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<journal-id journal-id-type="publisher-id">Front. Robot. AI</journal-id>
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<journal-title>Frontiers in Robotics and AI</journal-title>
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<article-id pub-id-type="publisher-id">1665800</article-id>
<article-id pub-id-type="doi">10.3389/frobt.2025.1665800</article-id>
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<subject>Editorial</subject>
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<title-group>
<article-title>Editorial: Artificial intelligence and social robotics for mental healthcare</article-title>
<alt-title alt-title-type="left-running-head">Cervantes et al.</alt-title>
<alt-title alt-title-type="right-running-head">
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/frobt.2025.1665800">10.3389/frobt.2025.1665800</ext-link>
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</title-group>
<contrib-group>
<contrib contrib-type="author" corresp="yes">
<name>
<surname>Cervantes</surname>
<given-names>Jos&#xe9;-Antonio</given-names>
</name>
<xref ref-type="aff" rid="aff1">
<sup>1</sup>
</xref>
<xref ref-type="corresp" rid="c001">&#x2a;</xref>
<uri xlink:href="https://loop.frontiersin.org/people/2323394"/>
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<role vocab="credit" vocab-identifier="https://credit.niso.org/" vocab-term="Writing &#x2013; original draft" vocab-term-identifier="https://credit.niso.org/contributor-roles/writing-original-draft/">Writing - original draft</role>
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<contrib contrib-type="author">
<name>
<surname>Rodriguez</surname>
<given-names>Luis-Felipe</given-names>
</name>
<xref ref-type="aff" rid="aff2">
<sup>2</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Gutierrez-Garcia</surname>
<given-names>J. Octavio</given-names>
</name>
<xref ref-type="aff" rid="aff3">
<sup>3</sup>
</xref>
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<contrib contrib-type="author">
<name>
<surname>Cervantes-Alvarez</surname>
<given-names>Francisco</given-names>
</name>
<xref ref-type="aff" rid="aff4">
<sup>4</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Vargas Martin</surname>
<given-names>Miguel</given-names>
</name>
<xref ref-type="aff" rid="aff5">
<sup>5</sup>
</xref>
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</contrib>
<contrib contrib-type="author">
<name>
<surname>Baldassarri</surname>
<given-names>Sandra</given-names>
</name>
<xref ref-type="aff" rid="aff6">
<sup>6</sup>
</xref>
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<aff id="aff1">
<label>1</label>
<institution>Department of Computer Science and Engineering, Universidad de Guadalajara</institution>, <city>Ameca</city>, <country country="MX">Mexico</country>
</aff>
<aff id="aff2">
<label>2</label>
<institution>Department of Computing and Design, Instituto Tecnologico de Sonora</institution>, <city>Ciudad Obregon</city>, <country country="MX">Mexico</country>
</aff>
<aff id="aff3">
<label>3</label>
<institution>Department of Computer Science, ITAM</institution>, <city>Mexico City</city>, <country country="MX">Mexico</country>
</aff>
<aff id="aff4">
<label>4</label>
<institution>Department of Electronics, Systems and Informatics, ITESO - Jesuit University of Guadalajara</institution>, <city>Tlaquepaque</city>, <country country="MX">Mexico</country>
</aff>
<aff id="aff5">
<label>5</label>
<institution>Faculty of Business and Information Technology, Ontario Tech University</institution>, <city>Oshawa</city>, <state>ON</state>, <country country="CA">Canada</country>
</aff>
<aff id="aff6">
<label>6</label>
<institution>Engineering Research Institute of Aragon (I3A), Computer Science Department, Universidad de Zaragoza</institution>, <city>Zaragoza</city>, <country country="ES">Spain</country>
</aff>
<author-notes>
<corresp id="c001">
<label>&#x2a;</label>Correspondence: Jos&#xe9;-Antonio Cervantes, <email xlink:href="mailto:antonio.alvarez@academicos.udg.mx">antonio.alvarez@academicos.udg.mx</email>
</corresp>
</author-notes>
<pub-date publication-format="electronic" date-type="pub" iso-8601-date="2025-09-23">
<day>23</day>
<month>09</month>
<year>2025</year>
</pub-date>
<pub-date publication-format="electronic" date-type="collection">
<year>2025</year>
</pub-date>
<volume>12</volume>
<elocation-id>1665800</elocation-id>
<history>
<date date-type="received">
<day>14</day>
<month>07</month>
<year>2025</year>
</date>
<date date-type="accepted">
<day>08</day>
<month>09</month>
<year>2025</year>
</date>
</history>
<permissions>
<copyright-statement>Copyright &#xa9; 2025 Cervantes, Rodriguez, Gutierrez-Garcia, Cervantes-Alvarez, Vargas Martin and Baldassarri.</copyright-statement>
<copyright-year>2025</copyright-year>
<copyright-holder>Cervantes, Rodriguez, Gutierrez-Garcia, Cervantes-Alvarez, Vargas Martin and Baldassarri</copyright-holder>
<license>
<ali:license_ref start_date="2025-09-23">https://creativecommons.org/licenses/by/4.0/</ali:license_ref>
<license-p>This is an open-access article distributed under the terms of the <ext-link ext-link-type="uri" xlink:href="https://creativecommons.org/licenses/by/4.0/">Creative Commons Attribution License (CC BY)</ext-link>. The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.</license-p>
</license>
</permissions>
<kwd-group>
<kwd>social robotics</kwd>
<kwd>mental healthcare</kwd>
<kwd>ethical considerations</kwd>
<kwd>human-robot interaction</kwd>
<kwd>artificial intelligence</kwd>
</kwd-group>
<funding-group>
<funding-statement>The author(s) declare that financial support was received for the research and/or publication of this article. JG-G gratefully acknowledges the financial support from the Asociacion Mexicana de Cultura, A.C. (grant number: N/A).</funding-statement>
</funding-group>
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<custom-meta>
<meta-name>section-in-acceptance</meta-name>
<meta-value>Biomedical Robotics</meta-value>
</custom-meta>
</custom-meta-group>
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<notes notes-type="frontiers-research-topic">
<p>Editorial on the Research Topic <ext-link ext-link-type="uri" xlink:href="https://www.frontiersin.org/research-topics/64291">Artificial intelligence and social robotics for mental healthcare</ext-link>
</p>
</notes>
</front>
<body>
<sec id="s1" sec-type="intro">
<title>Introduction</title>
<p>In recent decades, mental health disorders such as anxiety and depression have risen dramatically across the globe (<xref ref-type="bibr" rid="B1">Baker and Kirk-Wade, 2023</xref>; <xref ref-type="bibr" rid="B3">Ten Have et al., 2023</xref>). Artificial Intelligence (AI) and Social Robotics present groundbreaking prospects that could revolutionize mental healthcare (<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/frobt.2025.1560214">Hung et al.</ext-link>). Social robots, specifically designed for human interaction by displaying emotions and engaging in conversations, along with data-driven AI, exemplify modern advancements in sectors such as education (<xref ref-type="bibr" rid="B2">LeTendre and Gray, 2024</xref>) and elderly care (<xref ref-type="bibr" rid="B5">Yen et al., 2024</xref>). Despite these advancements, the convergence of AI and social robotics in mental health has untapped potential and presents a plethora of unresolved challenges. For instance, there is a lack of ethical norms (<xref ref-type="bibr" rid="B4">Torras, 2024</xref>) that regulate and guide the correct use of social robots in a wide variety of contexts, ranging from assistive care for the elderly to healthcare. Therefore, in this Research Topic, we have collected current contributions to the design and development of social robots as well as empirical studies on human-robot interactions focused on mental health and elderly care.</p>
</sec>
<sec id="s2">
<title>Articles of the Research Topic</title>
<p>The articles contributing to the design and evaluation of social robots (supported by artificial intelligence) for mental healthcare included in this Research Topic are as follows:</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/frobt.2025.1305685">Aoki et al.</ext-link> focused on how different forms of humanoid robot vitality (namely, gentle and rude) impact human performance with an emphasis on mental workload. Particularly, their study explored human performance and emotional states while engaging in demanding cognitive multitasking in the presence of social robots. Experiments involving 29 participants were conducted with an iCub humanoid robot continuously displaying vitality forms through coordinated movements of its arms, torso, and head. The participants interacted with the iCub robot while performing a task battery simulating cognitive challenges encountered by aircraft pilots. Whereas some participants interacted with iCub exhibiting a rude vitality form, the others interacted with iCube exhibiting a gentle vitality form. While interacting with the robot, <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/frobt.2025.1305685">Aoki et al.</ext-link> recorded participants&#x2019; facial expressions and electrodermal activity to assess their mental workload. Their results revealed that a robot exhibiting a gentle vitality form fostered a more positive and lower mental workload than one exhibiting a rude vitality form. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/frobt.2025.1305685">Aoki et al.</ext-link> results offer useful insights into stress-free human-robot interaction supporting mental wellbeing.</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/frobt.2025.1560214">Hung et al.</ext-link> present an empirical study involving 46 elderly participants (from 60 to over 100 years old) on the use of social robots in the mental health area. Their study aimed to identify ethical challenges and propose mitigation strategies for implementing social robots in long-term care settings. To achieve these objectives, their research involved human-robot interaction between elderly individuals and social robots (namely, Paro and Lovo robots) in separate studies. As a result of this empirical study, four key ethical challenges associated with the implementation of social robots in long-term care facilities were identified: inequitable access, participant consent, human care substitution, and concerns about infantilization. In addition, their work discussed mitigation strategies to address ethical support for older adults in long-term care settings.</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/frobt.2025.1529421">Dong et al.</ext-link> explored children&#x2019;s understanding of social robots endowed with artificial intelligence capabilities and how social robots promote learning engagement within the context of science, technology, engineering, arts, and mathematics (STEAM) education. Motivated by a lack of research on the effectiveness of social robots into primary and secondary education in informal settings, their objective was to design and evaluate a theater afterschool program (supported by social robots) to promote STEAM education and foster embodied learning. Their study took place in an elementary school involving 38 children. The children interacted with different robots, ranging from humanoid robots with human-like facial expressions to stereotypical robots. Among the participants, there were children with autism spectrum disorder, which (according to <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/frobt.2025.1529421">Dong et al.</ext-link> results) improved their social and emotional skills by interacting with social robots.</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/frobt.2025.1503622">Liu et al.</ext-link> present an empirical study on the influence of behaviorally anthropomorphic service robots on customer variety-seeking behavior. Their study aimed to identify the mechanisms through which robot anthropomorphism affects consumer choices, specifically examining social presence as a mediator and decision-making context as a moderator. In pursuit of these goals, their research involved a series of six experiments with ordinary consumers interacting with service robot scenarios. They found that higher behavioral anthropomorphism significantly increases variety-seeking, a relationship partially mediated by social presence. Additionally, the influence of social presence on variety-seeking was significantly stronger in public decision-making contexts. Their work provides recommendations for strategically deploying service robots to enhance customer engagement. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/frobt.2025.1503622">Liu et al.</ext-link> results have implications related to mental healthcare because social, anthropomorphic robots should deliver services (e.g., psychological therapies and counseling), expressing emotions (as expected by users) in order to establish both a social and an emotional connection.</p>
<p>
<ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/frobt.2024.1426717">Kamide et al.</ext-link> carried out a psychological evaluation of an avatar robot in two distinct regions (Dubai and Japan) to explore how cultural background influences psychological aspects attributed to robot avatars. Furthermore, aimed at understanding whether (avatar) robots&#x2019; fundamental psychological impressions such as warmth, competence, and discomfort are essential for developing more culturally adapted human-robot interactions. Specifically, they conducted two studies: the first involved a virtual robot used as an avatar, and the second involved a physical robot. The results suggest that participants from Dubai were more comfortable interacting with a virtual robot, whereas participants from Japan were more comfortable interacting with a physical robot. <ext-link ext-link-type="uri" xlink:href="https://doi.org/10.3389/frobt.2024.1426717">Kamide et al.</ext-link> also discussed the implications of these findings and the relationship between robot evaluations and cultural background, which is a relevant aspect for social robots designed for mental healthcare in multicultural domains.</p>
<p>We believe this collection of articles offers valuable insights supported by empirical evidence to further advance in social robots for mental healthcare. We hope this Research Topic motivates the readers to embark on and contribute to this fascinating research area.</p>
</sec>
</body>
<back>
<sec sec-type="author-contributions" id="s3">
<title>Author contributions</title>
<p>J-AC: Conceptualization, Writing &#x2013; original draft, Writing &#x2013; review and editing. L-FR: Conceptualization, Writing &#x2013; original draft, Writing &#x2013; review and editing. JG-G: Conceptualization, Writing &#x2013; original draft, Writing &#x2013; review and editing. FC-A: Conceptualization, Writing &#x2013; original draft, Writing &#x2013; review and editing. MV: Conceptualization, Writing &#x2013; original draft, Writing &#x2013; review and editing. SB: Conceptualization, Writing &#x2013; original draft, Writing &#x2013; review and editing.</p>
</sec>
<sec sec-type="COI-statement" id="s4">
<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="ai-statement" id="s5">
<title>Generative AI statement</title>
<p>The author(s) declare that no Generative AI was used in the creation of this manuscript.</p>
<p>Any alternative text (alt text) provided alongside figures in this article has been generated by Frontiers with the support of artificial intelligence and reasonable efforts have been made to ensure accuracy, including review by the authors wherever possible. If you identify any issues, please contact us.</p>
</sec>
<sec sec-type="disclaimer" id="s6">
<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>
<fn-group>
<fn id="n1" fn-type="custom" custom-type="edited-by">
<p>
<bold>Edited and reviewed by:</bold> <ext-link ext-link-type="uri" xlink:href="https://loop.frontiersin.org/people/2953353/overview">Laura Mecozzi</ext-link>, University of Naples Federico II, Italy</p>
</fn>
</fn-group>
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