{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,8,15]],"date-time":"2025-08-15T01:03:44Z","timestamp":1755219824290,"version":"3.43.0"},"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>The increasing documentation workload in medical practice, particularly for clinical notes, has driven the development of AI-driven solutions. This study introduces an AI Doctor Assistant (DA) that generates drafts of outpatient progress notes. The DA focuses on two main tasks: generating the operation summary section and the clinical findings section of progress notes. Using datasets from four medical specialties, this study compares the performance of individually fine-tuned models for each professor with a general model trained on data from all professors. Experimental results comparing individual and general models revealed that the general model\u2019s performance varied depending on the task type. These findings underline the AI DA\u2019s potential to reduce documentation burdens and improve generalized ability across diverse clinical scenarios.<\/jats:p>","DOI":"10.3233\/shti250925","type":"book-chapter","created":{"date-parts":[[2025,8,7]],"date-time":"2025-08-07T11:35:23Z","timestamp":1754566523000},"source":"Crossref","is-referenced-by-count":0,"title":["Generating Outpatient Progress Notes: A Comparison of Individualized and Generalized Models"],"prefix":"10.3233","author":[{"ORCID":"https:\/\/orcid.org\/0009-0009-0912-9031","authenticated-orcid":false,"given":"Jinsig","family":"Yoo","sequence":"first","affiliation":[{"name":"Interdisciplinary Program for Bioengineering, Graduate School, Seoul National University"},{"name":"Integrated Major in Innovative Medical Science, Graduate School, Seoul National University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-0923-8491","authenticated-orcid":false,"given":"Hyeryun","family":"Park","sequence":"additional","affiliation":[{"name":"Interdisciplinary Program for Bioengineering, Graduate School, Seoul National University"},{"name":"Integrated Major in Innovative Medical Science, Graduate School, Seoul National University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0009-0002-4238-4017","authenticated-orcid":false,"given":"Somin","family":"Song","sequence":"additional","affiliation":[{"name":"Medical Research Center, Institute of Medical and Biological Engineering, Seoul National University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-3253-3173","authenticated-orcid":false,"given":"Jiyeon","family":"Dang","sequence":"additional","affiliation":[{"name":"Medical Research Center, Institute of Medical and Biological Engineering, Seoul National University"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9424-9944","authenticated-orcid":false,"given":"Jinwook","family":"Choi","sequence":"additional","affiliation":[{"name":"Integrated Major in Innovative Medical Science, Graduate School, Seoul National University"},{"name":"Medical Research Center, Institute of Medical and Biological Engineering, Seoul National University"},{"name":"Department of Biomedical Engineering, College of Medicine, Seoul National University"}],"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\/SHTI250925","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,8,7]],"date-time":"2025-08-07T11:35:24Z","timestamp":1754566524000},"score":1,"resource":{"primary":{"URL":"https:\/\/ebooks.iospress.nl\/doi\/10.3233\/SHTI250925"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,8,7]]},"ISBN":["9781643686080"],"references-count":0,"URL":"https:\/\/doi.org\/10.3233\/shti250925","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]]}}}