{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,3,26]],"date-time":"2026-03-26T14:38:03Z","timestamp":1774535883748,"version":"3.50.1"},"reference-count":115,"publisher":"Informa UK Limited","issue":"2","funder":[{"DOI":"10.13039\/501100001871","name":"Funda\u00e7\u00e3o para a Ci\u00eancia e a Tecnologia","doi-asserted-by":"publisher","award":["SFRH\/BDE\/51605\/2011"],"award-info":[{"award-number":["SFRH\/BDE\/51605\/2011"]}],"id":[{"id":"10.13039\/501100001871","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100007225","name":"Instituto Superior T\u00e9cnico","doi-asserted-by":"publisher","award":["CEG-IST"],"award-info":[{"award-number":["CEG-IST"]}],"id":[{"id":"10.13039\/501100007225","id-type":"DOI","asserted-by":"publisher"}]},{"DOI":"10.13039\/501100011699","name":"Siemens Healthineers","doi-asserted-by":"publisher","award":["SFRH\/BDE\/51605\/2011"],"award-info":[{"award-number":["SFRH\/BDE\/51605\/2011"]}],"id":[{"id":"10.13039\/501100011699","id-type":"DOI","asserted-by":"publisher"}]}],"content-domain":{"domain":["www.tandfonline.com"],"crossmark-restriction":true},"short-container-title":["Health Systems"],"published-print":{"date-parts":[[2021,4,3]]},"DOI":"10.1080\/20476965.2020.1729666","type":"journal-article","created":{"date-parts":[[2020,3,2]],"date-time":"2020-03-02T03:57:02Z","timestamp":1583121422000},"page":"138-161","update-policy":"https:\/\/doi.org\/10.1080\/tandf_crossmark_01","source":"Crossref","is-referenced-by-count":11,"title":["Can structured EHR data support clinical coding? A data mining approach"],"prefix":"10.1080","volume":"10","author":[{"given":"Jos\u00e9 Carlos","family":"Ferr\u00e3o","sequence":"first","affiliation":[{"name":"CEG-IST, Centre for Management Studies of Instituto Superior T\u00e9cnico, Universidade de Lisboa, Lisbon, Portugal"}]},{"given":"M\u00f3nica Duarte","family":"Oliveira","sequence":"additional","affiliation":[{"name":"CEG-IST, Centre for Management Studies of Instituto Superior T\u00e9cnico, Universidade de Lisboa, Lisbon, Portugal"}]},{"given":"Filipe","family":"Janela","sequence":"additional","affiliation":[{"name":"Investiga\u00e7\u00e3o, Desenvolvimento e Inova\u00e7\u00e3o, SIEMENS Healthineers, Amadora, Portugal"}]},{"given":"Henrique M. G.","family":"Martins","sequence":"additional","affiliation":[{"name":"Centre for Research and Creativity in Informatics (CI2), Hospital Prof. Doutor Fernando Fonseca, Amadora, Portugal"}]},{"given":"Daniel","family":"Gartner","sequence":"additional","affiliation":[{"name":"School of Mathematics, Cardiff University, Cardiff, UK"}]}],"member":"301","published-online":{"date-parts":[[2020,3,1]]},"reference":[{"key":"cit0001","first-page":"48A","volume":"75","author":"AHIMA","year":"2013","journal-title":"Journal of AHIMA"},{"key":"cit0002","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2011.06.056"},{"key":"cit0003","doi-asserted-by":"crossref","first-page":"105","DOI":"10.3115\/1572392.1572412","volume-title":"Proceedings of the Workshop on BioNLP 2007: Biological, Translational, and Clinical Language Processing","author":"Aronson A. R.","year":"2007"},{"key":"cit0004","doi-asserted-by":"publisher","DOI":"10.1136\/jamia.2009.002733"},{"key":"cit0005","doi-asserted-by":"publisher","DOI":"10.1007\/s10729-008-9060-0"},{"key":"cit0006","first-page":"281","volume":"13","author":"Bergstra J.","year":"2012","journal-title":"Journal of Machine Learning Research"},{"issue":"5","key":"cit0007","first-page":"2206","volume":"7","author":"Bhandare A.","year":"2016","journal-title":"International Journal of Computer Science and Information Technologies"},{"key":"cit0008","volume-title":"Pattern recognition and machine learning","author":"Bishop C.","year":"2006"},{"key":"cit0009","doi-asserted-by":"publisher","DOI":"10.1186\/1472-6947-6-29"},{"key":"cit0010","volume-title":"Understanding ICD-9-CM coding: A worktext","author":"Bowie M. J.","year":"2012"},{"key":"cit0011","volume-title":"Classification and regression trees","author":"Breiman L, Friedman, J., Stone, C. J., & Olshen, R. A.","year":"1984"},{"key":"cit0012","first-page":"49","volume-title":"Artificial intelligence and statistics","author":"Brown G.","year":"2009"},{"key":"cit0013","first-page":"27","volume":"13","author":"Brown G.","year":"2012","journal-title":"Journal of Machine Learning Research"},{"key":"cit0014","volume-title":"Diagnosis-related groups in Europe: Moving towards transparency, efficiency and quality in hospitals","author":"Busse R.","year":"2011"},{"key":"cit0015","doi-asserted-by":"publisher","DOI":"10.1057\/hs.2015.19"},{"key":"cit0016","volume-title":"ICD-9-CM official guidelines for coding and reporting","author":"Centers for Disease Control","year":"2011"},{"key":"cit0017","doi-asserted-by":"publisher","DOI":"10.1006\/jbin.2001.1029"},{"key":"cit0018","doi-asserted-by":"publisher","DOI":"10.1038\/s41598-018-24271-9"},{"key":"cit0019","first-page":"71","volume-title":"Healthcare Informatics (ICHI),","author":"Chiaravalloti M. T.","year":"2014"},{"key":"cit0020","first-page":"301","volume-title":"Proceedings of the 1st Machine Learning for Healthcare Conference, volume 56 of Proceedings of Machine Learning Research","author":"Choi E.","year":"2016"},{"key":"cit0021","doi-asserted-by":"publisher","DOI":"10.1016\/j.artmed.2013.01.003"},{"key":"cit0022","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2012.03.039"},{"key":"cit0023","doi-asserted-by":"publisher","DOI":"10.1186\/1472-6947-8-S1-S2"},{"key":"cit0024","doi-asserted-by":"publisher","DOI":"10.1007\/BF00994018"},{"key":"cit0025","doi-asserted-by":"crossref","first-page":"129","DOI":"10.3115\/1572392.1572416","volume-title":"Proceedings of the workshop on bionlp 2007: Biological, translational, and clinical language processing","author":"Crammer K.","year":"2007"},{"key":"cit0026","doi-asserted-by":"publisher","DOI":"10.1057\/hs.2014.34"},{"key":"cit0027","unstructured":"Deeplearning4j. (2017).Deeplearning4j: open-source distributed deep learning for the JVM."},{"key":"cit0028","doi-asserted-by":"publisher","DOI":"10.1055\/s-0038-1634611"},{"issue":"1","key":"cit0029","first-page":"59","volume":"27","author":"Dinwoodie H.","year":"1973","journal-title":"British Journal of Preventive & Social Medicine"},{"key":"cit0030","doi-asserted-by":"publisher","DOI":"10.1016\/S1532-0464(03)00034-0"},{"key":"cit0031","doi-asserted-by":"publisher","DOI":"10.1016\/S0377-2217(00)00244-7"},{"key":"cit0032","doi-asserted-by":"publisher","DOI":"10.1057\/hs.2015.13"},{"key":"cit0033","doi-asserted-by":"publisher","DOI":"10.1186\/1471-2105-9-S3-S10"},{"key":"cit0034","doi-asserted-by":"publisher","DOI":"10.1136\/bmjqs-2011-000450"},{"key":"cit0035","doi-asserted-by":"publisher","DOI":"10.1197\/jamia.M1913"},{"key":"cit0036","doi-asserted-by":"publisher","DOI":"10.1016\/S1386-5056(03)00044-3"},{"key":"cit0037","first-page":"250","volume-title":"Proceedings of the AMIA Symposium. American Medical Informatics Association","author":"Franz P.","year":"2000"},{"key":"cit0038","doi-asserted-by":"publisher","DOI":"10.1136\/jamia.1994.95236146"},{"key":"cit0039","doi-asserted-by":"publisher","DOI":"10.1197\/jamia.M1552"},{"key":"cit0040","volume-title":"Scheduling the hospital-wide flow of elective patients","author":"Gartner D.","year":"2015"},{"key":"cit0041","doi-asserted-by":"publisher","DOI":"10.1287\/ijoc.2015.0655"},{"key":"cit0042","first-page":"279","volume-title":"AMIA Annual Symposium Proceedings, volume 2007","author":"Goldstein I.","year":"2007"},{"key":"cit0043","doi-asserted-by":"publisher","DOI":"10.1006\/cbmr.1996.0026"},{"key":"cit0044","doi-asserted-by":"publisher","DOI":"10.1162\/153244303322753616"},{"key":"cit0045","doi-asserted-by":"publisher","DOI":"10.1109\/TKDE.2003.1245283"},{"key":"cit0046","doi-asserted-by":"publisher","DOI":"10.1111\/j.1751-5823.2001.tb00465.x"},{"key":"cit0047","doi-asserted-by":"publisher","DOI":"10.1055\/s-0038-1634638"},{"key":"cit0048","first-page":"1263","volume":"9","author":"He H.","year":"2008","journal-title":"IEEE Transactions on Knowledge & Data Engineering"},{"key":"cit0049","doi-asserted-by":"crossref","unstructured":"Hosmer, D. W. & Lemeshow, S. (2000). Applied Logistic Regression (2nd ed.). John Wiley & Sons, Inc.","DOI":"10.1002\/0471722146"},{"key":"cit0050","doi-asserted-by":"publisher","DOI":"10.1136\/jamia.1998.0050276"},{"key":"cit0051","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijmedinf.2013.11.006"},{"key":"cit0052","doi-asserted-by":"publisher","DOI":"10.1197\/jamia.M2131"},{"issue":"3","key":"cit0053","doi-asserted-by":"crossref","first-page":"171","DOI":"10.14236\/jhi.v20i3.22","volume":"20","author":"Kalra D.","year":"2013","journal-title":"Journal of Innovation in Health Informatics"},{"key":"cit0054","doi-asserted-by":"publisher","DOI":"10.1016\/j.artmed.2015.04.007"},{"key":"cit0055","first-page":"197","volume-title":"International Conference on Natural Language Processing","author":"Kevers L.","year":"2010"},{"key":"cit0056","doi-asserted-by":"publisher","DOI":"10.1186\/1472-6947-11-51"},{"key":"cit0057","first-page":"129","volume":"2","author":"Kira K.","year":"1992","journal-title":"Aaai"},{"key":"cit0058","unstructured":"Kohavi, R. (1995). A study of cross-validation and bootstrap for accuracy estimation and model selection. InProceedings of the 14th international joint conference on Artificial intelligence - Volume 2\u00a0(IJCAI\u201995). Morgan Kaufmann Publishers Inc., San Francisco, CA, USA(Vol. 14, pp. 1137\u20131145). Canada: Montreal."},{"key":"cit0059","doi-asserted-by":"publisher","DOI":"10.1016\/j.ijmedinf.2015.08.004"},{"key":"cit0060","doi-asserted-by":"publisher","DOI":"10.1197\/jamia.M2107"},{"key":"cit0061","unstructured":"Larkey, L. S. & Croft, W. B. (1995).Automatic assignment of icd9 codes to discharge summaries. Technical report, Technical report. Amherst, MA: University of Massachusetts at Amherst."},{"key":"cit0062","doi-asserted-by":"publisher","DOI":"10.1109\/TCBB.2012.33"},{"key":"cit0063","unstructured":"LdS, F. (2011). Medical information extraction in European Portuguese. Ph.D. thesis, Universidade de Aveiro."},{"key":"cit0064","doi-asserted-by":"publisher","DOI":"10.1016\/j.artmed.2010.10.003"},{"key":"cit0065","doi-asserted-by":"publisher","DOI":"10.1055\/s-0038-1637976"},{"key":"cit0066","unstructured":"Lipton, Z. C., Kale, D. C., Elkan, C. & Wetzel, R. C. (2016).Learning to diagnose with LSTM recurrent neural networks.CoRRabs\/1511.03677."},{"key":"cit0067","volume-title":"Proceedings of the Third International Joint Conference on Natural Language Processing: Volume-II, Hyderabad, India","author":"Lita L. V.","year":"2008"},{"key":"cit0068","doi-asserted-by":"publisher","DOI":"10.1109\/MITP.2005.122"},{"key":"cit0069","first-page":"1072","volume-title":"Proceedings of the AMIA Symposium","author":"Lussier Y. A.","year":"2000"},{"key":"cit0070","first-page":"418","volume-title":"Proceedings of the AMIA Symposium","author":"Lussier Y. A.","year":"2001"},{"key":"cit0071","volume-title":"The globalization of managerial innovation in health care, chapter case mix implementation in Portugal","author":"Mateus C.","year":"2008"},{"key":"cit0072","unstructured":"Matykiewicz, P., Duch, W. & Pestian, J. (2006).Associating Medical Concept Relations with ICD-9-CM Coding Rules."},{"key":"cit0073","doi-asserted-by":"publisher","DOI":"10.1001\/jama.1988.03720230043028"},{"key":"cit0074","first-page":"84","volume-title":"Proceedings of the NAACL HLT 2010 Second Louhi Workshop on Text and Data Mining of Health Documents","author":"Medori J.","year":"2010"},{"key":"cit0075","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2009.10.017"},{"key":"cit0076","doi-asserted-by":"publisher","DOI":"10.1055\/s-0038-1638592"},{"key":"cit0077","unstructured":"Mitchell, T. M. (1997).Machine learning. New York, NY: McGraw-Hill."},{"key":"cit0078","first-page":"595","volume-title":"Proceedings of the AMIA Symposium","author":"Morris W. C.","year":"2000"},{"key":"cit0079","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2014.08.029"},{"key":"cit0080","doi-asserted-by":"publisher","DOI":"10.1126\/scitranslmed.3000764"},{"key":"cit0081","doi-asserted-by":"publisher","DOI":"10.1016\/j.ejor.2006.09.023"},{"key":"cit0082","first-page":"256","volume":"235","author":"Oleynik M.","year":"2017","journal-title":"Studies in Health Technology and Informatics"},{"key":"cit0083","doi-asserted-by":"publisher","DOI":"10.1197\/jamia.M2077"},{"key":"cit0084","doi-asserted-by":"publisher","DOI":"10.1007\/s11606-012-2324-x"},{"key":"cit0085","doi-asserted-by":"publisher","DOI":"10.1109\/TPAMI.2005.159"},{"key":"cit0086","volume-title":"Construction of a semi- automated ICD-10 coding help system to optimize medical and economic coding","author":"Pereira S.","year":"2006"},{"key":"cit0087","doi-asserted-by":"publisher","DOI":"10.1016\/j.eswa.2014.11.035"},{"key":"cit0088","doi-asserted-by":"publisher","DOI":"10.1136\/amiajnl-2013-002159"},{"key":"cit0089","volume-title":"Numerical recipes in C.","author":"Press W. H.","year":"1992"},{"key":"cit0090","doi-asserted-by":"publisher","DOI":"10.1016\/j.cmpb.2013.07.018"},{"issue":"1","key":"cit0091","first-page":"667","volume":"17","author":"Read J.","year":"2016","journal-title":"The Journal of Machine Learning Research"},{"issue":"6","key":"cit0092","first-page":"907","volume":"20","author":"Rijo R.","year":"2014","journal-title":"Journal of Universal Computer Science"},{"key":"cit0093","doi-asserted-by":"crossref","first-page":"147","DOI":"10.1007\/978-3-319-21843-4_12","volume-title":"International Conference on Data Integration in the Life Sciences","author":"Rizzo S. G.","year":"2015"},{"key":"cit0094","doi-asserted-by":"publisher","DOI":"10.1109\/TSMCC.2004.843247"},{"key":"cit0095","first-page":"636","volume-title":"AMIA Annual Symposium Proceedings, volume 2008","author":"Ruch P.","year":"2008"},{"key":"cit0096","doi-asserted-by":"publisher","DOI":"10.1093\/bioinformatics\/btm344"},{"key":"cit0097","doi-asserted-by":"publisher","DOI":"10.1016\/j.jbi.2017.09.004"},{"key":"cit0098","doi-asserted-by":"publisher","DOI":"10.1093\/jamia\/ocv115"},{"key":"cit0099","volume-title":"Basic ICD-9-CM coding","author":"Schraffenberger L. A.","year":"2010"},{"key":"cit0100","author":"Shi H.","year":"2017","journal-title":"arXiv Preprint"},{"key":"cit0101","doi-asserted-by":"publisher","DOI":"10.1136\/amiajnl-2013-001935"},{"key":"cit0102","doi-asserted-by":"publisher","DOI":"10.1136\/jamia.2009.001024"},{"key":"cit0103","first-page":"59","volume":"2014","author":"Subotin M.","year":"2014","journal-title":"Proceedings of BioNLP"},{"key":"cit0104","volume-title":"Proceedings of the ICML\/UAI\/COLT Workshop on Machine Learning for Health-Care ApplicationsHelsinki, Finland","author":"Suominen H.","year":"2008"},{"key":"cit0105","doi-asserted-by":"publisher","DOI":"10.1007\/978-0-387-09823-4_34"},{"key":"cit0106","doi-asserted-by":"publisher","DOI":"10.1057\/hs.2014.11"},{"key":"cit0107","volume-title":"Data mining: Practical machine learning tools and techniques","author":"Witten I.","year":"2011","edition":"3"},{"key":"cit0108","doi-asserted-by":"crossref","first-page":"260","DOI":"10.1109\/ICMLA.2007.32","volume-title":"Sixth International Conference on Machine Learning and Applications (ICMLA 2007)","author":"Xu J.","year":"2007"},{"key":"cit0109","author":"Xu K.","year":"2018","journal-title":"arXiv Preprint"},{"key":"cit0110","doi-asserted-by":"crossref","first-page":"193","DOI":"10.1145\/1835804.1835831","volume-title":"Proceedings of the 16th ACM SIGKDD International Conference on Knowledge Discovery and Data Mining, KDD \u201910","author":"Yan Y.","year":"2010"},{"key":"cit0111","unstructured":"Yang, Y. & Pedersen, J. O. (1997).A Comparative Study on Feature Selection in Text Categorization."},{"key":"cit0112","doi-asserted-by":"crossref","first-page":"70","DOI":"10.1109\/ICHI-W.2018.00024","volume-title":"2018 IEEE International Conference on Healthcare Informatics Workshop (ICHI-W)","author":"Yao L.","year":"2018"},{"issue":"1","key":"cit0113","first-page":"1205","volume":"5","author":"Yu L.","year":"2004","journal-title":"Journal of Machine Learning Research"},{"issue":"2","key":"cit0114","first-page":"ii58","volume":"12","author":"Zhan C.","year":"2003","journal-title":"BMJ Quality & Safety"},{"key":"cit0115","first-page":"67","volume-title":"Proceedings of the 46th Annual Meeting of the Association for Computational Linguistics on Human Language Technologies: Student Research Workshop","author":"Zhang Y.","year":"2008"}],"container-title":["Health Systems"],"original-title":[],"language":"en","link":[{"URL":"https:\/\/www.tandfonline.com\/doi\/pdf\/10.1080\/20476965.2020.1729666","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2023,9,27]],"date-time":"2023-09-27T22:52:48Z","timestamp":1695855168000},"score":1,"resource":{"primary":{"URL":"https:\/\/www.tandfonline.com\/doi\/full\/10.1080\/20476965.2020.1729666"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2020,3,1]]},"references-count":115,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2021,4,3]]}},"alternative-id":["10.1080\/20476965.2020.1729666"],"URL":"https:\/\/doi.org\/10.1080\/20476965.2020.1729666","relation":{},"ISSN":["2047-6965","2047-6973"],"issn-type":[{"value":"2047-6965","type":"print"},{"value":"2047-6973","type":"electronic"}],"subject":[],"published":{"date-parts":[[2020,3,1]]},"assertion":[{"value":"The publishing and review policy for this title is described in its Aims & Scope.","order":1,"name":"peerreview_statement","label":"Peer Review Statement"},{"value":"http:\/\/www.tandfonline.com\/action\/journalInformation?show=aimsScope&journalCode=thss20","URL":"http:\/\/www.tandfonline.com\/action\/journalInformation?show=aimsScope&journalCode=thss20","order":2,"name":"aims_and_scope_url","label":"Aim & Scope"},{"value":"2019-07-25","order":0,"name":"received","label":"Received","group":{"name":"publication_history","label":"Publication History"}},{"value":"2019-10-22","order":2,"name":"accepted","label":"Accepted","group":{"name":"publication_history","label":"Publication History"}},{"value":"2020-03-01","order":3,"name":"published","label":"Published","group":{"name":"publication_history","label":"Publication History"}}]}}