{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,7,21]],"date-time":"2026-07-21T18:34:35Z","timestamp":1784658875106,"version":"3.55.0"},"reference-count":43,"publisher":"Tsinghua University Press","issue":"4","funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["U24A20256"],"award-info":[{"award-number":["U24A20256"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["Big Data Min. Anal."],"published-print":{"date-parts":[[2025,8]]},"DOI":"10.26599\/bdma.2024.9020099","type":"journal-article","created":{"date-parts":[[2025,5,12]],"date-time":"2025-05-12T17:46:07Z","timestamp":1747071967000},"page":"933-950","source":"Crossref","is-referenced-by-count":8,"title":["Multimodal Representation Learning Based on Personalized Graph-Based Fusion for Mortality Prediction Using Electronic Medical Records"],"prefix":"10.26599","volume":"8","author":[{"given":"Abdulrahman","family":"Al-Dailami","sequence":"first","affiliation":[{"name":"School of Computer Science and Engineering, Central South University,Hunan Provincial Key Lab on Bioinformatics,Changsha,China,410083"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Hulin","family":"Kuang","sequence":"additional","affiliation":[{"name":"School of Computer Science and Engineering, Central South University,Hunan Provincial Key Lab on Bioinformatics,Changsha,China,410083"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jianxin","family":"Wang","sequence":"additional","affiliation":[{"name":"School of Computer Science and Engineering, Central South University,Hunan Provincial Key Lab on Bioinformatics,Changsha,China,410083"}],"role":[{"vocabulary":"crossref","role":"author"}]}],"member":"11138","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1097\/00003246-198108000-00008"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1097\/00003246-198608000-00028"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1016\/j.jcrc.2013.07.058"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2021.findings-acl.352"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1016\/j.compbiomed.2022.106278"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-019-48263-5"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1183\/20734735.018016"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/D19-1678"},{"key":"ref9","first-page":"719","article-title":"A multimodal transformer: Fusing clinical notes with structured EHR data for interpretable in-hospital mortality prediction","volume-title":"Proc. AMIA Annu. Symp.","author":"Lyu"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbi.2023.104466"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1109\/TNNLS.2024.3371592"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2024.102224"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1038\/s41597-019-0103-9"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1145\/3450439.3451860"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbi.2018.04.007"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbi.2018.06.016"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1609\/aaai.v34i01.5428"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1109\/BIBM55620.2022.9994881"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2023.102207"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.10011\/jama.2013.393"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2017.2767063"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/ISDFS58141.2023.10131726"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2022.3189404"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0192360"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2020.2984931"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1016\/j.inffus.2023.102040"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbi.2020.103489"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2021.emnlp-main.329"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/w19-1909"},{"key":"ref30","first-page":"41300","article-title":"Improving medical predictions by irregular multimodal electronic health records modeling","volume-title":"Proc. 40th Int. Conf. Machine Learning","author":"Zhang"},{"key":"ref31","volume-title":"Multi-time attention networks for irregularly sampled time series","author":"Shukla","year":"2021"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1007\/s11227-024-05908-1"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1145\/3534678.3539388"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/78.650093"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.3115\/v1\/W14-4012"},{"key":"ref36","volume-title":"ClinicalBERT: Modeling clinical notes and predicting hospital readmission","author":"Huang","year":"2020"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1093\/bioinformatics\/btz682"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1002\/ana.10219"},{"key":"ref39","volume-title":"Graph attention networks","author":"Veli\u010dkovi\u0107","year":"2018"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1038\/sdata.2016.35"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/2020.acl-main.214"},{"key":"ref42","first-page":"245","article-title":"Predicting in-hospital mortality of ICU patients: The PhysioNet\/computing in cardiology challenge 2012","volume-title":"Proc. 2012 Computing in Cardiology","author":"Silva"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/D17-1115"}],"container-title":["Big Data Mining and Analytics"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/8254253\/11002434\/11002447.pdf?arnumber=11002447","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,5,13]],"date-time":"2025-05-13T06:16:47Z","timestamp":1747117007000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/11002447\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2025,8]]},"references-count":43,"journal-issue":{"issue":"4"},"URL":"https:\/\/doi.org\/10.26599\/bdma.2024.9020099","relation":{},"ISSN":["2096-0654","2097-406X"],"issn-type":[{"value":"2096-0654","type":"print"},{"value":"2097-406X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2025,8]]}}}