{"id":"https://openalex.org/W4415822044","doi":"https://doi.org/10.1109/ro-man63969.2025.11217815","title":"Comparing agent-based VR stress therapy: Single vs. Group interventions","display_name":"Comparing agent-based VR stress therapy: Single vs. Group interventions","publication_year":2025,"publication_date":"2025-08-25","ids":{"openalex":"https://openalex.org/W4415822044","doi":"https://doi.org/10.1109/ro-man63969.2025.11217815"},"language":null,"primary_location":{"id":"doi:10.1109/ro-man63969.2025.11217815","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ro-man63969.2025.11217815","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 34th IEEE International Conference on Robot and Human Interactive Communication (RO-MAN)","raw_type":"proceedings-article"},"type":"article","indexed_in":["crossref"],"open_access":{"is_oa":false,"oa_status":"closed","oa_url":null,"any_repository_has_fulltext":false},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5114726214","display_name":"Monirul Islam","orcid":null},"institutions":[{"id":"https://openalex.org/I1298590031","display_name":"Shizuoka University","ror":"https://ror.org/01w6wtk13","country_code":"JP","type":"education","lineage":["https://openalex.org/I1298590031"]}],"countries":["JP"],"is_corresponding":true,"raw_author_name":"Monirul Islam","raw_affiliation_strings":["Shizuoka University,Graduate School of Integrated Science and Technology"],"affiliations":[{"raw_affiliation_string":"Shizuoka University,Graduate School of Integrated Science and Technology","institution_ids":["https://openalex.org/I1298590031"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5008020893","display_name":"Yugo Takeuchi","orcid":"https://orcid.org/0000-0002-5026-1837"},"institutions":[{"id":"https://openalex.org/I1298590031","display_name":"Shizuoka University","ror":"https://ror.org/01w6wtk13","country_code":"JP","type":"education","lineage":["https://openalex.org/I1298590031"]}],"countries":["JP"],"is_corresponding":false,"raw_author_name":"Yugo Takeuchi","raw_affiliation_strings":["Shizuoka University,Graduate School of Integrated Science and Technology"],"affiliations":[{"raw_affiliation_string":"Shizuoka University,Graduate School of Integrated Science and Technology","institution_ids":["https://openalex.org/I1298590031"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":2,"corresponding_author_ids":["https://openalex.org/A5114726214"],"corresponding_institution_ids":["https://openalex.org/I1298590031"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.34673098,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"2523","last_page":"2528"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T10648","display_name":"Virtual Reality Applications and Impacts","score":0.32499998807907104,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},"topics":[{"id":"https://openalex.org/T10648","display_name":"Virtual Reality Applications and Impacts","score":0.32499998807907104,"subfield":{"id":"https://openalex.org/subfields/1709","display_name":"Human-Computer Interaction"},"field":{"id":"https://openalex.org/fields/17","display_name":"Computer Science"},"domain":{"id":"https://openalex.org/domains/3","display_name":"Physical Sciences"}},{"id":"https://openalex.org/T11519","display_name":"Digital Mental Health Interventions","score":0.23190000653266907,"subfield":{"id":"https://openalex.org/subfields/3202","display_name":"Applied Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}},{"id":"https://openalex.org/T11238","display_name":"Simulation-Based Education in Healthcare","score":0.1265999972820282,"subfield":{"id":"https://openalex.org/subfields/2737","display_name":"Physiology"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/session","display_name":"Session (web analytics)","score":0.6949999928474426},{"id":"https://openalex.org/keywords/stress-reduction","display_name":"Stress reduction","score":0.6603999733924866},{"id":"https://openalex.org/keywords/psychological-intervention","display_name":"Psychological intervention","score":0.5509999990463257},{"id":"https://openalex.org/keywords/virtual-reality","display_name":"Virtual reality","score":0.5356000065803528},{"id":"https://openalex.org/keywords/stress","display_name":"Stress (linguistics)","score":0.5088000297546387},{"id":"https://openalex.org/keywords/focus-group","display_name":"Focus group","score":0.3666999936103821},{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.36579999327659607},{"id":"https://openalex.org/keywords/qualitative-research","display_name":"Qualitative research","score":0.32440000772476196}],"concepts":[{"id":"https://openalex.org/C2779182362","wikidata":"https://www.wikidata.org/wiki/Q17126187","display_name":"Session (web analytics)","level":2,"score":0.6949999928474426},{"id":"https://openalex.org/C2987238706","wikidata":"https://www.wikidata.org/wiki/Q1404268","display_name":"Stress reduction","level":2,"score":0.6603999733924866},{"id":"https://openalex.org/C27415008","wikidata":"https://www.wikidata.org/wiki/Q7256382","display_name":"Psychological intervention","level":2,"score":0.5509999990463257},{"id":"https://openalex.org/C194969405","wikidata":"https://www.wikidata.org/wiki/Q170519","display_name":"Virtual reality","level":2,"score":0.5356000065803528},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.532800018787384},{"id":"https://openalex.org/C21036866","wikidata":"https://www.wikidata.org/wiki/Q181767","display_name":"Stress (linguistics)","level":2,"score":0.5088000297546387},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.49959999322891235},{"id":"https://openalex.org/C56995899","wikidata":"https://www.wikidata.org/wiki/Q1126687","display_name":"Focus group","level":2,"score":0.3666999936103821},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.36579999327659607},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.3303000032901764},{"id":"https://openalex.org/C190248442","wikidata":"https://www.wikidata.org/wiki/Q839486","display_name":"Qualitative research","level":2,"score":0.32440000772476196},{"id":"https://openalex.org/C54039966","wikidata":"https://www.wikidata.org/wiki/Q1404268","display_name":"Stress management","level":2,"score":0.3240000009536743},{"id":"https://openalex.org/C2984493583","wikidata":"https://www.wikidata.org/wiki/Q3500368","display_name":"Mental stress","level":2,"score":0.3163999915122986},{"id":"https://openalex.org/C49774154","wikidata":"https://www.wikidata.org/wiki/Q131765","display_name":"Multimedia","level":1,"score":0.313400000333786},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.3050999939441681},{"id":"https://openalex.org/C107457646","wikidata":"https://www.wikidata.org/wiki/Q207434","display_name":"Human\u2013computer interaction","level":1,"score":0.29030001163482666},{"id":"https://openalex.org/C3019640506","wikidata":"https://www.wikidata.org/wiki/Q839578","display_name":"Group dynamic","level":2,"score":0.289900004863739},{"id":"https://openalex.org/C3018587665","wikidata":"https://www.wikidata.org/wiki/Q7268696","display_name":"Qualitative analysis","level":3,"score":0.28349998593330383},{"id":"https://openalex.org/C2780015598","wikidata":"https://www.wikidata.org/wiki/Q3500368","display_name":"Psychological stress","level":2,"score":0.27970001101493835},{"id":"https://openalex.org/C1862650","wikidata":"https://www.wikidata.org/wiki/Q186005","display_name":"Physical therapy","level":1,"score":0.2786000072956085},{"id":"https://openalex.org/C2781094116","wikidata":"https://www.wikidata.org/wiki/Q1569083","display_name":"Peer support","level":2,"score":0.2759000062942505},{"id":"https://openalex.org/C3020255362","wikidata":"https://www.wikidata.org/wiki/Q747883","display_name":"Physical activity","level":2,"score":0.26339998841285706},{"id":"https://openalex.org/C509550671","wikidata":"https://www.wikidata.org/wiki/Q126945","display_name":"Medical education","level":1,"score":0.2605000138282776},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.2590999901294708},{"id":"https://openalex.org/C128593788","wikidata":"https://www.wikidata.org/wiki/Q1194193","display_name":"Peer group","level":2,"score":0.25839999318122864},{"id":"https://openalex.org/C99508421","wikidata":"https://www.wikidata.org/wiki/Q2678675","display_name":"Physical medicine and rehabilitation","level":1,"score":0.25049999356269836}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ro-man63969.2025.11217815","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ro-man63969.2025.11217815","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 34th IEEE International Conference on Robot and Human Interactive Communication (RO-MAN)","raw_type":"proceedings-article"}],"best_oa_location":null,"sustainable_development_goals":[],"awards":[],"funders":[],"has_content":{"grobid_xml":false,"pdf":false},"content_urls":null,"referenced_works_count":25,"referenced_works":["https://openalex.org/W1858456493","https://openalex.org/W2003223449","https://openalex.org/W2036973513","https://openalex.org/W2059005389","https://openalex.org/W2110498437","https://openalex.org/W2566226700","https://openalex.org/W2609721696","https://openalex.org/W2611287876","https://openalex.org/W2888051536","https://openalex.org/W2955237239","https://openalex.org/W3085971679","https://openalex.org/W3125846749","https://openalex.org/W3176527706","https://openalex.org/W4211236805","https://openalex.org/W4220965134","https://openalex.org/W4287509890","https://openalex.org/W4308337417","https://openalex.org/W4385828758","https://openalex.org/W4388938015","https://openalex.org/W4389201797","https://openalex.org/W4389934892","https://openalex.org/W4391261894","https://openalex.org/W4393397034","https://openalex.org/W4393946947","https://openalex.org/W4400504497"],"related_works":[],"abstract_inverted_index":{"This":[0],"study":[1],"presents":[2],"a":[3,18,25,38,141],"comparative":[4],"analysis":[5],"of":[6,30,172,181],"Virtual":[7],"Reality":[8],"(VR)":[9],"based":[10],"single":[11,39,116,138],"and":[12,56,111,123,131,165,183],"group":[13,59,94,135],"stress":[14,69,188],"reduction":[15],"sessions":[16,83,95,139],"using":[17],"Large":[19],"Language":[20],"Model":[21],"(LLM)":[22],"agent":[23],"as":[24,87,118],"virtual":[26],"therapist.":[27],"A":[28],"total":[29],"42":[31],"participants":[32,36,44],"were":[33,45],"recruited.":[34],"21":[35],"attended":[37],"session,":[40],"while":[41,137],"the":[42,58,75,90,170,179],"remaining":[43],"divided":[46],"into":[47],"7":[48],"groups,":[49],"with":[50,71],"3":[51],"members":[52],"in":[53,63,134],"each":[54],"group,":[55],"joined":[57],"session.":[60],"Participants":[61],"engaged":[62],"immersive":[64],"VR":[65,161,182],"environments":[66],"designed":[67],"for":[68],"relief":[70],"interactive":[72],"support":[73,130],"from":[74],"LLM":[76,148],"agent.":[77],"Quantitative":[78],"results":[79],"revealed":[80],"that":[81],"both":[82],"effectively":[84],"reduced":[85],"stress,":[86],"measured":[88],"by":[89,120],"Heart":[91],"rate.":[92],"However,":[93],"demonstrated":[96],"slightly":[97],"better":[98],"outcomes,":[99],"including":[100],"14.7%":[101],"greater":[102],"STAI":[103],"reduction(M=12.95,":[104],"SD=2.4),":[105],"7.47%":[106],"lower":[107],"perceived":[108],"workload(M=50.43,":[109],"SD=4.2),":[110],"20.53%":[112],"higher":[113],"engagement":[114],"than":[115],"session":[117],"evidenced":[119],"interaction":[121],"points(M=22.9)":[122],"sentiment":[124],"positivity(M=0.32).":[125],"Qualitative":[126],"feedback":[127],"highlighted":[128],"peer":[129],"collaborative":[132],"dynamics":[133],"settings,":[136],"provided":[140],"more":[142],"personalized":[143],"experience.":[144],"By":[145],"exploring":[146],"how":[147],"agents":[149],"perform":[150],"across":[151],"these":[152],"contexts,":[153],"this":[154],"research":[155],"highlights":[156],"their":[157],"potential":[158],"to":[159,185],"enhance":[160],"therapy\u2019s":[162],"scalability,":[163],"engagement,":[164],"effectiveness.":[166],"These":[167],"findings":[168],"inform":[169],"design":[171],"accessible,":[173],"impactful":[174],"mental":[175],"health":[176],"interventions,":[177],"advancing":[178],"integration":[180],"AI":[184],"meet":[186],"diverse":[187],"management":[189],"needs.":[190]},"counts_by_year":[],"updated_date":"2026-03-07T16:01:11.037858","created_date":"2025-11-03T00:00:00"}
