{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,9,19]],"date-time":"2025-09-19T08:36:18Z","timestamp":1758270978780,"version":"3.41.2"},"reference-count":37,"publisher":"IEEE","license":[{"start":{"date-parts":[[2019,11,1]],"date-time":"2019-11-01T00:00:00Z","timestamp":1572566400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-029"},{"start":{"date-parts":[[2019,11,1]],"date-time":"2019-11-01T00:00:00Z","timestamp":1572566400000},"content-version":"stm-asf","delay-in-days":0,"URL":"https:\/\/doi.org\/10.15223\/policy-037"}],"content-domain":{"domain":[],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2019,11]]},"DOI":"10.1109\/bibm47256.2019.8983197","type":"proceedings-article","created":{"date-parts":[[2020,2,7]],"date-time":"2020-02-07T02:49:51Z","timestamp":1581043791000},"page":"668-673","source":"Crossref","is-referenced-by-count":5,"title":["Data-driven Discovery of a Sepsis Patients Severity Prediction in the ICU via Pre-training BiLSTM Networks"],"prefix":"10.1109","author":[{"given":"Qing","family":"Li","sequence":"first","affiliation":[{"name":"College of Computer Science, Chongqing University,Chongqing,China"}]},{"given":"L. Frank","family":"Huang","sequence":"additional","affiliation":[{"name":"Cincinnati Children&#x0027;s Hospital Medical Center,Brain Tumor Center, Division of Experimental Hematology and Cancer Biology,Cincinnati,OH,USA,45229"}]},{"given":"Jiang","family":"Zhong","sequence":"additional","affiliation":[{"name":"College of Computer Science, Chongqing University,Chongqing,China"}]},{"given":"Lili","family":"Li","sequence":"additional","affiliation":[{"name":"School of Civil Engineering, Chongqing University,Chongqing,China"}]},{"given":"Qi","family":"Li","sequence":"additional","affiliation":[{"name":"Shaoxing University,Department of Computer Science and Engineering,Zhejiang,China"}]},{"given":"Junhao","family":"Hu","sequence":"additional","affiliation":[{"name":"College of Computer Science, Chongqing University,Chongqing,China"}]}],"member":"263","reference":[{"key":"ref33","doi-asserted-by":"publisher","DOI":"10.1038\/sdata.2016.35"},{"key":"ref32","doi-asserted-by":"publisher","DOI":"10.1097\/CCM.0b013e31820a92c6"},{"key":"ref31","doi-asserted-by":"publisher","DOI":"10.1109\/ICDM.2018.00111"},{"journal-title":"Dynamic Mortality Risk Predictions in Pediatric Critical Care Using Recurrent Neural Networks","year":"2017","author":"aczon","key":"ref30"},{"key":"ref37","doi-asserted-by":"publisher","DOI":"10.1016\/j.neunet.2005.06.042"},{"key":"ref36","doi-asserted-by":"publisher","DOI":"10.1109\/ICASSP.2013.6638947"},{"key":"ref35","doi-asserted-by":"publisher","DOI":"10.18653\/v1\/P19-1441"},{"journal-title":"Benchmark of deep learning models on large healthcare mimic datasets","year":"2017","author":"purushotham","key":"ref34"},{"key":"ref10","doi-asserted-by":"publisher","DOI":"10.1001\/jama.1993.03510240069035"},{"key":"ref11","doi-asserted-by":"publisher","DOI":"10.1001\/jama.1996.03540100046027"},{"key":"ref12","first-page":"1919","article-title":"The apache iii prognostic system. risk prediction of hospital mortality for critically ill hospitalized adults","volume":"102","author":"knaus","year":"1992","journal-title":"Chest"},{"key":"ref13","doi-asserted-by":"publisher","DOI":"10.1097\/CCM.0b013e31828a24fe"},{"key":"ref14","doi-asserted-by":"publisher","DOI":"10.1097\/00003246-198108000-00008"},{"key":"ref15","doi-asserted-by":"publisher","DOI":"10.1007\/BF01709751"},{"key":"ref16","doi-asserted-by":"publisher","DOI":"10.1097\/CCM.0000000000002965"},{"key":"ref17","first-page":"959","article-title":"Using the future to &#x201C;sort out&#x201D; the present: Rankprop and multitask learning for medical risk evaluation","author":"caruana","year":"0","journal-title":"Advances in neural information processing systems"},{"key":"ref18","doi-asserted-by":"publisher","DOI":"10.1016\/S0933-3657(96)00367-3"},{"key":"ref19","doi-asserted-by":"publisher","DOI":"10.1145\/2623330.2623742"},{"journal-title":"Representation and reinforcement learning for personalized glycemic control in septic patients","year":"2017","author":"weng","key":"ref28"},{"key":"ref4","doi-asserted-by":"publisher","DOI":"10.1186\/s13613-016-0231-8"},{"key":"ref27","article-title":"Modeling missing data in clinical time series with rnns","author":"lipton","year":"2016","journal-title":"Mach Learn Healthcare"},{"key":"ref3","doi-asserted-by":"publisher","DOI":"10.1001\/jama.2016.0287"},{"key":"ref6","first-page":"1","article-title":"Adoption of electronic health record systems among us non-federal acute care hospitals: 2008&#x2013;2015","volume":"35","author":"henry","year":"2016","journal-title":"ONC Data Brief"},{"journal-title":"Multitask Learning and Benchmarking with Clinical Time Series Data","year":"2017","author":"harutyunyan","key":"ref29"},{"key":"ref5","doi-asserted-by":"publisher","DOI":"10.1056\/NEJMp1500523"},{"key":"ref8","doi-asserted-by":"publisher","DOI":"10.1378\/chest.100.6.1619"},{"key":"ref7","doi-asserted-by":"publisher","DOI":"10.1007\/s001340050317"},{"journal-title":"National inpatient hospital costs the most expensive conditions by payer 2011 statistical brief# 160","year":"2006","author":"torio","key":"ref2"},{"key":"ref9","doi-asserted-by":"publisher","DOI":"10.1097\/CCM.0000000000002936"},{"key":"ref1","doi-asserted-by":"publisher","DOI":"10.1097\/01.CCM.0000194725.48928.3A"},{"key":"ref20","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-43742-2_20"},{"key":"ref22","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2016.2605687"},{"key":"ref21","first-page":"361","article-title":"Reproducibility in critical care: a mortality prediction case study","author":"johnson","year":"0","journal-title":"Machine Learning for Healthcare Conference"},{"key":"ref24","doi-asserted-by":"publisher","DOI":"10.1007\/978-3-319-23344-4_25"},{"key":"ref23","doi-asserted-by":"publisher","DOI":"10.1093\/bib\/bbv083"},{"key":"ref26","doi-asserted-by":"crossref","first-page":"6085","DOI":"10.1038\/s41598-018-24271-9","article-title":"Recurrent neural networks for multivariate time series with missing values","volume":"8","author":"che","year":"2018","journal-title":"Scientific Reports"},{"key":"ref25","doi-asserted-by":"publisher","DOI":"10.1038\/s41591-018-0213-5"}],"event":{"name":"2019 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)","start":{"date-parts":[[2019,11,18]]},"location":"San Diego, CA, USA","end":{"date-parts":[[2019,11,21]]}},"container-title":["2019 IEEE International Conference on Bioinformatics and Biomedicine (BIBM)"],"original-title":[],"link":[{"URL":"http:\/\/xplorestaging.ieee.org\/ielx7\/8965270\/8982928\/08983197.pdf?arnumber=8983197","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,7,28]],"date-time":"2025-07-28T19:40:49Z","timestamp":1753731649000},"score":1,"resource":{"primary":{"URL":"https:\/\/ieeexplore.ieee.org\/document\/8983197\/"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019,11]]},"references-count":37,"URL":"https:\/\/doi.org\/10.1109\/bibm47256.2019.8983197","relation":{},"subject":[],"published":{"date-parts":[[2019,11]]}}}