{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,11]],"date-time":"2026-03-11T16:42:08Z","timestamp":1773247328772,"version":"3.50.1"},"reference-count":97,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2024,1,1]],"date-time":"2024-01-01T00:00:00Z","timestamp":1704067200000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/creativecommons.org\/licenses\/by-nc-nd\/4.0\/"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2024]]},"DOI":"10.1109\/access.2024.3447759","type":"journal-article","created":{"date-parts":[[2024,8,23]],"date-time":"2024-08-23T17:58:23Z","timestamp":1724435903000},"page":"117176-117202","source":"Crossref","is-referenced-by-count":12,"title":["Explainable Deep Contrastive Federated Learning System for Early Prediction of Clinical Status in Intensive Care Unit"],"prefix":"10.1109","volume":"12","author":[{"ORCID":"https:\/\/orcid.org\/0000-0003-1888-0117","authenticated-orcid":false,"given":"Trong-Nghia","family":"Nguyen","sequence":"first","affiliation":[{"name":"Department of Artificial Intelligence Convergence, Chonnam National University, Gwangju, South Korea"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3024-5060","authenticated-orcid":false,"given":"Hyung-Jeong","family":"Yang","sequence":"additional","affiliation":[{"name":"Department of Artificial Intelligence Convergence, Chonnam National University, Gwangju, South Korea"}]},{"given":"Bo-Gun","family":"Kho","sequence":"additional","affiliation":[{"name":"Pulmonology and Critical Care Medicine, Chonnam National University Hospital, Gwangju, South Korea"}]},{"given":"Sae-Ryung","family":"Kang","sequence":"additional","affiliation":[{"name":"Department of Nuclear Medicine, Chonnam National University Hwasun Hospital and Medical School, Hwasun-gun, South Korea"}]},{"ORCID":"https:\/\/orcid.org\/0000-0003-3575-5035","authenticated-orcid":false,"given":"Soo-Hyung","family":"Kim","sequence":"additional","affiliation":[{"name":"Department of Artificial Intelligence Convergence, Chonnam National University, Gwangju, South Korea"}]}],"member":"263","reference":[{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1186\/s13613-023-01159-0"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1001\/jama.2020.6775"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1186\/s13054-020-03006-1"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1097\/CCM.0000000000005185"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1056\/NEJM196803142781105"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1136\/amiajnl-2010-000018"},{"issue":"5","key":"ref7","first-page":"592","article-title":"Clinical risk assessment in intensive care unit","volume":"4","author":"Asefzadeh","year":"2013","journal-title":"Int. J. Preventive Med."},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1109\/MSPEC.2018.8482421"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1016\/j.eij.2020.07.003"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-642-37949-9_48"},{"key":"ref11","first-page":"21","article-title":"Data quality dimensions for information systems security: A theoretical exposition","volume-title":"Proc. Secur. Manage., Integrity, Internal Control Inf. Syst.","author":"Tejay"},{"key":"ref12","doi-asserted-by":"publisher","DOI":"10.1109\/ICOT.2016.8278970"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1016\/j.procs.2019.04.127"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-58280-1_6"},{"key":"ref15","first-page":"1","article-title":"Perceptions and challenges of EHR clinical data quality","volume-title":"Proc. ACIS","author":"Downey"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1109\/WICT.2014.7077311"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1097\/CCM.0000000000002943"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.3389\/fmed.2021.607952"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1016\/j.compind.2018.01.017"},{"key":"ref20","first-page":"994","article-title":"Real-time mortality prediction in the intensive care unit","volume-title":"Proc. AMIA Annu. Symp.","author":"Johnson"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1016\/S2213-2600(18)30412-0"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1016\/j.ccc.2023.02.001"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1097\/AIA.0000000000000221"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1186\/s40537-019-0192-5"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1111\/jgh.15384"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-15-0947-6_31"},{"key":"ref27","first-page":"1273","article-title":"Communication-efficient learning of deep networks from decentralized data","volume-title":"Proc. 20th Int. Conf. Artif. Intell. Statist.","volume":"54","author":"McMahan"},{"key":"ref28","first-page":"18661","article-title":"Supervised contrastive learning","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","author":"Khosla"},{"key":"ref29","first-page":"3319","article-title":"Axiomatic attribution for deep networks","volume-title":"Proc. Int. Conf. Mach. Learn.","author":"Sundararajan"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1001\/archinternmed.2009.424"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1007\/s00134-007-0532-3"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1097\/DCC.0000000000000004"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1513\/AnnalsATS.201403-102OC"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1056\/NEJMra0910926"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1111\/j.1399-6576.2008.01586.x"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1016\/S0140-6736(89)90381-4"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1097\/00003246-198912001-00009"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1111\/j.1365-2796.2004.01321.x"},{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1016\/0735-6757(87)90350-0"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1046\/j.1365-2044.2003.03258.x"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1308\/003588406x130615"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1016\/j.jcrc.2017.09.008"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.1161\/JAHA.118.008678"},{"key":"ref44","doi-asserted-by":"publisher","DOI":"10.1093\/jamia\/ocz205"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.48550\/ARXIV.1706.03762"},{"key":"ref46","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2019.2937803"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1037\/0033-295X.101.4.547"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2023.3257406"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-63076-8_18"},{"key":"ref50","first-page":"429","article-title":"Federated optimization in heterogeneous networks","volume-title":"Proc. 3rd Mach. Learn. Syst. Conf.","volume":"2","author":"Li"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2023.3241488"},{"key":"ref52","first-page":"21394","article-title":"Personalized federated learning with Moreau envelopes","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","author":"Dinh"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1007\/978-981-99-7254-8_37"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1109\/CBMS55023.2022.00013"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.5555\/3524938.3525087"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.5121\/hiij.2020.9102"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.2979074"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1088\/1742-6596\/1831\/1\/012015"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1109\/JCSSE.2019.8864184"},{"key":"ref60","doi-asserted-by":"publisher","DOI":"10.1109\/access.2023.3324459"},{"key":"ref61","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.3010556"},{"key":"ref62","doi-asserted-by":"publisher","DOI":"10.1016\/j.iswa.2022.200080"},{"key":"ref63","doi-asserted-by":"publisher","DOI":"10.4258\/hir.2018.24.2.109"},{"key":"ref64","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-020-79142-z"},{"key":"ref65","doi-asserted-by":"publisher","DOI":"10.1109\/CCCS.2018.8586823"},{"key":"ref66","doi-asserted-by":"publisher","DOI":"10.1016\/B978-0-12-803468-2.00007-2"},{"key":"ref67","doi-asserted-by":"publisher","DOI":"10.3390\/s22197269"},{"key":"ref68","doi-asserted-by":"publisher","DOI":"10.1162\/neco.1997.9.8.1735"},{"key":"ref69","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-030-02934-0_6"},{"key":"ref70","doi-asserted-by":"publisher","DOI":"10.1515\/bmt-2018-0206"},{"key":"ref71","doi-asserted-by":"publisher","DOI":"10.1142\/9789811215636_0010"},{"key":"ref72","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbi.2022.104011"},{"key":"ref73","doi-asserted-by":"publisher","DOI":"10.1093\/jamia\/ocac210"},{"key":"ref74","first-page":"330","article-title":"Developing an LSTM model to identify surgical site infections using electronic healthcare records","volume-title":"Proc. AMIA Summits Transl. Sci.","author":"Kiser"},{"key":"ref75","first-page":"1857","article-title":"Improved deep metric learning with multi-class N-pair loss objective","volume-title":"Proc. Adv. Neural Inf. Process. Syst.","author":"Sohn"},{"key":"ref76","doi-asserted-by":"publisher","DOI":"10.1016\/j.patrec.2020.05.035"},{"key":"ref77","doi-asserted-by":"publisher","DOI":"10.1007\/s12652-020-01773-x"},{"key":"ref78","article-title":"Fed-focal loss for imbalanced data classification in federated learning","author":"Sarkar","year":"2020","journal-title":"arXiv:2011.06283"},{"key":"ref79","article-title":"Dice loss for data-imbalanced NLP tasks","author":"Li","year":"2019","journal-title":"arXiv:1911.02855"},{"key":"ref80","article-title":"WAFFLE: Weighted averaging for personalized federated learning","author":"Beaussart","year":"2021","journal-title":"arXiv:2110.06978"},{"key":"ref81","doi-asserted-by":"publisher","DOI":"10.1038\/sdata.2016.35"},{"key":"ref82","doi-asserted-by":"publisher","DOI":"10.1038\/sdata.2018.178"},{"key":"ref83","doi-asserted-by":"publisher","DOI":"10.1016\/j.resuscitation.2015.02.014"},{"key":"ref84","doi-asserted-by":"publisher","DOI":"10.1016\/j.bja.2017.10.021"},{"key":"ref85","doi-asserted-by":"publisher","DOI":"10.1093\/jamia\/ocx084"},{"key":"ref86","volume-title":"EICU Collaborative Research Database Code","year":"2016"},{"key":"ref87","article-title":"Indefinite summation and the Kronecker delta","author":"Kozen","year":"2007"},{"key":"ref88","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-33383-0_5"},{"key":"ref89","doi-asserted-by":"publisher","DOI":"10.1145\/2379776.2379788"},{"key":"ref90","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pgph.0001058"},{"key":"ref91","doi-asserted-by":"publisher","DOI":"10.1186\/s40537-023-00724-5"},{"key":"ref92","article-title":"Detailed comparison of communication efficiency of split learning and federated learning","author":"Singh","year":"2019","journal-title":"arXiv:1909.09145"},{"key":"ref93","doi-asserted-by":"publisher","DOI":"10.1109\/JIOT.2019.2956615"},{"key":"ref94","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-72413-3_12"},{"key":"ref95","doi-asserted-by":"publisher","DOI":"10.4065\/78.8.947"},{"issue":"3","key":"ref96","first-page":"861","article-title":"Choosing the lesser evil: Trade-off between false discovery rate and non-discovery rate","volume":"18","author":"Craiu","year":"2008","journal-title":"Statistica Sinica"},{"key":"ref97","doi-asserted-by":"publisher","DOI":"10.1002\/pst.2102"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx8\/6287639\/10380310\/10643963.pdf?arnumber=10643963","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2024,9,6]],"date-time":"2024-09-06T07:09:42Z","timestamp":1725606582000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/10643963\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2024]]},"references-count":97,"URL":"https:\/\/doi.org\/10.1109\/access.2024.3447759","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2024]]}}}