{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,5,4]],"date-time":"2026-05-04T18:11:26Z","timestamp":1777918286497,"version":"3.51.4"},"reference-count":36,"publisher":"Institute of Electrical and Electronics Engineers (IEEE)","license":[{"start":{"date-parts":[[2019,1,1]],"date-time":"2019-01-01T00:00:00Z","timestamp":1546300800000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/ieeexplore.ieee.org\/Xplorehelp\/downloads\/license-information\/OAPA.html"}],"funder":[{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61672329"],"award-info":[{"award-number":["61672329"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61373149"],"award-info":[{"award-number":["61373149"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61472233"],"award-info":[{"award-number":["61472233"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["61572300"],"award-info":[{"award-number":["61572300"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100001809","name":"National Natural Science Foundation of China","doi-asserted-by":"publisher","award":["81273704"],"award-info":[{"award-number":["81273704"]}],"id":[{"id":"10.13039\/501100001809","id-type":"DOI","asserted-by":"publisher"}]},{"name":"Shandong Province Science and Technology Plan Supported Project","award":["2014GGX101026"],"award-info":[{"award-number":["2014GGX101026"]}]},{"name":"Project of Shandong Province Higher Educational Science and Technology Program","award":["J18KA370"],"award-info":[{"award-number":["J18KA370"]}]},{"name":"Taishan Scholar Fund of Shandong Province","award":["TSHW201502038"],"award-info":[{"award-number":["TSHW201502038"]}]},{"name":"Taishan Scholar Fund of Shandong Province","award":["20110819"],"award-info":[{"award-number":["20110819"]}]}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":["IEEE Access"],"published-print":{"date-parts":[[2019]]},"DOI":"10.1109\/access.2019.2919683","type":"journal-article","created":{"date-parts":[[2019,5,29]],"date-time":"2019-05-29T15:46:16Z","timestamp":1559144776000},"page":"70253-70264","source":"Crossref","is-referenced-by-count":13,"title":["MCPL-Based FT-LSTM: Medical Representation Learning-Based Clinical Prediction Model for Time Series Events"],"prefix":"10.1109","volume":"7","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-5054-3332","authenticated-orcid":false,"given":"Lutong","family":"Wang","sequence":"first","affiliation":[]},{"given":"Hong","family":"Wang","sequence":"additional","affiliation":[]},{"given":"Yongqiang","family":"Song","sequence":"additional","affiliation":[]},{"given":"Qian","family":"Wang","sequence":"additional","affiliation":[]}],"member":"263","reference":[{"key":"ref33","article-title":"Enriching word vectors with subword information","author":"bojanowski","year":"2016","journal-title":"arXiv 1607 04606"},{"key":"ref32","article-title":"Doctor AI: Predicting clinical events via recurrent neural networks","author":"choi","year":"2016"},{"key":"ref31","article-title":"Modeling missing data in clinical time series with RNNs","author":"lipton","year":"2016","journal-title":"arXiv 1606 04130"},{"key":"ref30","doi-asserted-by":"publisher","DOI":"10.1038\/srep26094"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1016\/j.patrec.2005.10.010"},{"key":"ref35","first-page":"73","article-title":"Visualizing time-dependent data using dynamic t-SNE","author":"rauber","year":"2016","journal-title":"Proc Eurographics"},{"key":"ref34","article-title":"MIMIC-III, a freely accessible critical care database","volume":"3","author":"johnson","year":"2016","journal-title":"Data Science Journal"},{"key":"ref10","first-page":"151","article-title":"Semi-supervised recursive autoencoders for predicting sentiment distributions","author":"socher","year":"2011","journal-title":"Proc Conf Empirical Methods Natural Lang Process"},{"key":"ref11","first-page":"584","article-title":"Exploring the application of deep learning techniques on medical text corpora","volume":"205","author":"minarro-gim\u00e9nez","year":"2014","journal-title":"Stud Health Technol Inf"},{"key":"ref12","first-page":"787","article-title":"Gram: Graph-based attention model for healthcare representation learning","author":"choi","year":"2016","journal-title":"Proc ACM SIGKDD Int Conf Knowledge Discovery and Data Mining"},{"key":"ref13","first-page":"41","article-title":"Learning low-dimensional representations of medical concepts","volume":"2016","author":"choi","year":"2016","journal-title":"AMIA Summits Transl Sci Proc"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1056\/NEJM197112232852601"},{"key":"ref15","doi-asserted-by":"crossref","first-page":"527","DOI":"10.1136\/bmj.2.4575.527","article-title":"Streptomycin treatment of pulmonary tuberculosis","volume":"2","author":"listed","year":"1948","journal-title":"Brit Med J"},{"key":"ref16","first-page":"274","article-title":"Interactive intervention analysis","volume":"2012","author":"gotz","year":"2012","journal-title":"Proc AMIA Annu Symp"},{"key":"ref17","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2012.111"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1371\/journal.pone.0072932"},{"key":"ref19","first-page":"4499","article-title":"Classification of alzheimer’s disease from structural mri using sparse logistic regression with optional spatial regularization","author":"rao","year":"2011","journal-title":"Proc Annu Int Conf IEEE Eng Med Biol Soc"},{"key":"ref28","first-page":"3882","article-title":"Phased LSTM: Accelerating recurrent network training for long or event-based sequences","author":"neil","year":"2016","journal-title":"Proc Adv Neural Inf Process Syst"},{"key":"ref4","doi-asserted-by":"crossref","first-page":"106s","DOI":"10.1097\/MLR.0b013e3181de9e17","article-title":"Prediction modeling using EHR data: Challenges, strategies, and a comparison of machine learning approaches","volume":"48","author":"jionglin","year":"2010","journal-title":"Med Care"},{"key":"ref27","first-page":"802","article-title":"Convolutional LSTM network: A machine learning approach for precipitation nowcasting","author":"shi","year":"2015","journal-title":"Proc Int Conf Neural Inf Process"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1137\/1.9781611972832.7"},{"key":"ref6","doi-asserted-by":"publisher","DOI":"10.2337\/diaspect.23.3.161"},{"key":"ref29","doi-asserted-by":"publisher","DOI":"10.1109\/BIBM.2017.8217752"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1147\/JRD.2012.2198311"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1145\/2623330.2623711"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1145\/2408736.2408740"},{"key":"ref2","doi-asserted-by":"publisher","DOI":"10.1007\/s10618-009-0152-3"},{"key":"ref9","first-page":"3111","article-title":"Distributed representations of words and phrases and their compositionality","volume":"26","author":"mikolov","year":"2013","journal-title":"Proc Adv Neural Inf Process Syst"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1038\/s41746-018-0029-1"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1016\/j.csda.2006.06.007"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1111\/j.1467-9868.2007.00627.x"},{"key":"ref21","first-page":"1","article-title":"Sparse logistic regression with Lp penalty for biomarker identification","volume":"6","author":"zhenqiu","year":"2007","journal-title":"Stat Appl Genet Mol Biol"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1109\/TIT.1987.1057328"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1016\/j.neuroimage.2010.02.040"},{"key":"ref26","doi-asserted-by":"publisher","DOI":"10.1109\/JSTSP.2010.2057200"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1162\/neco.1997.9.8.1735"}],"container-title":["IEEE Access"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/6287639\/8600701\/08725589.pdf?arnumber=8725589","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2022,1,12]],"date-time":"2022-01-12T11:54:56Z","timestamp":1641988496000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/8725589\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019]]},"references-count":36,"URL":"https:\/\/doi.org\/10.1109\/access.2019.2919683","relation":{},"ISSN":["2169-3536"],"issn-type":[{"value":"2169-3536","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019]]}}}