{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,1]],"date-time":"2026-02-01T05:59:09Z","timestamp":1769925549026,"version":"3.49.0"},"reference-count":59,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","issue":"12","license":[{"start":{"date-parts":[[2022,12,1]],"date-time":"2022-12-01T00:00:00Z","timestamp":1669852800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/IEEE.html"},{"start":{"date-parts":[[2022,12,1]],"date-time":"2022-12-01T00:00:00Z","timestamp":1669852800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2022,12,1]],"date-time":"2022-12-01T00:00:00Z","timestamp":1669852800000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"funder":[{"name":"Ministry of Science and ICT, Korea","award":["IITP-2021-2020-0-01821"],"award-info":[{"award-number":["IITP-2021-2020-0-01821"]}]},{"name":"Institute for Information and Communications Technology Planning and Evaluation"},{"DOI":"10.13039\/501100003725","name":"National Research Foundation of Korea","doi-asserted-by":"publisher","award":["2021R1A2C1011198"],"award-info":[{"award-number":["2021R1A2C1011198"]}],"id":[{"id":"10.13039\/501100003725","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE J. Biomed. Health Inform."],"published-print":{"date-parts":[[2022,12]]},"DOI":"10.1109\/jbhi.2022.3202178","type":"journal-article","created":{"date-parts":[[2022,8,29]],"date-time":"2022-08-29T20:37:28Z","timestamp":1661805448000},"page":"5793-5804","source":"Crossref","is-referenced-by-count":31,"title":["Multitask Deep Learning for Cost-Effective Prediction of Patient's Length of Stay and Readmission State Using Multimodal Physical Activity Sensory Data"],"prefix":"10.1109","volume":"26","author":[{"given":"Sajid","family":"Ali","sequence":"first","affiliation":[{"name":"Department of Electrical and Computer Engineering, Sungkyunkwan University, Suwon-si, South Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Shaker","family":"El-Sappagh","sequence":"additional","affiliation":[{"name":"College of Computing and Informatics, Sungkyunkwan University, Suwon-si, South Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-9420-1588","authenticated-orcid":false,"given":"Farman","family":"Ali","sequence":"additional","affiliation":[{"name":"Department of Software, Sejong University, Seoul, South Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0002-6946-2591","authenticated-orcid":false,"given":"Muhammad","family":"Imran","sequence":"additional","affiliation":[{"name":"Institute of Innovation, Science and Sustainability, Federation University Australia, Ballarat, VIC, Australia"}],"role":[{"role":"author","vocabulary":"crossref"}]},{"ORCID":"https:\/\/orcid.org\/0000-0001-9232-4843","authenticated-orcid":false,"given":"Tamer","family":"Abuhmed","sequence":"additional","affiliation":[{"name":"College of Computing and Informatics, Sungkyunkwan University, Suwon-si, South Korea"}],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"263","reference":[{"key":"ref39","doi-asserted-by":"publisher","DOI":"10.1111\/exsy.12437"},{"key":"ref38","doi-asserted-by":"publisher","DOI":"10.1109\/SIEDS.2017.7937729"},{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.3390\/s20226424"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2022.3141209"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1007\/s10729-008-9070-y"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.15388\/Informatica.2011.314"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1016\/j.cmpb.2018.06.006"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1111\/j.1532-5415.2007.01091.x"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.1177\/1077558713504998"},{"key":"ref34","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2021.3107518"},{"key":"ref28","doi-asserted-by":"publisher","DOI":"10.1007\/s00521-022-07263-9"},{"key":"ref27","doi-asserted-by":"publisher","DOI":"10.1016\/j.neucom.2020.05.087"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1007\/s00521-021-06631-1"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijcard.2019.01.046"},{"key":"ref1","article-title":"Global spending on health: A world in transition","author":"organization","year":"2019"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1007\/s10729-005-2012-z"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1186\/s12911-022-01802-z"},{"key":"ref21","doi-asserted-by":"publisher","DOI":"10.1109\/JBHI.2021.3064786"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1007\/s11739-019-02265-3"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1016\/j.jss.2021.02.003"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/TSMCA.2012.2210211"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1023\/A:1009645531478"},{"key":"ref50","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbi.2021.103778"},{"key":"ref51","doi-asserted-by":"publisher","DOI":"10.1016\/j.asoc.2021.107166"},{"key":"ref59","doi-asserted-by":"publisher","DOI":"10.1162\/neco.1997.9.8.1735"},{"key":"ref58","doi-asserted-by":"publisher","DOI":"10.1097\/HCR.0000000000000204"},{"key":"ref57","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbi.2018.02.008"},{"key":"ref56","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijmedinf.2019.02.002"},{"key":"ref55","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbi.2019.103269"},{"key":"ref54","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2020.3010556"},{"key":"ref53","doi-asserted-by":"publisher","DOI":"10.1186\/s12967-020-02620-5"},{"key":"ref52","doi-asserted-by":"publisher","DOI":"10.1007\/s00330-020-07534-w"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1191\/0269215504cr734oa"},{"key":"ref40","doi-asserted-by":"publisher","DOI":"10.1016\/j.artmed.2016.08.005"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijsu.2017.06.085"},{"key":"ref12","article-title":"Association between length of stay and readmission for COPD","volume":"23","author":"rinne","year":"2017","journal-title":"American Journal of Managed Care"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1016\/j.dss.2022.113747"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2022.108326"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1016\/j.knosys.2020.106688"},{"key":"ref16","article-title":"In-hospital physical activity measured with a new Bosch accelerometer sensor system","author":"schricker","year":"2020"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1088\/2516-1091\/abddc5"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1007\/s11739-021-02697-w"},{"key":"ref19","article-title":"Modelling patient length of stay in public hospitals in Mexico","author":"castillo","year":"2012"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1080\/07421222.2021.1990618"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.5539\/gjhs.v1n1p27"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.1186\/1472-6963-12-265"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1111\/imj.14962"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1177\/0951484817696212"},{"key":"ref49","doi-asserted-by":"publisher","DOI":"10.1186\/s13063-021-05503-2"},{"key":"ref7","first-page":"407","article-title":"A data-driven approach to predict hospital length of stay","volume":"1","author":"caetano","year":"0","journal-title":"Proc Int Conf Enterprise Inf Syst"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1016\/j.jcrc.2020.08.003"},{"key":"ref46","first-page":"111","article-title":"The Class Imbalance Problem: Significance and Strategies","volume":"56","author":"japkowicz","year":"0","journal-title":"Proc Int Conf Artif Intell"},{"key":"ref45","doi-asserted-by":"publisher","DOI":"10.1109\/ACCESS.2018.2789428"},{"key":"ref48","doi-asserted-by":"publisher","DOI":"10.1109\/DSAA.2019.00059"},{"key":"ref47","doi-asserted-by":"publisher","DOI":"10.1007\/s13755-017-0023-z"},{"key":"ref42","doi-asserted-by":"publisher","DOI":"10.1109\/TCBB.2018.2827029"},{"key":"ref41","doi-asserted-by":"publisher","DOI":"10.1016\/j.cmpb.2019.02.007"},{"key":"ref44","author":"han","year":"2011","journal-title":"Data Mining Concepts and Techniques"},{"key":"ref43","doi-asserted-by":"publisher","DOI":"10.3390\/s140406474"}],"container-title":["IEEE Journal of Biomedical and Health Informatics"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6221020\/9973412\/09869298.pdf?arnumber=9869298","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,12,26]],"date-time":"2022-12-26T19:29:19Z","timestamp":1672082959000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/9869298\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2022,12]]},"references-count":59,"journal-issue":{"issue":"12"},"URL":"https:\/\/doi.org\/10.1109\/jbhi.2022.3202178","relation":{},"ISSN":["2168-2194","2168-2208"],"issn-type":[{"value":"2168-2194","type":"print"},{"value":"2168-2208","type":"electronic"}],"subject":[],"published":{"date-parts":[[2022,12]]}}}