surname> <given-names>S. B.</given-names></name> <name><surname>Diniz</surname> <given-names>J. A.</given-names></name> <name><surname>Konstantinidis</surname> <given-names>E.</given-names></name> <name><surname>Savvidis</surname> <given-names>T.</given-names></name> <name><surname>Zilidou</surname> <given-names>V.</given-names></name> <name><surname>Bamidis</surname> <given-names>P. D.</given-names></name> <etal/></person-group>. (<year>2021</year>). <article-title>Assistive HCI-serious games co-design insights: the case study of i-PROGNOSIS personalized game suite for Parkinson&#x00027;s disease</article-title>. <source>Front. Psychol.</source> <volume>11</volume>, <fpage>4017</fpage>. <pub-id pub-id-type="doi">10.3389/fpsyg.2020.612835</pub-id><pub-id pub-id-type="pmid">33519632</pub-id></citation></ref>
<ref id="B2">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Ifenthaler</surname> <given-names>D.</given-names></name> <name><surname>Eseryel</surname> <given-names>D.</given-names></name> <name><surname>Ge</surname> <given-names>X.</given-names></name></person-group> (<year>2012</year>). <article-title>&#x0201C;Assessment for game-based learning,&#x0201D;</article-title> in <source>Assessment in Game-Based Learning</source> (<publisher-loc>New York, NY</publisher-loc>: <publisher-name>Springer</publisher-name>), <fpage>1</fpage>&#x02013;<lpage>8</lpage>.</citation>
</ref>
<ref id="B3">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Petsani</surname> <given-names>D.</given-names></name> <name><surname>Konstantinidis</surname> <given-names>E.</given-names></name> <name><surname>Katsouli</surname> <given-names>A. M.</given-names></name> <name><surname>Zilidou</surname> <given-names>V.</given-names></name> <name><surname>Dias</surname> <given-names>S. B.</given-names></name> <name><surname>Hadjileontiadis</surname> <given-names>L.</given-names></name> <etal/></person-group>. (<year>2022</year>). <article-title>Digital biomarkers for well-being through exergame interactions: exploratory study</article-title>. <source>JMIR Serious Games</source> <volume>10</volume>, <fpage>e34768</fpage>. <pub-id pub-id-type="doi">10.2196/34768</pub-id><pub-id pub-id-type="pmid">36099000</pub-id></citation></ref>
<ref id="B4">
<citation citation-type="journal"><person-group person-group-type="author"><name><surname>Prensky</surname> <given-names>M.</given-names></name></person-group> (<year>2001</year>). <source>Digital Game-Based Learning</source>. <publisher-loc>New York, NY</publisher-loc>: <publisher-name>McGraw-Hill and Paragon House</publisher-name>.</citation>
</ref>
</ref-list> 
</back>
</article> 