{"id":"https://openalex.org/W4416251772","doi":"https://doi.org/10.1109/ijcnn64981.2025.11227816","title":"Simulation-based psychological training and assessment using large language models to improve mental health practitioner training: a narrative review","display_name":"Simulation-based psychological training and assessment using large language models to improve mental health practitioner training: a narrative review","publication_year":2025,"publication_date":"2025-06-30","ids":{"openalex":"https://openalex.org/W4416251772","doi":"https://doi.org/10.1109/ijcnn64981.2025.11227816"},"language":null,"primary_location":{"id":"doi:10.1109/ijcnn64981.2025.11227816","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn64981.2025.11227816","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 International Joint Conference on Neural Networks (IJCNN)","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/A5120354541","display_name":"Ciara Mallon","orcid":null},"institutions":[{"id":"https://openalex.org/I4210124742","display_name":"Primary HealthCare","ror":"https://ror.org/02ynw0r73","country_code":"MT","type":"healthcare","lineage":["https://openalex.org/I4210124742","https://openalex.org/I4210134722"]}],"countries":["MT"],"is_corresponding":true,"raw_author_name":"Ciara Mallon","raw_affiliation_strings":["Pneuma Healthcare,Derry"],"affiliations":[{"raw_affiliation_string":"Pneuma Healthcare,Derry","institution_ids":["https://openalex.org/I4210124742"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5024063822","display_name":"Tom Murphy","orcid":"https://orcid.org/0009-0002-0791-537X"},"institutions":[{"id":"https://openalex.org/I4210124742","display_name":"Primary HealthCare","ror":"https://ror.org/02ynw0r73","country_code":"MT","type":"healthcare","lineage":["https://openalex.org/I4210124742","https://openalex.org/I4210134722"]}],"countries":["MT"],"is_corresponding":false,"raw_author_name":"Teresa Murphy","raw_affiliation_strings":["Pneuma Healthcare,Derry"],"affiliations":[{"raw_affiliation_string":"Pneuma Healthcare,Derry","institution_ids":["https://openalex.org/I4210124742"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5078061209","display_name":"Samy I. McFarlane","orcid":"https://orcid.org/0000-0001-9208-8326"},"institutions":[{"id":"https://openalex.org/I4210124742","display_name":"Primary HealthCare","ror":"https://ror.org/02ynw0r73","country_code":"MT","type":"healthcare","lineage":["https://openalex.org/I4210124742","https://openalex.org/I4210134722"]}],"countries":["MT"],"is_corresponding":false,"raw_author_name":"Sophy McFarlane","raw_affiliation_strings":["Pneuma Healthcare,Derry"],"affiliations":[{"raw_affiliation_string":"Pneuma Healthcare,Derry","institution_ids":["https://openalex.org/I4210124742"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5048819793","display_name":"Colin Gorman","orcid":null},"institutions":[{"id":"https://openalex.org/I4210124742","display_name":"Primary HealthCare","ror":"https://ror.org/02ynw0r73","country_code":"MT","type":"healthcare","lineage":["https://openalex.org/I4210124742","https://openalex.org/I4210134722"]}],"countries":["MT"],"is_corresponding":false,"raw_author_name":"Colin Gorman","raw_affiliation_strings":["Pneuma Healthcare,Derry"],"affiliations":[{"raw_affiliation_string":"Pneuma Healthcare,Derry","institution_ids":["https://openalex.org/I4210124742"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5038610271","display_name":"Maurice Mulvenna","orcid":"https://orcid.org/0000-0002-1554-0785"},"institutions":[{"id":"https://openalex.org/I138801177","display_name":"University of Ulster","ror":"https://ror.org/01yp9g959","country_code":"GB","type":"education","lineage":["https://openalex.org/I138801177"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Maurice D. Mulvenna","raw_affiliation_strings":["Ulster University / Pneuma Healthcare,School of Computing,Belfast,Northern Ireland"],"affiliations":[{"raw_affiliation_string":"Ulster University / Pneuma Healthcare,School of Computing,Belfast,Northern Ireland","institution_ids":["https://openalex.org/I138801177"]}]},{"author_position":"middle","author":{"id":null,"display_name":"James Gorman","orcid":null},"institutions":[{"id":"https://openalex.org/I4210124742","display_name":"Primary HealthCare","ror":"https://ror.org/02ynw0r73","country_code":"MT","type":"healthcare","lineage":["https://openalex.org/I4210124742","https://openalex.org/I4210134722"]}],"countries":["MT"],"is_corresponding":false,"raw_author_name":"James Gorman","raw_affiliation_strings":["Pneuma Healthcare,Derry"],"affiliations":[{"raw_affiliation_string":"Pneuma Healthcare,Derry","institution_ids":["https://openalex.org/I4210124742"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5042568554","display_name":"Michael McTear","orcid":"https://orcid.org/0000-0001-9883-7500"},"institutions":[{"id":"https://openalex.org/I138801177","display_name":"University of Ulster","ror":"https://ror.org/01yp9g959","country_code":"GB","type":"education","lineage":["https://openalex.org/I138801177"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Michael F. McTear","raw_affiliation_strings":["Ulster University,School of Computing,Belfast,Northern Ireland"],"affiliations":[{"raw_affiliation_string":"Ulster University,School of Computing,Belfast,Northern Ireland","institution_ids":["https://openalex.org/I138801177"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5067279312","display_name":"Raymond Bond","orcid":"https://orcid.org/0000-0002-1078-2232"},"institutions":[{"id":"https://openalex.org/I138801177","display_name":"University of Ulster","ror":"https://ror.org/01yp9g959","country_code":"GB","type":"education","lineage":["https://openalex.org/I138801177"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Raymond R. Bond","raw_affiliation_strings":["Ulster University,School of Computing,Belfast,Northern Ireland"],"affiliations":[{"raw_affiliation_string":"Ulster University,School of Computing,Belfast,Northern Ireland","institution_ids":["https://openalex.org/I138801177"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5089270376","display_name":"Edel Ennis","orcid":"https://orcid.org/0000-0002-9677-0725"},"institutions":[{"id":"https://openalex.org/I138801177","display_name":"University of Ulster","ror":"https://ror.org/01yp9g959","country_code":"GB","type":"education","lineage":["https://openalex.org/I138801177"]}],"countries":["GB"],"is_corresponding":false,"raw_author_name":"Edel Ennis","raw_affiliation_strings":["Ulster University,School of Psychology,Coleraine,Northern Ireland"],"affiliations":[{"raw_affiliation_string":"Ulster University,School of Psychology,Coleraine,Northern Ireland","institution_ids":["https://openalex.org/I138801177"]}]}],"institutions":[],"countries_distinct_count":2,"institutions_distinct_count":9,"corresponding_author_ids":["https://openalex.org/A5120354541"],"corresponding_institution_ids":["https://openalex.org/I4210124742"],"apc_list":null,"apc_paid":null,"fwci":0.0,"has_fulltext":false,"cited_by_count":0,"citation_normalized_percentile":{"value":0.38906491,"is_in_top_1_percent":false,"is_in_top_10_percent":false},"cited_by_percentile_year":null,"biblio":{"volume":null,"issue":null,"first_page":"1","last_page":"7"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T11519","display_name":"Digital Mental Health Interventions","score":0.41909998655319214,"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"}},"topics":[{"id":"https://openalex.org/T11519","display_name":"Digital Mental Health Interventions","score":0.41909998655319214,"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/T11636","display_name":"Artificial Intelligence in Healthcare and Education","score":0.367900013923645,"subfield":{"id":"https://openalex.org/subfields/2718","display_name":"Health Informatics"},"field":{"id":"https://openalex.org/fields/27","display_name":"Medicine"},"domain":{"id":"https://openalex.org/domains/4","display_name":"Health Sciences"}},{"id":"https://openalex.org/T11238","display_name":"Simulation-Based Education in Healthcare","score":0.05559999868273735,"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/mental-health","display_name":"Mental health","score":0.705299973487854},{"id":"https://openalex.org/keywords/narrative","display_name":"Narrative","score":0.5909000039100647},{"id":"https://openalex.org/keywords/narrative-review","display_name":"Narrative review","score":0.5812000036239624},{"id":"https://openalex.org/keywords/training","display_name":"Training (meteorology)","score":0.559499979019165},{"id":"https://openalex.org/keywords/presentation","display_name":"Presentation (obstetrics)","score":0.3547999858856201},{"id":"https://openalex.org/keywords/key","display_name":"Key (lock)","score":0.310699999332428}],"concepts":[{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.705299973487854},{"id":"https://openalex.org/C199033989","wikidata":"https://www.wikidata.org/wiki/Q1318295","display_name":"Narrative","level":2,"score":0.5909000039100647},{"id":"https://openalex.org/C3020000205","wikidata":"https://www.wikidata.org/wiki/Q2412849","display_name":"Narrative review","level":2,"score":0.5812000036239624},{"id":"https://openalex.org/C2777211547","wikidata":"https://www.wikidata.org/wiki/Q17141490","display_name":"Training (meteorology)","level":2,"score":0.559499979019165},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.5062999725341797},{"id":"https://openalex.org/C509550671","wikidata":"https://www.wikidata.org/wiki/Q126945","display_name":"Medical education","level":1,"score":0.36230000853538513},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.36090001463890076},{"id":"https://openalex.org/C2777601897","wikidata":"https://www.wikidata.org/wiki/Q3409113","display_name":"Presentation (obstetrics)","level":2,"score":0.3547999858856201},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.31360000371932983},{"id":"https://openalex.org/C26517878","wikidata":"https://www.wikidata.org/wiki/Q228039","display_name":"Key (lock)","level":2,"score":0.310699999332428},{"id":"https://openalex.org/C2779473830","wikidata":"https://www.wikidata.org/wiki/Q1540899","display_name":"MEDLINE","level":2,"score":0.30469998717308044},{"id":"https://openalex.org/C543847140","wikidata":"https://www.wikidata.org/wiki/Q2642826","display_name":"Realism","level":2,"score":0.26489999890327454},{"id":"https://openalex.org/C2991911265","wikidata":"https://www.wikidata.org/wiki/Q2801621","display_name":"Mental health nursing","level":3,"score":0.25679999589920044},{"id":"https://openalex.org/C2778633572","wikidata":"https://www.wikidata.org/wiki/Q3424027","display_name":"Therapeutic relationship","level":2,"score":0.2563000023365021},{"id":"https://openalex.org/C542102704","wikidata":"https://www.wikidata.org/wiki/Q183257","display_name":"Psychotherapist","level":1,"score":0.25270000100135803}],"mesh":[],"locations_count":1,"locations":[{"id":"doi:10.1109/ijcnn64981.2025.11227816","is_oa":false,"landing_page_url":"https://doi.org/10.1109/ijcnn64981.2025.11227816","pdf_url":null,"source":null,"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"2025 International Joint Conference on Neural Networks (IJCNN)","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":16,"referenced_works":["https://openalex.org/W608574129","https://openalex.org/W2127561630","https://openalex.org/W2934582891","https://openalex.org/W2963232155","https://openalex.org/W2985051593","https://openalex.org/W4315695090","https://openalex.org/W4385572715","https://openalex.org/W4387100160","https://openalex.org/W4388142096","https://openalex.org/W4388939810","https://openalex.org/W4393970715","https://openalex.org/W4394681077","https://openalex.org/W4396832979","https://openalex.org/W4402752891","https://openalex.org/W4404782385","https://openalex.org/W4405550450"],"related_works":[],"abstract_inverted_index":{"Artificial":[0],"intelligence":[1],"(AI)":[2],"Large":[3],"Language":[4],"Models":[5],"(LLMs)":[6],"are":[7],"increasingly":[8],"being":[9],"used":[10],"in":[11,53,89,97,106],"mental":[12,29,107,119],"health":[13,30,108,120],"training":[14,27,55,72,82,110],"and":[15,46,65,93,131],"therapeutic":[16,98],"interventions.":[17],"This":[18],"narrative":[19],"review":[20,58],"explores":[21],"how":[22],"LLMs":[23,69],"can":[24],"support":[25],"simulation-based":[26],"for":[28,113],"practitioners":[31],"by":[32],"simulating":[33],"patient":[34],"interactions.":[35],"Key":[36],"topics":[37],"include":[38],"the":[39,47,60,102,115,133],"use":[40],"of":[41,49,62,104,135],"co-production":[42],"techniques,":[43],"cost":[44],"considerations,":[45],"role":[48],"Retrieval-Augmented":[50],"Generation":[51],"(RAG)":[52],"enhancing":[54,94],"accuracy.":[56],"The":[57],"highlights":[59],"importance":[61],"evaluation":[63],"methods":[64],"expert-guided":[66],"enhancements.":[67],"Although":[68],"offer":[70],"valuable":[71],"opportunities,":[73],"they":[74],"should":[75],"complement,":[76],"rather":[77],"than":[78],"replace":[79],"traditional":[80],"face-to-face":[81],"methods.":[83],"Collaboration":[84],"across":[85],"disciplines":[86],"is":[87,125],"essential":[88],"refining":[90],"AI":[91,105,136],"chatbots":[92],"their":[95],"effectiveness":[96],"training.":[99],"In":[100],"conclusion,":[101],"integration":[103],"practitioner":[109],"shows":[111],"promise":[112],"addressing":[114],"growing":[116],"demands":[117],"within":[118],"care.":[121],"However":[122],"further":[123],"research":[124],"required":[126],"to":[127],"develop":[128],"standardized":[129],"approaches":[130],"improve":[132],"realism":[134],"simulations.":[137]},"counts_by_year":[],"updated_date":"2026-03-25T23:56:10.502304","created_date":"2025-11-14T00:00:00"}