{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,11]],"date-time":"2026-02-11T21:38:49Z","timestamp":1770845929842,"version":"3.50.1"},"reference-count":22,"publisher":"IEEE","license":[{"start":{"date-parts":[[2025,12,15]],"date-time":"2025-12-15T00:00:00Z","timestamp":1765756800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2025,12,15]],"date-time":"2025-12-15T00:00:00Z","timestamp":1765756800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2025,12,15]]},"DOI":"10.1109\/bibm66473.2025.11357237","type":"proceedings-article","created":{"date-parts":[[2026,1,29]],"date-time":"2026-01-29T21:19:40Z","timestamp":1769721580000},"page":"2012-2017","source":"Crossref","is-referenced-by-count":0,"title":["Re-Thinking the Nature of Planning for Safe and Personalized Treatment Management Planning Using Large Language Models"],"prefix":"10.1109","author":[{"given":"Muhammad","family":"Ayoub","sequence":"first","affiliation":[{"name":"AGI Institute, School of Computer Science Shanghai Jiaotong University,Shanghai,China"}]},{"given":"Hai","family":"Zhao","sequence":"additional","affiliation":[{"name":"AGI Institute, School of Computer Science Shanghai Jiaotong University,Shanghai,China"}]},{"given":"Dongjie","family":"Yang","sequence":"additional","affiliation":[{"name":"AGI Institute, School of Computer Science Shanghai Jiaotong University,Shanghai,China"}]},{"given":"Hongming","family":"Shan","sequence":"additional","affiliation":[{"name":"Institute of Science and Technology for Brain-inspired Intelligence Fudan University,Shanghai,China"}]},{"given":"Yifei","family":"Yang","sequence":"additional","affiliation":[{"name":"AGI Institute, School of Computer Science Shanghai Jiaotong University,Shanghai,China"}]},{"given":"Lifeng","family":"Li","sequence":"additional","affiliation":[{"name":"The First Affiliated Hospital of Nanchang University,Department of Radiology,Nanchang,China"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1038\/s41591-024-03416-6"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1109\/ICEI64305.2024.10912362"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1016\/B978-0-443-13963-5.00012-1"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1109\/TMECH.2024.3452509"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1109\/TAI.2025.3564594"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1145\/3726302.3730009"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1002\/9781119341154.ch3"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1056\/NEJM199805213382106"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1016\/j.pec.2021.07.028"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1038\/ncomms5212"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/TCSS.2025.3556397"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/iros58592.2024.10802322"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1016\/j.patter.2023.100726"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1111\/1468-0009.12374"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2021.3130759"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2021.3114582"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1056\/NEJMsa053910"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1002\/leap.1404"},{"key":"ref19","volume-title":"Medical reasoning dataset","year":"2024"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1109\/IROS58592.2024.10801817"},{"key":"ref21","first-page":"8634","article-title":"Reflex-ion: Language agents with verbal reinforcement learning","volume":"36","author":"Shinn","year":"2023","journal-title":"Advances in Neural Information Processing Systems"},{"key":"ref22","article-title":"React: Synergizing reasoning and acting in language models","volume-title":"International Conference on Learning Representations (ICLR)","author":"Yao","year":"2023"}],"event":{"name":"2025 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","location":"Wuhan, China","start":{"date-parts":[[2025,12,15]]},"end":{"date-parts":[[2025,12,18]]}},"container-title":["2025 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/11355913\/11355975\/11357237.pdf?arnumber=11357237","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,2,11]],"date-time":"2026-02-11T20:52:06Z","timestamp":1770843126000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11357237\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,12,15]]},"references-count":22,"URL":"https:\/\/doi.org\/10.1109\/bibm66473.2025.11357237","relation":{},"subject":[],"published":{"date-parts":[[2025,12,15]]}}}