{"id":"https://openalex.org/W4414137493","doi":"https://doi.org/10.3389/fdgth.2025.1625444","title":"Synthetic patient and interview transcript creator: an essential tool for LLMs in mental health","display_name":"Synthetic patient and interview transcript creator: an essential tool for LLMs in mental health","publication_year":2025,"publication_date":"2025-09-11","ids":{"openalex":"https://openalex.org/W4414137493","doi":"https://doi.org/10.3389/fdgth.2025.1625444","pmid":"https://pubmed.ncbi.nlm.nih.gov/41019286"},"language":"en","primary_location":{"id":"doi:10.3389/fdgth.2025.1625444","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fdgth.2025.1625444","pdf_url":"https://www.frontiersin.org/journals/digital-health/articles/10.3389/fdgth.2025.1625444/pdf","source":{"id":"https://openalex.org/S4210170686","display_name":"Frontiers in Digital Health","issn_l":"2673-253X","issn":["2673-253X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Digital Health","raw_type":"journal-article"},"type":"article","indexed_in":["crossref","doaj","pubmed"],"open_access":{"is_oa":true,"oa_status":"gold","oa_url":"https://www.frontiersin.org/journals/digital-health/articles/10.3389/fdgth.2025.1625444/pdf","any_repository_has_fulltext":true},"authorships":[{"author_position":"first","author":{"id":"https://openalex.org/A5045261061","display_name":"A. Warner","orcid":null},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Aleyna Warner","raw_affiliation_strings":["Department of Psychiatry, Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada","Djavad Mowafaghian Centre for Brain Health, University of British Columbia, Vancouver, BC, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Psychiatry, Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada","institution_ids":["https://openalex.org/I141945490"]},{"raw_affiliation_string":"Djavad Mowafaghian Centre for Brain Health, University of British Columbia, Vancouver, BC, Canada","institution_ids":["https://openalex.org/I141945490"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5063582649","display_name":"Jeffrey LeDue","orcid":null},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Jeffrey LeDue","raw_affiliation_strings":["Department of Psychiatry, Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada","Djavad Mowafaghian Centre for Brain Health, University of British Columbia, Vancouver, BC, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Psychiatry, Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada","institution_ids":["https://openalex.org/I141945490"]},{"raw_affiliation_string":"Djavad Mowafaghian Centre for Brain Health, University of British Columbia, Vancouver, BC, Canada","institution_ids":["https://openalex.org/I141945490"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5109685122","display_name":"Yutong Cao","orcid":null},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Yutong Cao","raw_affiliation_strings":["Department of Psychiatry, Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada","Djavad Mowafaghian Centre for Brain Health, University of British Columbia, Vancouver, BC, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Psychiatry, Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada","institution_ids":["https://openalex.org/I141945490"]},{"raw_affiliation_string":"Djavad Mowafaghian Centre for Brain Health, University of British Columbia, Vancouver, BC, Canada","institution_ids":["https://openalex.org/I141945490"]}]},{"author_position":"middle","author":{"id":"https://openalex.org/A5119596785","display_name":"Joseph Tham","orcid":null},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]}],"countries":["CA"],"is_corresponding":false,"raw_author_name":"Joseph Tham","raw_affiliation_strings":["BC Neuropsychiatry Program, Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada","Department of Psychiatry, Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada"],"affiliations":[{"raw_affiliation_string":"BC Neuropsychiatry Program, Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada","institution_ids":["https://openalex.org/I141945490"]},{"raw_affiliation_string":"Department of Psychiatry, Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada","institution_ids":["https://openalex.org/I141945490"]}]},{"author_position":"last","author":{"id":"https://openalex.org/A5072258662","display_name":"Timothy H. Murphy","orcid":"https://orcid.org/0000-0002-0093-4490"},"institutions":[{"id":"https://openalex.org/I141945490","display_name":"University of British Columbia","ror":"https://ror.org/03rmrcq20","country_code":"CA","type":"education","lineage":["https://openalex.org/I141945490"]}],"countries":["CA"],"is_corresponding":true,"raw_author_name":"Timothy H. Murphy","raw_affiliation_strings":["Department of Psychiatry, Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada","Djavad Mowafaghian Centre for Brain Health, University of British Columbia, Vancouver, BC, Canada"],"affiliations":[{"raw_affiliation_string":"Department of Psychiatry, Faculty of Medicine, University of British Columbia, Vancouver, BC, Canada","institution_ids":["https://openalex.org/I141945490"]},{"raw_affiliation_string":"Djavad Mowafaghian Centre for Brain Health, University of British Columbia, Vancouver, BC, Canada","institution_ids":["https://openalex.org/I141945490"]}]}],"institutions":[],"countries_distinct_count":1,"institutions_distinct_count":5,"corresponding_author_ids":["https://openalex.org/A5072258662"],"corresponding_institution_ids":["https://openalex.org/I141945490"],"apc_list":{"value":1900,"currency":"USD","value_usd":1900},"apc_paid":{"value":1900,"currency":"USD","value_usd":1900},"fwci":2.6124,"has_fulltext":true,"cited_by_count":1,"citation_normalized_percentile":{"value":0.91803848,"is_in_top_1_percent":false,"is_in_top_10_percent":true},"cited_by_percentile_year":{"min":97,"max":99},"biblio":{"volume":"7","issue":null,"first_page":"1625444","last_page":"1625444"},"is_retracted":false,"is_paratext":false,"is_xpac":false,"primary_topic":{"id":"https://openalex.org/T13702","display_name":"Machine Learning in Healthcare","score":0.9991000294685364,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T13702","display_name":"Machine Learning in Healthcare","score":0.9991000294685364,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T10028","display_name":"Topic Modeling","score":0.9979000091552734,"subfield":{"id":"https://openalex.org/subfields/1702","display_name":"Artificial Intelligence"},"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/T12488","display_name":"Mental Health via Writing","score":0.964900016784668,"subfield":{"id":"https://openalex.org/subfields/3207","display_name":"Social Psychology"},"field":{"id":"https://openalex.org/fields/32","display_name":"Psychology"},"domain":{"id":"https://openalex.org/domains/2","display_name":"Social Sciences"}}],"keywords":[{"id":"https://openalex.org/keywords/interview","display_name":"Interview","score":0.7681999802589417},{"id":"https://openalex.org/keywords/mental-health","display_name":"Mental health","score":0.5978000164031982},{"id":"https://openalex.org/keywords/software-deployment","display_name":"Software deployment","score":0.5543000102043152},{"id":"https://openalex.org/keywords/diversity","display_name":"Diversity (politics)","score":0.5539000034332275},{"id":"https://openalex.org/keywords/population","display_name":"Population","score":0.49399998784065247},{"id":"https://openalex.org/keywords/data-collection","display_name":"Data collection","score":0.38440001010894775},{"id":"https://openalex.org/keywords/patient-data","display_name":"Patient data","score":0.3652999997138977}],"concepts":[{"id":"https://openalex.org/C24845683","wikidata":"https://www.wikidata.org/wiki/Q178651","display_name":"Interview","level":2,"score":0.7681999802589417},{"id":"https://openalex.org/C134362201","wikidata":"https://www.wikidata.org/wiki/Q317309","display_name":"Mental health","level":2,"score":0.5978000164031982},{"id":"https://openalex.org/C105339364","wikidata":"https://www.wikidata.org/wiki/Q2297740","display_name":"Software deployment","level":2,"score":0.5543000102043152},{"id":"https://openalex.org/C2781316041","wikidata":"https://www.wikidata.org/wiki/Q1230584","display_name":"Diversity (politics)","level":2,"score":0.5539000034332275},{"id":"https://openalex.org/C2908647359","wikidata":"https://www.wikidata.org/wiki/Q2625603","display_name":"Population","level":2,"score":0.49399998784065247},{"id":"https://openalex.org/C41008148","wikidata":"https://www.wikidata.org/wiki/Q21198","display_name":"Computer science","level":0,"score":0.44530001282691956},{"id":"https://openalex.org/C15744967","wikidata":"https://www.wikidata.org/wiki/Q9418","display_name":"Psychology","level":0,"score":0.3887999951839447},{"id":"https://openalex.org/C71924100","wikidata":"https://www.wikidata.org/wiki/Q11190","display_name":"Medicine","level":0,"score":0.38690000772476196},{"id":"https://openalex.org/C133462117","wikidata":"https://www.wikidata.org/wiki/Q4929239","display_name":"Data collection","level":2,"score":0.38440001010894775},{"id":"https://openalex.org/C3018822202","wikidata":"https://www.wikidata.org/wiki/Q1324077","display_name":"Patient data","level":2,"score":0.3652999997138977},{"id":"https://openalex.org/C75630572","wikidata":"https://www.wikidata.org/wiki/Q538904","display_name":"Applied psychology","level":1,"score":0.3398999869823456},{"id":"https://openalex.org/C9357733","wikidata":"https://www.wikidata.org/wiki/Q6878417","display_name":"Missing data","level":2,"score":0.3287999927997589},{"id":"https://openalex.org/C2781202465","wikidata":"https://www.wikidata.org/wiki/Q18346297","display_name":"Lexical diversity","level":3,"score":0.3181999921798706},{"id":"https://openalex.org/C3017977704","wikidata":"https://www.wikidata.org/wiki/Q18745135","display_name":"Health data","level":3,"score":0.3163999915122986},{"id":"https://openalex.org/C154945302","wikidata":"https://www.wikidata.org/wiki/Q11660","display_name":"Artificial intelligence","level":1,"score":0.3158999979496002},{"id":"https://openalex.org/C2522767166","wikidata":"https://www.wikidata.org/wiki/Q2374463","display_name":"Data science","level":1,"score":0.3138999938964844},{"id":"https://openalex.org/C3019952477","wikidata":"https://www.wikidata.org/wiki/Q1324077","display_name":"Health records","level":3,"score":0.29589998722076416},{"id":"https://openalex.org/C204321447","wikidata":"https://www.wikidata.org/wiki/Q30642","display_name":"Natural language processing","level":1,"score":0.289000004529953},{"id":"https://openalex.org/C119857082","wikidata":"https://www.wikidata.org/wiki/Q2539","display_name":"Machine learning","level":1,"score":0.2831000089645386},{"id":"https://openalex.org/C509550671","wikidata":"https://www.wikidata.org/wiki/Q126945","display_name":"Medical education","level":1,"score":0.28110000491142273},{"id":"https://openalex.org/C173801870","wikidata":"https://www.wikidata.org/wiki/Q201413","display_name":"Heuristic","level":2,"score":0.27549999952316284},{"id":"https://openalex.org/C175202939","wikidata":"https://www.wikidata.org/wiki/Q2892912","display_name":"Self-disclosure","level":2,"score":0.266400009393692},{"id":"https://openalex.org/C138816342","wikidata":"https://www.wikidata.org/wiki/Q189603","display_name":"Public health","level":2,"score":0.25929999351501465},{"id":"https://openalex.org/C2982912361","wikidata":"https://www.wikidata.org/wiki/Q1851867","display_name":"Mental model","level":2,"score":0.25920000672340393},{"id":"https://openalex.org/C70410870","wikidata":"https://www.wikidata.org/wiki/Q199906","display_name":"Clinical psychology","level":1,"score":0.2581999897956848},{"id":"https://openalex.org/C118552586","wikidata":"https://www.wikidata.org/wiki/Q7867","display_name":"Psychiatry","level":1,"score":0.2540000081062317}],"mesh":[],"locations_count":5,"locations":[{"id":"doi:10.3389/fdgth.2025.1625444","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fdgth.2025.1625444","pdf_url":"https://www.frontiersin.org/journals/digital-health/articles/10.3389/fdgth.2025.1625444/pdf","source":{"id":"https://openalex.org/S4210170686","display_name":"Frontiers in Digital Health","issn_l":"2673-253X","issn":["2673-253X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Digital Health","raw_type":"journal-article"},{"id":"pmid:41019286","is_oa":false,"landing_page_url":"https://pubmed.ncbi.nlm.nih.gov/41019286","pdf_url":null,"source":{"id":"https://openalex.org/S4306525036","display_name":"PubMed","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":null,"license_id":null,"version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in digital health","raw_type":null},{"id":"pmh:oai:doaj.org/article:603783df39994a128bf87ecfdf6ef2cc","is_oa":true,"landing_page_url":"https://doaj.org/article/603783df39994a128bf87ecfdf6ef2cc","pdf_url":null,"source":{"id":"https://openalex.org/S112646816","display_name":"SHILAP Revista de lepidopterolog\u00eda","issn_l":"0300-5267","issn":["0300-5267","2340-4078"],"is_oa":true,"is_in_doaj":true,"is_core":false,"host_organization":null,"host_organization_name":null,"host_organization_lineage":[],"host_organization_lineage_names":[],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Frontiers in Digital Health, Vol 7 (2025)","raw_type":"article"},{"id":"pmh:oai:europepmc.org:11268997","is_oa":true,"landing_page_url":"https://www.ncbi.nlm.nih.gov/pmc/articles/12460306","pdf_url":null,"source":{"id":"https://openalex.org/S4306400806","display_name":"Europe PMC (PubMed Central)","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1303153112","host_organization_name":"European Bioinformatics Institute","host_organization_lineage":["https://openalex.org/I1303153112"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":null,"raw_type":"Text"},{"id":"pmh:oai:pubmedcentral.nih.gov:12460306","is_oa":true,"landing_page_url":"https://pmc.ncbi.nlm.nih.gov/articles/PMC12460306/","pdf_url":null,"source":{"id":"https://openalex.org/S2764455111","display_name":"PubMed Central","issn_l":null,"issn":null,"is_oa":false,"is_in_doaj":false,"is_core":false,"host_organization":"https://openalex.org/I1299303238","host_organization_name":"National Institutes of Health","host_organization_lineage":["https://openalex.org/I1299303238"],"host_organization_lineage_names":[],"type":"repository"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"submittedVersion","is_accepted":false,"is_published":false,"raw_source_name":"Front Digit Health","raw_type":"Text"}],"best_oa_location":{"id":"doi:10.3389/fdgth.2025.1625444","is_oa":true,"landing_page_url":"https://doi.org/10.3389/fdgth.2025.1625444","pdf_url":"https://www.frontiersin.org/journals/digital-health/articles/10.3389/fdgth.2025.1625444/pdf","source":{"id":"https://openalex.org/S4210170686","display_name":"Frontiers in Digital Health","issn_l":"2673-253X","issn":["2673-253X"],"is_oa":true,"is_in_doaj":true,"is_core":true,"host_organization":"https://openalex.org/P4310320527","host_organization_name":"Frontiers Media","host_organization_lineage":["https://openalex.org/P4310320527"],"host_organization_lineage_names":["Frontiers Media"],"type":"journal"},"license":"cc-by","license_id":"https://openalex.org/licenses/cc-by","version":"publishedVersion","is_accepted":true,"is_published":true,"raw_source_name":"Frontiers in Digital Health","raw_type":"journal-article"},"sustainable_development_goals":[],"awards":[{"id":"https://openalex.org/G1005380813","display_name":null,"funder_award_id":"GPIN-2022-03723","funder_id":"https://openalex.org/F4320334593","funder_display_name":"Natural Sciences and Engineering Research Council of Canada"},{"id":"https://openalex.org/G1382676233","display_name":null,"funder_award_id":"180631","funder_id":"https://openalex.org/F4320334506","funder_display_name":"Canadian Institutes of Health Research"},{"id":"https://openalex.org/G1896167975","display_name":null,"funder_award_id":"88051","funder_id":"https://openalex.org/F4320334593","funder_display_name":"Natural Sciences and Engineering Research Council of Canada"},{"id":"https://openalex.org/G2165548363","display_name":null,"funder_award_id":"Canada","funder_id":"https://openalex.org/F4320334593","funder_display_name":"Natural Sciences and Engineering Research Council of Canada"},{"id":"https://openalex.org/G3969565085","display_name":null,"funder_award_id":"Foundation","funder_id":"https://openalex.org/F4320334506","funder_display_name":"Canadian Institutes of Health Research"},{"id":"https://openalex.org/G40759653","display_name":null,"funder_award_id":"2022-03723","funder_id":"https://openalex.org/F4320334593","funder_display_name":"Natural Sciences and Engineering Research Council of Canada"},{"id":"https://openalex.org/G4389354971","display_name":null,"funder_award_id":"Research","funder_id":"https://openalex.org/F4320334506","funder_display_name":"Canadian Institutes of Health Research"},{"id":"https://openalex.org/G4515207065","display_name":null,"funder_award_id":"Grant","funder_id":"https://openalex.org/F4320334506","funder_display_name":"Canadian Institutes of Health Research"},{"id":"https://openalex.org/G530599031","display_name":null,"funder_award_id":"PJT-180631","funder_id":"https://openalex.org/F4320334506","funder_display_name":"Canadian Institutes of Health Research"},{"id":"https://openalex.org/G6282788884","display_name":null,"funder_award_id":"Canadian Institutes of Health","funder_id":"https://openalex.org/F4320334506","funder_display_name":"Canadian Institutes of Health Research"},{"id":"https://openalex.org/G6772884829","display_name":null,"funder_award_id":"PJT-1806","funder_id":"https://openalex.org/F4320334506","funder_display_name":"Canadian Institutes of Health Research"},{"id":"https://openalex.org/G727862659","display_name":null,"funder_award_id":"Canadian Institutes of Health Research (CIHR)","funder_id":"https://openalex.org/F4320334506","funder_display_name":"Canadian Institutes of Health Research"},{"id":"https://openalex.org/G8021751995","display_name":null,"funder_award_id":"FDN-143209","funder_id":"https://openalex.org/F4320334506","funder_display_name":"Canadian Institutes of Health Research"},{"id":"https://openalex.org/G8092197548","display_name":"Prevention of the inflammatory process that follows CPB with inhaled nitiric oxide","funder_award_id":"42880_1","funder_id":"https://openalex.org/F4320334506","funder_display_name":"Canadian Institutes of Health Research"},{"id":"https://openalex.org/G8284766523","display_name":null,"funder_award_id":"(NSERC)","funder_id":"https://openalex.org/F4320334593","funder_display_name":"Natural Sciences and Engineering Research Council of Canada"}],"funders":[{"id":"https://openalex.org/F4320309480","display_name":"Nvidia","ror":"https://ror.org/03jdj4y14"},{"id":"https://openalex.org/F4320310693","display_name":"Deutsches Krebsforschungszentrum","ror":"https://ror.org/04cdgtt98"},{"id":"https://openalex.org/F4320334506","display_name":"Canadian Institutes of Health Research","ror":"https://ror.org/01gavpb45"},{"id":"https://openalex.org/F4320334593","display_name":"Natural Sciences and Engineering Research Council of Canada","ror":"https://ror.org/01h531d29"}],"has_content":{"pdf":true,"grobid_xml":true},"content_urls":{"pdf":"https://content.openalex.org/works/W4414137493.pdf","grobid_xml":"https://content.openalex.org/works/W4414137493.grobid-xml"},"referenced_works_count":35,"referenced_works":["https://openalex.org/W2083384763","https://openalex.org/W2322983841","https://openalex.org/W2396881363","https://openalex.org/W2614805022","https://openalex.org/W2792713421","https://openalex.org/W2924196385","https://openalex.org/W2937845937","https://openalex.org/W2938704169","https://openalex.org/W2963206148","https://openalex.org/W2963693643","https://openalex.org/W2972136544","https://openalex.org/W3022574011","https://openalex.org/W3042578835","https://openalex.org/W4220882633","https://openalex.org/W4225261121","https://openalex.org/W4292779060","https://openalex.org/W4293497150","https://openalex.org/W4313644512","https://openalex.org/W4317757464","https://openalex.org/W4377009978","https://openalex.org/W4378464713","https://openalex.org/W4384071683","https://openalex.org/W4385227045","https://openalex.org/W4387457231","https://openalex.org/W4390708709","https://openalex.org/W4392361520","https://openalex.org/W4393119065","https://openalex.org/W4400438459","https://openalex.org/W4401386758","https://openalex.org/W4402193006","https://openalex.org/W4403063382","https://openalex.org/W4403063608","https://openalex.org/W4403619423","https://openalex.org/W4405492391","https://openalex.org/W4409283601"],"related_works":["https://openalex.org/W4391375266","https://openalex.org/W2748952813","https://openalex.org/W2931662336","https://openalex.org/W4220667126","https://openalex.org/W2077865380","https://openalex.org/W3006817050","https://openalex.org/W4401768695","https://openalex.org/W2765597752","https://openalex.org/W2134894512","https://openalex.org/W2083375246"],"abstract_inverted_index":{"Developing":[0],"high-quality":[1],"training":[2],"data":[3,156,202],"is":[4,125,176],"essential":[5],"for":[6,96,113,185,208],"tailoring":[7],"large":[8],"language":[9],"models":[10,67],"(LLMs)":[11],"to":[12,42,83,106,122,163],"specialized":[13],"applications":[14],"like":[15],"mental":[16,254],"health.":[17],"To":[18],"address":[19],"privacy":[20],"and":[21,34,60,94,99,179,203,216,249],"legal":[22],"constraints":[23],"associated":[24],"with":[25,79,132,160,236],"real":[26],"patient":[27,33,44,98,127,174,193,210,234],"data,":[28],"we":[29,212],"designed":[30],"a":[31,75,117,133,147,182],"synthetic":[32,242],"interview":[35,71,100],"generation":[36,128,235],"framework":[37,240],"that":[38,172,244],"can":[39],"be":[40],"tailored":[41],"regional":[43],"demographics.":[45],"This":[46,168],"system":[47],"employs":[48],"two":[49],"locally":[50,134],"run":[51,135],"instances":[52],"of":[53,92,116,191,222,251],"Llama":[54,136],"3.3:70B:":[55],"one":[56],"as":[57,63,110],"the":[58,61,64,97,111,126,140,144,209,239,247],"interviewer":[59],"other":[62],"patient.":[65],"These":[66],"produce":[68],"contextually":[69],"rich":[70],"transcripts,":[72],"structured":[73],"by":[74],"customizable":[76],"question":[77,142],"bank,":[78,143],"lexical":[80],"diversity":[81],"similar":[82],"normal":[84],"human":[85],"conversation.":[86],"We":[87],"calculate":[88],"median":[89],"Distinct-1":[90,220],"scores":[91],"0.44":[93],"0.33":[95],"assistant":[101],"model":[102,145],"outputs":[103],"respectively":[104],"compared":[105],"0.50":[107],"\u00b1":[108],"0.11":[109],"average":[112,219],"10,000":[114],"episodes":[115],"radio":[118],"program":[119],"dialog.":[120],"Central":[121],"this":[123],"approach":[124],"process,":[129],"which":[130],"begins":[131],"3.3:70B":[137],"model.":[138],"Given":[139],"full":[141],"generates":[146],"detailed":[148,233],"profile":[149,175],"template,":[150],"combining":[151],"predefined":[152],"variables":[153],"(e.g.,":[154],"demographic":[155],"or":[157],"specific":[158],"conditions)":[159],"LLM-generated":[161],"content":[162],"fill":[164],"in":[165,253],"contextual":[166],"details.":[167],"hybrid":[169],"method":[170],"ensures":[171],"each":[173],"both":[177],"diverse":[178,228],"realistic,":[180],"providing":[181],"strong":[183],"foundation":[184],"generating":[186],"dynamic":[187,237],"interactions.":[188],"Demographic":[189],"distributions":[190],"generated":[192],"profiles":[194,211],"were":[195],"not":[196],"significantly":[197],"different":[198],"from":[199],"real-world":[200],"population":[201],"exhibited":[204],"expected":[205],"variability.":[206],"Additionally,":[207],"assessed":[213],"LLM":[214],"metrics":[215],"found":[217],"an":[218],"score":[221],"0.8":[223],"(max":[224],"=":[225],"1)":[226],"indicating":[227],"word":[229],"usage.":[230],"By":[231],"integrating":[232],"interviewing,":[238],"produces":[241],"datasets":[243],"may":[245],"aid":[246],"adoption":[248],"deployment":[250],"LLMs":[252],"health":[255],"settings.":[256]},"counts_by_year":[{"year":2026,"cited_by_count":1}],"updated_date":"2026-03-20T23:20:44.827607","created_date":"2025-10-10T00:00:00"}