{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,8,3]],"date-time":"2026-08-03T14:19:13Z","timestamp":1785766753459,"version":"3.56.0"},"reference-count":70,"publisher":"Frontiers Media SA","license":[{"start":{"date-parts":[[2025,5,13]],"date-time":"2025-05-13T00:00:00Z","timestamp":1747094400000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/"}],"content-domain":{"domain":["frontiersin.org"],"crossmark-restriction":true},"short-container-title":["Front. Comput. Sci."],"abstract":"<jats:sec><jats:title>Introduction<\/jats:title><jats:p>The rapid advancement of intelligent chatbots has transformed human-AI interaction, offering novel opportunities to enhance user experience (UX) through psychological and design interventions. However, the mechanisms by which chatbot design features influence UX remain understudied, particularly regarding the roles of emotional and cognitive mediators.<\/jats:p><\/jats:sec><jats:sec><jats:title>Methods<\/jats:title><jats:p>This study employed a 2\u202f\u00d7\u202f2 within-subjects experimental design with 160 participants to investigate the effects of anthropomorphism (high vs. low) and perceived intelligence (high vs. low) in chatbot avatars on UX. Structural equation modeling (SEM) was utilized to analyze the mediating roles of perceived empathy and trust in this relationship.<\/jats:p><\/jats:sec><jats:sec><jats:title>Results<\/jats:title><jats:p>Direct effects of anthropomorphism and perceived intelligence on UX were nonsignificant. However, their combined influence was significantly mediated by perceived empathy and trust (<jats:italic>\u03b2<\/jats:italic> = 0.48, *<jats:italic>p<\/jats:italic>* &amp;lt; 0.01). Specifically, highly anthropomorphic avatars correlated with elevated empathy (<jats:italic>\u03b2<\/jats:italic> = 0.32) and trust (<jats:italic>\u03b2<\/jats:italic> = 0.27), which in turn improved UX.<\/jats:p><\/jats:sec><jats:sec><jats:title>Discussion<\/jats:title><jats:p>These findings underscore the importance of emotional engagement over mere intelligence in designing effective chatbots. This research contributes unique insights into the complex mechanisms governing user interactions with intelligent chatbots, emphasizing the need for design strategies that prioritize emotional connections and cognitive ease.<\/jats:p><\/jats:sec>","DOI":"10.3389\/fcomp.2025.1531976","type":"journal-article","created":{"date-parts":[[2025,5,13]],"date-time":"2025-05-13T05:30:54Z","timestamp":1747114254000},"update-policy":"https:\/\/doi.org\/10.3389\/crossmark-policy","source":"Crossref","is-referenced-by-count":50,"title":["Effect of anthropomorphism and perceived intelligence in chatbot avatars of visual design on user experience: accounting for perceived empathy and trust"],"prefix":"10.3389","volume":"7","author":[{"given":"Ning","family":"Ma","sequence":"first","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Ruslana","family":"Khynevych","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yunqiang","family":"Hao","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Yahui","family":"Wang","sequence":"additional","affiliation":[],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"1965","published-online":{"date-parts":[[2025,5,13]]},"reference":[{"key":"ref1","doi-asserted-by":"publisher","first-page":"487","DOI":"10.1016\/j.bushor.2024.03.003","article-title":"A framework of diversity, equity, and inclusion safeguards for Chatbots","volume":"67","author":"Abdelhalim","year":"2024","journal-title":"Bus. Horiz."},{"key":"ref2","doi-asserted-by":"publisher","first-page":"100396","DOI":"10.1016\/j.chbr.2024.100396","article-title":"Investigating factors of students\u2019 behavioral intentions to adopt Chatbot Technologies in Higher Education: perspective from expanded diffusion theory of innovation","volume":"14","author":"Ayanwale","year":"2024","journal-title":"Comp. Human Behav. Rep."},{"key":"ref3","doi-asserted-by":"publisher","first-page":"74","DOI":"10.1007\/BF02723327","article-title":"On the evaluation of structural equation models","volume":"16","author":"Bagozzi","year":"1988","journal-title":"J. Acad. Mark. Sci."},{"key":"ref4","doi-asserted-by":"publisher","first-page":"123395","DOI":"10.1016\/j.techfore.2024.123395","article-title":"Warmth trumps competence? Uncovering the influence of multimodal AI anthropomorphic interaction experience on intelligent service evaluation: insights from the high-evoked automated social presence","volume":"204","author":"Bai","year":"2024","journal-title":"Technol. Forecast. Soc. Chang."},{"key":"ref5","doi-asserted-by":"publisher","first-page":"102","DOI":"10.1080\/10508400701793141","article-title":"The use of immersive virtual reality in the learning sciences: digital transformations of teachers, students, and social context","volume":"17","author":"Bailenson","year":"2008","journal-title":"J. Learn. Sci."},{"key":"ref6","doi-asserted-by":"publisher","first-page":"e19517","DOI":"10.1016\/j.heliyon.2023.e19517","article-title":"Chatbot for communicating with university students in emergency situation","volume":"9","author":"Balderas","year":"2023","journal-title":"Heliyon"},{"key":"ref1001","doi-asserted-by":"crossref","first-page":"103226","DOI":"10.1016\/j.ijhcs.2024.103226","article-title":"Cognitive training based on human-computer interaction and susceptibility to visual illusions. Reduction of the Ponzo effect through working memory training","volume":"184","author":"Bednarek","year":"2024","journal-title":"International Journal of Human-Computer Studies"},{"key":"ref1002","doi-asserted-by":"crossref","first-page":"112293","DOI":"10.1016\/j.knosys.2024.112293","article-title":"Customer service chatbot enhancement with attention-based transfer learning","volume":"301","author":"Bird","year":"2024","journal-title":"Knowledge-Based Systems"},{"key":"ref1018","first-page":"656","article-title":"The rope scale: a measure of how empathic a robot is perceived","volume-title":"In 2019 14th ACM\/IEEE International Conference on Human-Robot Interaction (HRI) Daegu, Korea (South), 2019","author":"Charrier","year":"2019"},{"key":"ref7","doi-asserted-by":"publisher","first-page":"319","DOI":"10.2307\/249008","article-title":"Perceived usefulness, perceived ease of use, and user acceptance of information technology","volume":"13","author":"Davis","year":"1989","journal-title":"MIS Q."},{"key":"ref1011","doi-asserted-by":"crossref","first-page":"109","DOI":"10.1016\/0092-6566(85)90023-6","article-title":"The general causality orientations scale: Self-determination in personality","volume":"19","author":"Deci","year":"1985","journal-title":"Journal of research in personality"},{"key":"ref1013","first-page":"331","article-title":"Almost human: Anthropomorphism increases trust resilience in cognitive agents","volume":"22","author":"De Visser","year":"2016","journal-title":"Journal of Experimental Psychology: Applied"},{"key":"ref1019","first-page":"47","article-title":"Measuring user experience of a potential shipment tracking application","volume-title":"Proceedings of the International HCI and UX Conference in Indonesia (CHIuXiD \u201815)","author":"Diana","year":"2015"},{"key":"ref1003","doi-asserted-by":"crossref","first-page":"105175","DOI":"10.1016\/j.bandl.2022.105175","article-title":"The influence of temporal asynchrony on character-speech integration in Chinese children with and without dyslexia: an ERP study","volume":"233","author":"Du","year":"2022","journal-title":"Brain and Language"},{"key":"ref8","doi-asserted-by":"publisher","first-page":"864","DOI":"10.1037\/0033-295X.114.4.864","article-title":"On seeing human: a three-factor theory of anthropomorphism","volume":"114","author":"Epley","year":"2007","journal-title":"Psychol. Rev."},{"key":"ref9","doi-asserted-by":"publisher","first-page":"537","DOI":"10.1016\/j.bushor.2024.04.012","article-title":"From HAL to GenAI: optimizing Chatbot impacts with CARE","volume":"67","author":"Feng","year":"2024","journal-title":"Bus. Horiz."},{"key":"ref10","doi-asserted-by":"crossref","DOI":"10.1007\/978-3-030-39540-7","volume-title":"Chatbot research and design","author":"F\u00f8lstad","year":"2020"},{"key":"ref1004","doi-asserted-by":"crossref","first-page":"105964","DOI":"10.1016\/j.jff.2023.105964","article-title":"Impact of \u201cGolden\u201d tomato juice on cognitive alterations in metabolic syndrome: Insights into behavioural and biochemical changes in a high-fat diet rat model","volume":"112","author":"Gambino","year":"2024","journal-title":"Journal of Functional Foods"},{"key":"ref11","doi-asserted-by":"publisher","first-page":"51","DOI":"10.2307\/30036519","article-title":"Trust and TAM in online shopping: an integrated model","volume":"27","author":"Gefen","year":"2003","journal-title":"MIS Q."},{"key":"ref1012","doi-asserted-by":"crossref","first-page":"304","DOI":"10.1016\/j.chb.2019.01.020","article-title":"Humanizing chatbots: The effects of visual, identity and conversational cues on humanness perceptions","volume":"97","author":"Go","year":"2019","journal-title":"Computers in human behavior"},{"key":"ref1017","doi-asserted-by":"crossref","first-page":"414","DOI":"10.1007\/s11747-011-0261-6","article-title":"An assessment of the use of partial least squares structural equation modeling in marketing research","volume":"40","author":"Hair","year":"2012","journal-title":"Journal of the academy of marketing science"},{"key":"ref12","doi-asserted-by":"publisher","first-page":"102788","DOI":"10.1016\/j.ijhcs.2022.102788","article-title":"Understanding the user experience of customer service Chatbots: an experimental study of Chatbot interaction design","volume":"161","author":"Haugeland","year":"2022","journal-title":"Int. J. Human Comp. Stud."},{"key":"ref13","first-page":"277","article-title":"The use of partial least squares path modeling in international marketing","volume-title":"New challenges to international marketing, advances in international marketing","author":"Henseler","year":"2009"},{"key":"ref1005","doi-asserted-by":"crossref","first-page":"103108","DOI":"10.1016\/j.ijhcs.2023.103108","article-title":"Chatbots for active learning: A case of phishing email identification","volume":"179","author":"Hobert","year":"2023","journal-title":"International Journal of Human-Computer Studies"},{"key":"ref14","doi-asserted-by":"publisher","first-page":"407","DOI":"10.1177\/0018720814547570","article-title":"Trust in automation: integrating empirical evidence on factors that influence trust","volume":"57","author":"Hoff","year":"2015","journal-title":"Hum. Factors"},{"key":"ref15","doi-asserted-by":"publisher","first-page":"100086","DOI":"10.1016\/j.chbah.2024.100086","article-title":"Understanding young adults\u2019 attitudes towards using AI Chatbots for psychotherapy: the role of self-stigma","volume":"2","author":"Hoffman","year":"2024","journal-title":"Comp. Human Behav."},{"key":"ref1009","doi-asserted-by":"crossref","first-page":"100047","DOI":"10.1016\/j.dim.2023.100047","article-title":"Understanding the joint effects of internal and external anthropomorphic cues of intelligent customer service bot on user satisfaction","volume":"7","author":"Hu","year":"2023","journal-title":"Data and Information Management"},{"key":"ref16","doi-asserted-by":"publisher","first-page":"195","DOI":"10.1002\/(SICI)1097-0266(199902)20:2<195::AID-SMJ13>3.0.CO;2-7","article-title":"Use of partial least squares (PLS) in strategic management research: a review of four recent studies","volume":"20","author":"Hulland","year":"1999","journal-title":"Strateg. Manag. J."},{"key":"ref1016","doi-asserted-by":"crossref","first-page":"53","DOI":"10.1207\/S15327566IJCE0401_04","article-title":"Foundations for an empirically determined scale of trust in automated systems","volume":"4","author":"Jian","year":"2000","journal-title":"International journal of cognitive ergonomics"},{"key":"ref17","first-page":"355","article-title":"AI-powered health Chatbots: toward a general architecture","volume-title":"The 18th international conference on Mobile systems and pervasive computing (MobiSPC), the 16th international conference on future networks and communications (FNC), the 11th international conference on sustainable energy information technology","author":"Khadija","year":"2021"},{"key":"ref18","doi-asserted-by":"publisher","first-page":"101595","DOI":"10.1016\/j.tele.2021.101595","article-title":"How should intelligent agents apologize to restore trust? Interaction effects between anthropomorphism and apology attribution on trust repair","volume":"61","author":"Kim","year":"2021","journal-title":"Telematics Inform."},{"key":"ref19","doi-asserted-by":"publisher","first-page":"103447","DOI":"10.1016\/j.jretconser.2023.103447","article-title":"It is not merely a chat: transforming Chatbot affordances into dual identification and loyalty","volume":"74","author":"Lee","year":"2023","journal-title":"J. Retail. Consum. Serv."},{"key":"ref20","doi-asserted-by":"publisher","first-page":"153","DOI":"10.1006\/ijhc.1994.1007","article-title":"Trust, self-confidence, and operators' adaptation to automation","volume":"40","author":"Lee","year":"1994","journal-title":"Int. J. Human-Comp. Stud."},{"key":"ref21","doi-asserted-by":"publisher","first-page":"50","DOI":"10.1518\/hfes.46.1.50.30392","article-title":"Trust in automation: designing for appropriate reliance","volume":"46","author":"Lee","year":"2004","journal-title":"Hum. Factors"},{"key":"ref22","doi-asserted-by":"publisher","first-page":"45","DOI":"10.1016\/j.indmarman.2021.11.016","article-title":"Employees\u2019 perceptions of Chatbots in B2B marketing: affordances vs. Disaffordances","volume":"101","author":"Lin","year":"2022","journal-title":"Ind. Mark. Manag."},{"key":"ref1007","doi-asserted-by":"crossref","first-page":"104328","DOI":"10.1016\/j.trc.2023.104328","article-title":"Human-like decision making for lane change based on the cognitive map and hierarchical reinforcement learning","volume":"156","author":"Lu","year":"2023","journal-title":"Transportation research part C: emerging technologies"},{"key":"ref23","doi-asserted-by":"publisher","first-page":"22","DOI":"10.1016\/S0262-4079(14)61485-8","article-title":"Want classified information? Talk to the Chatbot","volume":"223","author":"Marks","year":"2014","journal-title":"New Scientist"},{"key":"ref24","doi-asserted-by":"publisher","first-page":"709","DOI":"10.2307\/258792","article-title":"An integrative model of organizational trust","volume":"20","author":"Mayer","year":"1995","journal-title":"Acad. Manag. Rev."},{"key":"ref1021","doi-asserted-by":"crossref","first-page":"334","DOI":"10.1287\/isre.13.3.334.81","article-title":"Developing and Validating Trust Measures for e Commerce: An Integrative Typology","volume":"13","author":"McKnight","year":"2002","journal-title":"Information Systems Research"},{"key":"ref25","doi-asserted-by":"publisher","first-page":"103644","DOI":"10.1016\/j.annals.2023.103644","article-title":"Double-sided messages improve the acceptance of Chatbots","volume":"102","author":"Meng","year":"2023","journal-title":"Ann. Tour. Res."},{"key":"ref26","doi-asserted-by":"publisher","first-page":"100556","DOI":"10.1016\/j.xops.2024.100556","article-title":"Interpretation of clinical retinal images using an artificial intelligence Chatbot","volume":"4","author":"Mihalache","year":"2024","journal-title":"Ophthalmol. Sci."},{"key":"ref27","doi-asserted-by":"publisher","first-page":"101711","DOI":"10.1016\/j.tele.2021.101711","article-title":"Emerging-market consumers\u2019 interactions with banking Chatbots","volume":"65","author":"Mogaji","year":"2021","journal-title":"Telematics Inform."},{"key":"ref28","doi-asserted-by":"publisher","first-page":"20","DOI":"10.1177\/002224299405800302","article-title":"The commitment-trust theory of relationship marketing","volume":"58","author":"Morgan","year":"1994","journal-title":"J. Mark."},{"key":"ref29","doi-asserted-by":"publisher","first-page":"e31952","DOI":"10.1016\/j.heliyon.2024.e31952","article-title":"Examining the association between emotional intelligence and Chatbot utilization in education: a cross-sectional examination of undergraduate students in the UAE","volume":"10","author":"Mosleh","year":"2024","journal-title":"Heliyon"},{"key":"ref1015","doi-asserted-by":"crossref","first-page":"1616","DOI":"10.24251\/HICSS.2019.015","article-title":"Perceived intelligence and perceived anthropomorphism of personal intelligent agents: Scale development and validation","volume-title":"Proceedings of the 52nd Hawaii International Conference on System Sciences (HICSS)","author":"Moussawi","year":"2019"},{"key":"ref1008","volume-title":"Operators\u2019 trust in and percentage of time spent using the automatic controllers in a supervisory process control task","author":"Muir","year":"1987"},{"key":"ref30","doi-asserted-by":"publisher","first-page":"927","DOI":"10.1016\/j.jbusres.2020.09.018","article-title":"A conversation-based perspective for shaping ethical human\u2013machine interactions: the particular challenge of Chatbots","volume":"129","author":"Murtarelli","year":"2021","journal-title":"J. Bus. Res."},{"key":"ref31","doi-asserted-by":"publisher","first-page":"81","DOI":"10.1111\/0022-4537.00153","article-title":"Machines and mindlessness: social responses to computers","volume":"56","author":"Nass","year":"2000","journal-title":"J. Soc. Issues"},{"key":"ref32","doi-asserted-by":"publisher","first-page":"481","DOI":"10.1162\/105474603322761289","article-title":"The effect of the agency and anthropomorphism on Users' sense of telepresence, Copresence, and social presence in virtual environments","volume":"12","author":"Nowak","year":"2003","journal-title":"Presence"},{"key":"ref33","doi-asserted-by":"publisher","first-page":"105562","DOI":"10.1016\/j.ijmedinf.2024.105562","article-title":"Assessing the response quality and readability of Chatbots in cardiovascular health, oncology, and psoriasis: a comparative study","volume":"190","author":"Olszewski","year":"2024","journal-title":"Int. J. Med. Inform."},{"key":"ref40","first-page":"32","article-title":"The social psychology of telecommunications","volume-title":"Contemporary Sociology","author":"Parker","year":"1976"},{"key":"ref34","doi-asserted-by":"crossref","DOI":"10.7551\/mitpress\/1140.001.0001","volume-title":"Affective computing","author":"Picard","year":"1997"},{"key":"ref35","doi-asserted-by":"publisher","first-page":"878","DOI":"10.1016\/j.jbusres.2020.11.006","article-title":"Artificial intelligence and the new forms of interaction: who has the control when interacting with a Chatbot?","volume":"129","author":"Pizzi","year":"2021","journal-title":"J. Bus. Res."},{"key":"ref1006","first-page":"2009","article-title":"Media equation theory","volume":"5","author":"Reeves","year":"1996","journal-title":"Retrieved March"},{"key":"ref36","first-page":"1646","volume-title":"The impact of anthropomorphic and functional Chatbot design features in Enterprise collaboration systems on user acceptance","author":"Rietz","year":"2019"},{"key":"ref37","doi-asserted-by":"publisher","first-page":"108008","DOI":"10.1016\/j.chb.2023.108008","article-title":"The dynamics of human\u2013robot trust attitude and behavior \u2014 exploring the effects of anthropomorphism and type of failure","volume":"150","author":"Roesler","year":"2024","journal-title":"Comput. Hum. Behav."},{"key":"ref38","doi-asserted-by":"publisher","first-page":"68","DOI":"10.1037\/0003-066X.55.1.68","article-title":"Self-determination theory and the facilitation of intrinsic motivation, social development, and well-being","volume":"55","author":"Ryan","year":"2000","journal-title":"Am. Psychol."},{"key":"ref39","doi-asserted-by":"publisher","first-page":"492","DOI":"10.1016\/j.clindermatol.2024.06.020","article-title":"Revolutionizing Teledermatology: exploring the integration of AI, including GPT Chatbots for AI-driven Anamnesis, diagnosis, and treatment plans","volume":"42","author":"Shapiro","year":"2024","journal-title":"Clin. Dermatol."},{"key":"ref1020","doi-asserted-by":"crossref","DOI":"10.1016\/j.chb.2023.107821","article-title":"New dyads? the effect of social robots\u2019 anthropomorphization on empathy towards human beings","author":"Spaccatini","year":"2023","journal-title":"Computers in human"},{"key":"ref41","first-page":"621","article-title":"Designing an emotionally realistic Chatbot framework to enhance its believability with AIML and information states","author":"Sutoyo","year":"2019"},{"key":"ref42","doi-asserted-by":"publisher","first-page":"105112","DOI":"10.1016\/j.compedu.2024.105112","article-title":"Improving elementary EFL speaking skills with generative AI Chatbots: exploring individual and paired interactions","volume":"220","author":"Tai","year":"2024","journal-title":"Comput. Educ."},{"key":"ref43","doi-asserted-by":"publisher","first-page":"595","DOI":"10.1016\/j.bushor.2024.05.004","article-title":"Managerial framework for evaluating AI Chatbot integration: bridging organizational readiness and technological challenges","volume":"67","author":"Urbani","year":"2024","journal-title":"Bus. Horiz."},{"key":"ref44","first-page":"173","volume-title":"Exploring age differences in motivations for and acceptance of Chatbot communication in a customer service context","author":"van der Goot","year":"2019"},{"key":"ref45","doi-asserted-by":"publisher","first-page":"100394","DOI":"10.1016\/j.psiq.2023.100394","article-title":"Chatbots and psychiatry: beware of hallucinations of artificial intelligence","volume":"30","author":"Vizoso","year":"2023","journal-title":"Psiquiatr\u00eda Biol\u00f3gica"},{"key":"ref1014","doi-asserted-by":"crossref","first-page":"219","DOI":"10.1177\/1745691610369336","article-title":"Who sees human? The stability and importance of individual differences in anthropomorphism","volume":"5","author":"Waytz","year":"2010","journal-title":"Perspectives on psychological science"},{"key":"ref46","doi-asserted-by":"publisher","first-page":"767","DOI":"10.1016\/j.jopan.2023.12.005","article-title":"Comparison of conventional anesthesia nurse education and an artificial intelligence Chatbot (ChatGPT) intervention on preoperative anxiety: a randomized controlled trial","volume":"39","author":"Yahagi","year":"2024","journal-title":"J. Perianesth. Nurs."},{"key":"ref1010","doi-asserted-by":"crossref","DOI":"10.1007\/978-3-031-60898-8_25","article-title":"The Influence of Anthropomorphism on the User Experience of Digital Products","volume-title":"Cross-Cultural Design. HCII 2024. Lecture Notes in Computer Science","author":"Yang","year":"2024"},{"key":"ref47","doi-asserted-by":"publisher","first-page":"100057","DOI":"10.1016\/j.chbah.2024.100057","article-title":"Perception is reality? Understanding user perceptions of Chatbot-inferred versus self-reported personality traits","volume":"2","author":"Yuan","year":"2024","journal-title":"Comp. Human Behav."},{"key":"ref48","doi-asserted-by":"publisher","first-page":"103224","DOI":"10.1016\/j.ijhcs.2024.103224","article-title":"Nudging human drivers via implicit communication by automated vehicles: empirical evidence and computational cognitive modeling","volume":"185","author":"Zgonnikov","year":"2024","journal-title":"Int. J. Human-Computer Stud."},{"key":"ref49","doi-asserted-by":"publisher","first-page":"e25370","DOI":"10.1016\/j.heliyon.2024.e25370","article-title":"The impact of Chatbots based on large language models on second language vocabulary acquisition","volume":"10","author":"Zhang","year":"2024","journal-title":"Heliyon"}],"container-title":["Frontiers in Computer Science"],"original-title":[],"link":[{"URL":"https:\/\/www.frontiersin.org\/articles\/10.3389\/fcomp.2025.1531976\/full","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,5,13]],"date-time":"2025-05-13T05:31:02Z","timestamp":1747114262000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.frontiersin.org\/articles\/10.3389\/fcomp.2025.1531976\/full"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,5,13]]},"references-count":70,"alternative-id":["10.3389\/fcomp.2025.1531976"],"URL":"https:\/\/doi.org\/10.3389\/fcomp.2025.1531976","relation":{},"ISSN":["2624-9898"],"issn-type":[{"value":"2624-9898","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,5,13]]},"article-number":"1531976"}}