{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,3]],"date-time":"2026-02-03T21:28:30Z","timestamp":1770154110643,"version":"3.49.0"},"reference-count":20,"publisher":"Springer Science and Business Media LLC","issue":"3","license":[{"start":{"date-parts":[[2020,5,7]],"date-time":"2020-05-07T00:00:00Z","timestamp":1588809600000},"content-version":"tdm","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"},{"start":{"date-parts":[[2020,5,7]],"date-time":"2020-05-07T00:00:00Z","timestamp":1588809600000},"content-version":"vor","delay-in-days":0,"URL":"https:\/\/www.springer.com\/tdm"}],"funder":[{"DOI":"10.13039\/501100008982","name":"National Science Foundation","doi-asserted-by":"publisher","award":["NSF-1741306"],"award-info":[{"award-number":["NSF-1741306"]}],"id":[{"id":"10.13039\/501100008982","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100008982","name":"National Science Foundation","doi-asserted-by":"publisher","award":["IIS-1650531"],"award-info":[{"award-number":["IIS-1650531"]}],"id":[{"id":"10.13039\/501100008982","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100008982","name":"National Science Foundation","doi-asserted-by":"publisher","award":["and DIBBs-1443019"],"award-info":[{"award-number":["and DIBBs-1443019"]}],"id":[{"id":"10.13039\/501100008982","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":["J Healthc Inform Res"],"published-print":{"date-parts":[[2020,9]]},"DOI":"10.1007\/s41666-020-00073-5","type":"journal-article","created":{"date-parts":[[2020,5,7]],"date-time":"2020-05-07T16:04:07Z","timestamp":1588867447000},"page":"295-307","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":38,"title":["Imputation of Missing Data in Electronic Health Records Based on Patients\u2019 Similarities"],"prefix":"10.1007","volume":"4","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-6468-1971","authenticated-orcid":false,"given":"Ali","family":"Jazayeri","sequence":"first","affiliation":[]},{"given":"Ou Stella","family":"Liang","sequence":"additional","affiliation":[]},{"given":"Christopher C.","family":"Yang","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2020,5,7]]},"reference":[{"issue":"2","key":"73_CR1","doi-asserted-by":"publisher","first-page":"129","DOI":"10.5455\/aim.2013.21.129-134","volume":"21","author":"S Ajami","year":"2013","unstructured":"Ajami S, Bagheri-Tadi T (2013) Barriers for adopting electronic health records (EHRs) by physicians. Acta Informatica Medica 21 (2):129. https:\/\/doi.org\/10.5455\/aim.2013.21.129-134","journal-title":"Acta Informatica Medica"},{"issue":"1","key":"73_CR2","doi-asserted-by":"publisher","first-page":"40","DOI":"10.1002\/mpr.329","volume":"20","author":"MJ Azur","year":"2011","unstructured":"Azur MJ, Stuart EA, Frangakis C, Leaf PJ (2011) Multiple imputation by chained equations: what is it and how does it work? Int J Methods Psychiatr Res 20(1):40\u201349. https:\/\/doi.org\/10.1002\/mpr.329","journal-title":"Int J Methods Psychiatr Res"},{"issue":"3","key":"73_CR3","doi-asserted-by":"publisher","first-page":"1","DOI":"10.18637\/jss.v045.i03","volume":"45","author":"S van Buuren","year":"2011","unstructured":"van Buuren S, Groothuis-Oudshoorn K (2011) MICE: multivariate imputation by chained equations in R. J Stat Softw 45(3):1\u201367. https:\/\/doi.org\/10.18637\/jss.v045.i03","journal-title":"J Stat Softw"},{"issue":"1","key":"73_CR4","doi-asserted-by":"publisher","first-page":"6085","DOI":"10.1038\/s41598-018-24271-9","volume":"8","author":"Z Che","year":"2018","unstructured":"Che Z, Purushotham S, Cho K, Sontag D, Liu Y (2018) Recurrent neural networks for multivariate time series with missing values. Sci Rep 8(1):6085\u201312. https:\/\/doi.org\/10.1038\/s41598-018-24271-9","journal-title":"Sci Rep"},{"key":"73_CR5","doi-asserted-by":"publisher","unstructured":"Dhevi AS (2014) Imputing missing values using inverse distance weighted interpolation for time series data. In: 2014 Sixth international conference on advanced computing (ICoAC), pp 255\u2013259, DOI https:\/\/doi.org\/10.1109\/ICoAC.2014.7229721, (to appear in print)","DOI":"10.1109\/ICoAC.2014.7229721"},{"issue":"16","key":"73_CR6","doi-asserted-by":"publisher","first-page":"3039","DOI":"10.1016\/j.neucom.2010.06.021","volume":"73","author":"IA Gheyas","year":"2010","unstructured":"Gheyas IA, Smith LS (2010) A neural network-based framework for the reconstruction of incomplete data sets. Neurocomputing 73(16):3039\u20133065. https:\/\/doi.org\/10.1016\/j.neucom.2010.06.021","journal-title":"Neurocomputing"},{"issue":"1","key":"73_CR7","doi-asserted-by":"publisher","first-page":"117","DOI":"10.1136\/amiajnl-2012-001145","volume":"20","author":"G Hripcsak","year":"2012","unstructured":"Hripcsak G, Albers DJ (2012) Next-generation phenotyping of electronic health records. J Am Med Inform Assoc 20(1):117\u2013121. https:\/\/doi.org\/10.1136\/amiajnl-2012-001145","journal-title":"J Am Med Inform Assoc"},{"issue":"2","key":"73_CR8","doi-asserted-by":"publisher","first-page":"105","DOI":"10.1016\/j.artmed.2010.05.002","volume":"50","author":"JM Jerez","year":"2010","unstructured":"Jerez JM, Molina I, Garc\u00eda-Laencina PJ, Alba E, Ribelles N, Mart\u00edn M, Franco L (2010) Missing data imputation using statistical and machine learning methods in a real breast cancer problem. Artif Intell Med 50(2):105\u2013115. https:\/\/doi.org\/10.1016\/j.artmed.2010.05.002","journal-title":"Artif Intell Med"},{"issue":"1","key":"73_CR9","doi-asserted-by":"publisher","first-page":"160035","DOI":"10.1038\/sdata.2016.35","volume":"3","author":"AEW Johnson","year":"2016","unstructured":"Johnson AEW, Pollard TJ, Shen L, Lehman LWH, Feng M, Ghassemi M, Moody B, Szolovits P, Celi LA, Mark RG (2016) MIMIC-III, a freely accessible critical care database. Scientific Data 3 (1):160035\u2013160035. https:\/\/doi.org\/10.1038\/sdata.2016.35","journal-title":"Scientific Data"},{"issue":"5","key":"73_CR10","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1371\/journal.pone.0127428","volume":"10","author":"J Lee","year":"2015","unstructured":"Lee J, Maslove DM, Dubin JA (2015) Personalized mortality prediction driven by electronic medical data and a patient similarity metric. PLoS One 10 (5):1\u201313. https:\/\/doi.org\/10.1371\/journal.pone.0127428","journal-title":"PLoS One"},{"key":"73_CR11","unstructured":"Lipton ZC, Kale DC, Wetzel R (2016) Modeling missing data in clinical time series with RNNs. arXiv:https:\/\/arxiv.org\/abs\/1606.04130"},{"issue":"6","key":"73_CR12","doi-asserted-by":"publisher","first-page":"645","DOI":"10.1093\/jamia\/ocx133","volume":"25","author":"Y Luo","year":"2017","unstructured":"Luo Y, Szolovits P, Dighe AS, Baron JM (2017) 3D-MICE: integration of cross-sectional and longitudinal imputation for multi-analyte longitudinal clinical data. J Am Med Inform Assoc 25(6):645\u2013653. https:\/\/doi.org\/10.1093\/jamia\/ocx133","journal-title":"J Am Med Inform Assoc"},{"key":"73_CR13","doi-asserted-by":"publisher","first-page":"47","DOI":"10.2147\/RMHP.S12985","volume":"4","author":"N Menachemi","year":"2011","unstructured":"Menachemi N, Collum TH (2011) Benefits and drawbacks of electronic health record systems. Risk Manag Healthcare Polic 4:47. https:\/\/doi.org\/10.2147\/RMHP.S12985","journal-title":"Risk Manag Healthcare Polic"},{"issue":"1","key":"73_CR14","doi-asserted-by":"publisher","first-page":"207","DOI":"10.32614\/RJ-2017-009","volume":"9","author":"S Moritz","year":"2017","unstructured":"Moritz S, Bartz-Beielstein T (2017) ImputeTS: time series missing value imputation in R. R J 9(1):207\u2013218","journal-title":"R J"},{"issue":"2","key":"73_CR15","doi-asserted-by":"publisher","first-page":"225","DOI":"10.1136\/amiajnl-2011-000456","volume":"19","author":"PL Peissig","year":"2012","unstructured":"Peissig PL, Rasmussen LV, Berg RL, Linneman JG, McCarty CA, Waudby C, Chen L, Denny JC, Wilke RA, Pathak J, Carrell D, Kho AN, Starren JB (2012) Importance of multi-modal approaches to effectively identify cataract cases from electronic health records. J Am Med Inform Assoc 19 (2):225\u2013234. https:\/\/doi.org\/10.1136\/amiajnl-2011-000456","journal-title":"J Am Med Inform Assoc"},{"key":"73_CR16","first-page":"21","volume":"36","author":"R Rahman","year":"2015","unstructured":"Rahman R, Reddy CK (2015) Electronic health records: a survey. Healthcare Data Analytics 36:21","journal-title":"Healthcare Data Analytics"},{"key":"73_CR17","doi-asserted-by":"crossref","unstructured":"Rasmussen CE (2003) Gaussian processes in machine learning. In: Summer school on machine learning. Springer, pp 63\u201371","DOI":"10.1007\/978-3-540-28650-9_4"},{"issue":"10","key":"73_CR18","doi-asserted-by":"publisher","first-page":"890","DOI":"10.1109\/32.962560","volume":"27","author":"K Strike","year":"2001","unstructured":"Strike K, El Emam K, Madhavji N (2001) Software cost estimation with incomplete data. IEEE Trans Softw Eng 27(10):890\u2013908. https:\/\/doi.org\/10.1109\/32.962560","journal-title":"IEEE Trans Softw Eng"},{"issue":"3","key":"73_CR19","doi-asserted-by":"publisher","first-page":"1035","DOI":"10.13063\/2327-9214.1035","volume":"1","author":"BJ Wells","year":"2013","unstructured":"Wells BJ, Kattan MW, Nowacki AS, Chagin K (2013) Strategies for handling missing data in electronic health record derived data. eGEMs (Generating Evidence & Methods to improve patient outcomes) 1(3):1035\u20131035. https:\/\/doi.org\/10.13063\/2327-9214.1035","journal-title":"eGEMs (Generating Evidence & Methods to improve patient outcomes)"},{"issue":"6","key":"73_CR20","doi-asserted-by":"publisher","first-page":"1","DOI":"10.18637\/jss.v014.i06","volume":"14","author":"A Zeileis","year":"2005","unstructured":"Zeileis A, Grothendieck G (2005) zoo: S3 infrastructure for regular and irregular time series. J Stat Softw 14(6):1\u201327. https:\/\/doi.org\/10.18637\/jss.v014.i06","journal-title":"J Stat Softw"}],"container-title":["Journal of Healthcare Informatics Research"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s41666-020-00073-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/article\/10.1007\/s41666-020-00073-5\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"https:\/\/link.springer.com\/content\/pdf\/10.1007\/s41666-020-00073-5.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2021,5,6]],"date-time":"2021-05-06T23:40:27Z","timestamp":1620344427000},"score":1,"resource":{"primary":{"URL":"https:\/\/link.springer.com\/10.1007\/s41666-020-00073-5"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,5,7]]},"references-count":20,"journal-issue":{"issue":"3","published-print":{"date-parts":[[2020,9]]}},"alternative-id":["73"],"URL":"https:\/\/doi.org\/10.1007\/s41666-020-00073-5","relation":{},"ISSN":["2509-4971","2509-498X"],"issn-type":[{"value":"2509-4971","type":"print"},{"value":"2509-498X","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020,5,7]]},"assertion":[{"value":"23 November 2019","order":1,"name":"received","label":"Received","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"20 March 2020","order":2,"name":"revised","label":"Revised","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"24 April 2020","order":3,"name":"accepted","label":"Accepted","group":{"name":"ArticleHistory","label":"Article History"}},{"value":"7 May 2020","order":4,"name":"first_online","label":"First Online","group":{"name":"ArticleHistory","label":"Article History"}},{"order":1,"name":"Ethics","group":{"name":"EthicsHeading","label":"Compliance with Ethical Standards"}},{"value":"The authors declare that they have no conflict of interest.","order":2,"name":"Ethics","group":{"name":"EthicsHeading","label":"<!--Emphasis Type='Bold' removed-->Conflict of Interest"}}]}}