{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,4,21]],"date-time":"2026-04-21T03:21:08Z","timestamp":1776741668459,"version":"3.51.2"},"reference-count":0,"publisher":"IOS Press","isbn-type":[{"value":"9781643686080","type":"electronic"}],"license":[{"start":{"date-parts":[[2025,8,7]],"date-time":"2025-08-07T00:00:00Z","timestamp":1754524800000},"content-version":"unspecified","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,8,7]]},"abstract":"<jats:p>Standardized patients (SPs) are vital for clinical training but resource-intensive. We developed a systematic approach for generating SP cases using GPT-4o and validated 12 cases across three chief complaints. Expert validation showed good clinical authenticity (information flow: 3.7\u00b10.5, realism: 3.4\u00b10.8) and accuracy (3.4\u00b10.5). Medical students (n=15) rated virtual patient interactions positively (appropriateness: 7.9\/10, accuracy: 7.5\/10). Results suggest LLM-generated SP cases offer viable educational tools complementing traditional SP programs.<\/jats:p>","DOI":"10.3233\/shti251254","type":"book-chapter","created":{"date-parts":[[2025,8,7]],"date-time":"2025-08-07T11:46:12Z","timestamp":1754567172000},"source":"Crossref","is-referenced-by-count":2,"title":["LLM-Based Clinical History Taking System: A Persona-Driven Approach"],"prefix":"10.3233","author":[{"given":"Dasol","family":"Choi","sequence":"first","affiliation":[{"name":"Yonsei University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Yujoon","family":"Jung","sequence":"additional","affiliation":[{"name":"Chung-Ang University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Joonyoung","family":"Kim","sequence":"additional","affiliation":[{"name":"Hanyang University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Namkee","family":"Oh","sequence":"additional","affiliation":[{"name":"Department of Surgery, Samsung Medical Center, Sungkyunkwan University School of Medicine"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Herin","family":"Oh","sequence":"additional","affiliation":[{"name":"Chung-Ang University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Seunghyup","family":"Lee","sequence":"additional","affiliation":[{"name":"Hallym University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Junhyuk","family":"Seo","sequence":"additional","affiliation":[{"name":"SAIHST, Sungkyunkwan University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Taerim","family":"Kim","sequence":"additional","affiliation":[{"name":"SAIHST, Sungkyunkwan University"},{"name":"Department of Emergency Medicine, Samsung Medical Center, Sungkyunkwan University School of Medicine"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"7437","container-title":["Studies in Health Technology and Informatics","MEDINFO 2025 \u2014 Healthcare Smart \u00d7 Medicine Deep"],"original-title":[],"link":[{"URL":"https:\/\/ebooks.iospress.nl\/pdf\/doi\/10.3233\/SHTI251254","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,8,7]],"date-time":"2025-08-07T11:46:12Z","timestamp":1754567172000},"score":1,"resource":{"primary":{"URL":"https:\/\/ebooks.iospress.nl\/doi\/10.3233\/SHTI251254"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,8,7]]},"ISBN":["9781643686080"],"references-count":0,"URL":"https:\/\/doi.org\/10.3233\/shti251254","relation":{},"ISSN":["0926-9630","1879-8365"],"issn-type":[{"value":"0926-9630","type":"print"},{"value":"1879-8365","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,8,7]]}}}