{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2025,3,26]],"date-time":"2025-03-26T18:57:14Z","timestamp":1743015434197,"version":"3.40.3"},"publisher-location":"Cham","reference-count":21,"publisher":"Springer International Publishing","isbn-type":[{"type":"print","value":"9783319754864"},{"type":"electronic","value":"9783319754871"}],"license":[{"start":{"date-parts":[[2018,1,1]],"date-time":"2018-01-01T00:00:00Z","timestamp":1514764800000},"content-version":"unspecified","delay-in-days":0,"URL":"http:\/\/www.springer.com\/tdm"}],"content-domain":{"domain":["link.springer.com"],"crossmark-restriction":false},"short-container-title":[],"published-print":{"date-parts":[[2018]]},"DOI":"10.1007\/978-3-319-75487-1_38","type":"book-chapter","created":{"date-parts":[[2018,3,20]],"date-time":"2018-03-20T04:53:10Z","timestamp":1521521590000},"page":"485-497","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":3,"title":["Supervised Topic Models for Diagnosis Code Assignment to Discharge Summaries"],"prefix":"10.1007","author":[{"given":"Mohamed","family":"Dermouche","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Julien","family":"Velcin","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"R\u00e9mi","family":"Flicoteaux","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sylvie","family":"Chevret","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Namik","family":"Taright","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2018,3,21]]},"reference":[{"unstructured":"Blei, D.M., Mcauliffe, J.D.: Supervised topic models. In: Advances in Neural Information Processing Systems (NIPS 2007), Vancouver, Canada, pp. 121\u2013128. Curran Associates, Inc. (2007)","key":"38_CR1"},{"key":"38_CR2","first-page":"993","volume":"3","author":"DM Blei","year":"2003","unstructured":"Blei, D.M., Ng, A.Y., Jordan, M.I.: Latent Dirichlet allocation. J. Mach. Learn. Res. (JMLR) 3, 993\u20131022 (2003)","journal-title":"J. Mach. Learn. Res. (JMLR)"},{"issue":"6","key":"38_CR3","doi-asserted-by":"crossref","first-page":"861","DOI":"10.3233\/IDA-2011-0500","volume":"15","author":"R Cerri","year":"2011","unstructured":"Cerri, R., De Carvalho, A.C.P.L.F., Freitas, A.A.: Adapting non-hierarchical multilabel classification methods for hierarchical multilabel classification. Intell. Data Anal. 15(6), 861\u2013887 (2011)","journal-title":"Intell. Data Anal."},{"doi-asserted-by":"crossref","unstructured":"Farkas, R., Szarvas, G.: Automatic construction of rule-based ICD-9-CM coding systems. In: BMC Bioinformatics, vol. 9(Suppl. 3), p. S10 (2008)","key":"38_CR4","DOI":"10.1186\/1471-2105-9-S3-S10"},{"unstructured":"Goldstein, I., Arzrumtsyan, A., Uzuner, O.: Three approaches to automatic assignment of ICD-9-CM codes to radiology reports. In: Proceedings of AMIA Symposium (AMIA 2007), pp. 279\u2013283 (2007)","key":"38_CR5"},{"unstructured":"Jagarlamudi, J., Daum\u00e9 III, H., Udupa, R.: Incorporating lexical priors into topic models. In: Proceedings of the European Chapter of the ACL (EACL 2012), Avignon, France, pp. 204\u2013213. ACL (2012)","key":"38_CR6"},{"unstructured":"Krizhevsky, A., Sutskever, I., Hinton, G.E.: Imagenet classification with deep convolutional neural networks. In: Advances in Neural Information Processing Systems (NIPS 2012), Lake Tahoe, NV, USA, pp. 1106\u20131114. NIPS (2012)","key":"38_CR7"},{"issue":"6","key":"38_CR8","doi-asserted-by":"crossref","first-page":"1134","DOI":"10.1109\/TKDE.2011.48","volume":"24","author":"C Lin","year":"2012","unstructured":"Lin, C., He, Y., Everson, R., Ruger, S.: Weakly supervised joint sentiment-topic detection from text. IEEE Trans. Knowl. Data Eng. (TKDE) 24(6), 1134\u20131145 (2012)","journal-title":"IEEE Trans. Knowl. Data Eng. (TKDE)"},{"unstructured":"Lita, L.V., Yu, S., Niculescu, S., Bi, J.: Large scale diagnostic code classification for medical patient records. In: Proceedings of the International Joint Conference on Natural Language Processing (IJCNLP 2008), Hyderabad, India, pp. 877\u2013882. ACL (2008)","key":"38_CR9"},{"unstructured":"Medori, J., Fairon, C.: Machine learning and features selection for semi-automatic ICD-9-CM encoding. In: Proceedings of the NAACL HLT 2010 Second Louhi Workshop on Text and Data Mining of Health Documents (Louhi 2010), Los Angeles, CA, USA, pp. 84\u201389. ACL (2010)","key":"38_CR10"},{"unstructured":"Metais, E., Nakache, D., Timsit, J.-F.: Automatic classification of medical reports, the CIREA project. In: Proceedings of the 5th WSEAS International Conference on Telecommunications and Informatics (TELE-INFO 2006), Istanbul, Turkey, pp. 354\u2013359. WSEAS (2006)","key":"38_CR11"},{"unstructured":"Meyer, D., Dimitriadou, E., Hornik, K., Weingessel, A., Leisch, F.: e1071: Misc Functions of the Department of Statistics, Probability Theory Group (2015)","key":"38_CR12"},{"unstructured":"Perotte, A., Bartlett, N., Wood, F., Elhadad, N.: Hierarchically supervised latent Dirichlet allocation. In: Advances in Neural Information Processing Systems (NIPS 2011), Granada, Spain, pp. 2609\u20132617 (2011)","key":"38_CR13"},{"issue":"2","key":"38_CR14","doi-asserted-by":"crossref","first-page":"231","DOI":"10.1136\/amiajnl-2013-002159","volume":"21","author":"A Perotte","year":"2014","unstructured":"Perotte, A., Pivovarov, R., Natarajan, K., Weiskopf, N., Wood, F., Elhadad, N.: Diagnosis code assignment: models and evaluation metrics. J. Am. Med. Inform. Assoc. (JAMIA) 21(2), 231\u2013237 (2014)","journal-title":"J. Am. Med. Inform. Assoc. (JAMIA)"},{"doi-asserted-by":"crossref","unstructured":"Pestian, J.P., Brew, C., Matykiewicz, P., Hovermale, D.J., Johnson, N., Cohen, K.B., Duch, W.: A shared task involving multi-label classification of clinical free text. In: Proceedings of the Workshop on BioNLP 2007: Biological, Translational, and Clinical Language Processing (BioNLP 2007), Prague, Czech Republic, pp. 97\u2013104. ACL (2007)","key":"38_CR15","DOI":"10.3115\/1572392.1572411"},{"doi-asserted-by":"crossref","unstructured":"Ramage, D., Hall, D., Nallapati, R., Manning, C.D.: Labeled LDA : a supervised topic model for credit attribution in multi-labeled corpora. In: Proceedings of the 2009 Conference on Empirical Methods in Natural Language Processing (EMNLP 2009), August, Singapore, pp. 248\u2013256. ACL, Singapore (2009)","key":"38_CR16","DOI":"10.3115\/1699510.1699543"},{"unstructured":"Ruch, P., Gobeilla, J., Tbahritia, I., Geissb\u00fchlera, A.: From episodes of care to diagnosis codes: automatic text categorization for medico-economic encoding. In: Proccedings of the AMIA Symposium (AMIA 2008), Washington D.C., USA, pp. 636\u2013640 (2008)","key":"38_CR17"},{"key":"38_CR18","doi-asserted-by":"crossref","first-page":"952","DOI":"10.1097\/CCM.0b013e31820a92c6","volume":"39","author":"M Saeed","year":"2011","unstructured":"Saeed, M., Villarroel, M., Reisner, A.T., Clifford, G., Lehman, L., Moody, G., Heldt, T., Kyaw, T.H., Moody, B., Mark, R.G.: Multiparameter Intelligent Monitoring in Intensive Care II (MIMIC-II): a public-access intensive care unit database. Crit. Care Med. 39, 952\u2013960 (2011)","journal-title":"Crit. Care Med."},{"unstructured":"Therneau, T., Atkinson, B., Ripley, B.: rpart: Recursive Partitioning and Regression Trees (2015)","key":"38_CR19"},{"key":"38_CR20","series-title":"Lecture Notes in Computer Science","doi-asserted-by":"publisher","first-page":"29","DOI":"10.1007\/978-3-642-00958-7_6","volume-title":"Advances in Information Retrieval","author":"X Yi","year":"2009","unstructured":"Yi, X., Allan, J.: A comparative study of utilizing topic models for information retrieval. In: Boughanem, M., Berrut, C., Mothe, J., Soule-Dupuy, C. (eds.) ECIR 2009. LNCS, vol. 5478, pp. 29\u201341. Springer, Heidelberg (2009). https:\/\/doi.org\/10.1007\/978-3-642-00958-7_6"},{"doi-asserted-by":"crossref","unstructured":"Zhang, Y.: A hierarchical approach to encoding medical concepts for clinical notes. In: Proceedings of the 46th Annual Meeting of the Association for Computational Linguistics on Human Language Technologies: Student Research Workshop (HLT-SRWS 2008), Columbus, OH, USA, pp. 67\u201372. ACL (2008)","key":"38_CR21","DOI":"10.3115\/1564154.1564168"}],"container-title":["Lecture Notes in Computer Science","Computational Linguistics and Intelligent Text Processing"],"original-title":[],"link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-319-75487-1_38","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,10,13]],"date-time":"2019-10-13T00:48:20Z","timestamp":1570927700000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-319-75487-1_38"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2018]]},"ISBN":["9783319754864","9783319754871"],"references-count":21,"URL":"https:\/\/doi.org\/10.1007\/978-3-319-75487-1_38","relation":{},"ISSN":["0302-9743","1611-3349"],"issn-type":[{"type":"print","value":"0302-9743"},{"type":"electronic","value":"1611-3349"}],"subject":[],"published":{"date-parts":[[2018]]}}}