{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,6,25]],"date-time":"2026-06-25T20:46:04Z","timestamp":1782420364681,"version":"3.54.5"},"reference-count":45,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2026,1,1]],"date-time":"2026-01-01T00:00:00Z","timestamp":1767225600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by\/4.0\/legalcode"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2026]]},"DOI":"10.1109\/access.2026.3704838","type":"journal-article","created":{"date-parts":[[2026,6,17]],"date-time":"2026-06-17T19:39:49Z","timestamp":1781725189000},"page":"93913-93934","source":"Crossref","is-referenced-by-count":0,"title":["MedFusion-Agent: A Multi-Agent Framework for Conflict-Aware Clinical Pharmacotherapy Planning in Multimorbidity"],"prefix":"10.1109","volume":"14","author":[{"ORCID":"https:\/\/orcid.org\/0000-0001-6490-9545","authenticated-orcid":false,"given":"Yang-Yen","family":"Ou","sequence":"first","affiliation":[{"name":"Department of Electrical Engineering, National Cheng Kung University, Tainan, Taiwan"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0004-3204-0637","authenticated-orcid":false,"given":"Ching-Yuan","family":"Chen","sequence":"additional","affiliation":[{"name":"Department of Electrical Engineering, National Cheng Kung University, Tainan, Taiwan"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"ORCID":"https:\/\/orcid.org\/0009-0000-2816-2480","authenticated-orcid":false,"given":"Jhing-Fa","family":"Wang","sequence":"additional","affiliation":[{"name":"Department of Electrical Engineering, National Cheng Kung University, Tainan, Taiwan"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1053\/j.semnuclmed.2018.11.001"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1136\/bmj.l6964"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1016\/s2666-7568(24)00007-2"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1093\/ageing\/afs100"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1159\/000502270"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1186\/s12875-024-02586-z"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1111\/joim.12842"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.2196\/63339"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.7759\/cureus.77758"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1038\/s41586-023-06291-2"},{"key":"ref11","article-title":"ClinicalGPT: Large language models finetuned with diverse medical data and comprehensive evaluation","author":"Wang","year":"2023","journal-title":"arXiv:2306.09968"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2023.findings-emnlp.725"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v38i17.29907"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1038\/s41746-025-01565-7"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1016\/s2589-7500(24)00246-2"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1038\/s41591-025-03726-3"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2024.emnlp-main.759"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1162\/tacl_a_00638"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.3389\/fphar.2025.1514445"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1145\/3696410.3714877"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2025.103743"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1038\/s41746-025-01550-0"},{"key":"ref23","first-page":"10183","article-title":"AI hospital: Benchmarking large language models in a multi-agent medical interaction simulator","volume-title":"Proc. 31st Int. Conf. Comput. Linguist. (COLING)","author":"Fan"},{"key":"ref24","article-title":"Multi-LLM collaboration for medication recommendation","author":"Sanchez","year":"2025","journal-title":"arXiv:2512.05066"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1016\/j.artmed.2017.03.012"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.65109\/afuw4269"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1002\/lrh2.10391"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1016\/j.compbiomed.2022.105381"},{"key":"ref29","first-page":"3512","article-title":"RETAIN: An interpretable predictive model for healthcare using reverse time attention mechanism","volume-title":"Proc. Int. Conf. Neural Inf. Process. Syst.","author":"Choi"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v33i01.33011126"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.24963\/ijcai.2021\/514"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.3390\/electronics14040760"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1145\/3485447.3511936"},{"key":"ref34","article-title":"Large language model distilling medication recommendation model","author":"Liu","year":"2024","journal-title":"arXiv:2402.02803"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1145\/3627673.3679529"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2024.knowllm-1.6"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.52202\/079017-2522"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2025.findings-acl.1298"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1109\/access.2025.3613340"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1126\/scitranslmed.3003377"},{"key":"ref41","article-title":"MIMIC-IV","author":"Johnson","year":"2022"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1093\/jamia\/ocx079"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1002\/psp4.12998"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.2196\/79307"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.2196\/65454"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/6287639\/11323511\/11569475.pdf?arnumber=11569475","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2026,6,25]],"date-time":"2026-06-25T19:46:08Z","timestamp":1782416768000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11569475\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2026]]},"references-count":45,"URL":"https:\/\/doi.org\/10.1109\/access.2026.3704838","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2026]]}}}