{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,2,13]],"date-time":"2026-02-13T22:51:13Z","timestamp":1771023073133,"version":"3.50.1"},"publisher-location":"Cham","reference-count":29,"publisher":"Springer International Publishing","isbn-type":[{"value":"9783030237615","type":"print"},{"value":"9783030237622","type":"electronic"}],"license":[{"start":{"date-parts":[[2019,1,1]],"date-time":"2019-01-01T00:00:00Z","timestamp":1546300800000},"content-version":"tdm","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":[[2019]]},"DOI":"10.1007\/978-3-030-23762-2_29","type":"book-chapter","created":{"date-parts":[[2019,6,25]],"date-time":"2019-06-25T23:05:30Z","timestamp":1561503930000},"page":"325-337","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":2,"title":["De-Identification of Electronic Health Records Data"],"prefix":"10.1007","author":[{"given":"Piotr","family":"Borowik","sequence":"first","affiliation":[]},{"given":"Piotr","family":"Brylicki","sequence":"additional","affiliation":[]},{"given":"Mariusz","family":"Dzieci\u0105tko","sequence":"additional","affiliation":[]},{"given":"Waldemar","family":"J\u0119da","sequence":"additional","affiliation":[]},{"given":"\u0141ukasz","family":"Leszewski","sequence":"additional","affiliation":[]},{"given":"Piotr","family":"Zaj\u0105c","sequence":"additional","affiliation":[]}],"member":"297","published-online":{"date-parts":[[2019,6,26]]},"reference":[{"key":"29_CR1","doi-asserted-by":"publisher","first-page":"212","DOI":"10.1016\/j.protcy.2013.12.183","volume":"11","author":"A Ghazvini","year":"2013","unstructured":"Ghazvini, A., Zhukur, Z.: Security challenges and success factors of electronic healthcare system. Procedia Techn. 11, 212\u2013219 (2013). \n                    https:\/\/doi.org\/10.1016\/j.protcy.2013.12.183","journal-title":"Procedia Techn."},{"key":"29_CR2","doi-asserted-by":"publisher","first-page":"73","DOI":"10.1016\/j.procs.2017.08.292","volume":"113","author":"K Abouelmehdi","year":"2017","unstructured":"Abouelmehdi, K., Beni-Hssane, A., Khaloufi, H., Saadi, M.: Big data security and privacy in healthcare: a review. Procedia Comput. Sci. 113, 73\u201380 (2017). \n                    https:\/\/doi.org\/10.1016\/j.procs.2017.08.292","journal-title":"Procedia Comput. Sci."},{"key":"29_CR3","doi-asserted-by":"publisher","first-page":"e26","DOI":"10.1016\/j.ijmedinf.2010.10.001","volume":"80","author":"S Haas","year":"2011","unstructured":"Haas, S., Wohlgemuth, S., Echizen, I., Sonehara, N., M\u00fcller, G.: Aspects of privacy for electronic health records. Int. J. Med. Inform. 80, e26\u2013e31 (2011). \n                    https:\/\/doi.org\/10.1016\/j.ijmedinf.2010.10.001","journal-title":"Int. J. Med. Inform."},{"key":"29_CR4","doi-asserted-by":"publisher","first-page":"1","DOI":"10.1016\/j.future.2016.08.011","volume":"68","author":"B Y\u00fcksel","year":"2017","unstructured":"Y\u00fcksel, B., K\u00fcp\u00e7\u00fc, A., \u00d6zkasap, \u00d6.: Research issues for privacy and security of electronic health services. Futur. Gener. Comput. Syst. 68, 1\u201313 (2017). \n                    https:\/\/doi.org\/10.1016\/j.future.2016.08.011","journal-title":"Futur. Gener. Comput. Syst."},{"key":"29_CR5","doi-asserted-by":"publisher","first-page":"1694","DOI":"10.1166\/asl.2018.11139","volume":"24","author":"M Jayabalan","year":"2018","unstructured":"Jayabalan, M., Rena, M.E.: Anonymizing healthcare records: a study of privacy preserving data publishing techniques. Adv. Sci. Lett. 24, 1694\u20131697 (2018). \n                    https:\/\/doi.org\/10.1166\/asl.2018.11139","journal-title":"Adv. Sci. Lett."},{"key":"29_CR6","doi-asserted-by":"publisher","first-page":"541","DOI":"10.1016\/j.jbi.2012.12.003","volume":"46","author":"JL Fern\u00e1ndez-Alem\u00e1n","year":"2013","unstructured":"Fern\u00e1ndez-Alem\u00e1n, J.L., Se\u00f1or, I.C., Lozoya, P.\u00c1.O., Toval, A.: Security and privacy in electronic health records: a systematic literature review. J. Biomed. Inform. 46, 541\u2013562 (2013). \n                    https:\/\/doi.org\/10.1016\/j.jbi.2012.12.003","journal-title":"J. Biomed. Inform."},{"key":"29_CR7","unstructured":"Sweeney, L.: Replacing personally-identifying information in medical records, the scrub system. In: AMIA Annual Symposium Proceedings, pp. 333\u2013337 (1996). \n                    https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/PMC2233179\/"},{"key":"29_CR8","unstructured":"Ruch, P., Baud, R.H., Rassinoux, A., Bouillon, P., Robert, G.: Medical document anonymization with a semantic lexicon. In: AMIA Annual Symposium Proceedings, pp. 729\u2013733 (2000). \n                    https:\/\/www.ncbi.nlm.nih.gov\/pmc\/articles\/PMC2244050\/"},{"key":"29_CR9","doi-asserted-by":"publisher","first-page":"331","DOI":"10.1109\/CIC.2004.1442942","volume":"32","author":"M Douglass","year":"2005","unstructured":"Douglass, M., Clifford, G.D., Reisner, A., Moody, G.B., Mark, R.G.: Computer-assisted de-identification of free text in the MIMIC II database. Comp. Cardiol. 32, 331\u20134 (2005). \n                    https:\/\/doi.org\/10.1109\/CIC.2004.1442942","journal-title":"Comp. Cardiol."},{"key":"29_CR10","doi-asserted-by":"publisher","first-page":"176","DOI":"10.1309\/E6K3-3GBP-E5C2-7FYU","volume":"121","author":"D Gupta","year":"2004","unstructured":"Gupta, D., Saul, M., Gilbertson, J.: Evaluation of a deidentification (De-Id) software engine to share pathology reports and clinical documents for research. Am. J. Clin. Pathol. 121, 176\u2013186 (2004). \n                    https:\/\/doi.org\/10.1309\/E6K3-3GBP-E5C2-7FYU","journal-title":"Am. J. Clin. Pathol."},{"key":"29_CR11","doi-asserted-by":"publisher","unstructured":"Sibanda, T., Uzuner, O.: Role of local context in automatic deidentification of ungrammatical, fragmented text. In: Proceedings of Main Conference on Human Language Technology Conference NAACL. New York City, USA, pp. 65\u201373 (2006). \n                    https:\/\/doi.org\/10.3115\/1220835.1220844","DOI":"10.3115\/1220835.1220844"},{"key":"29_CR12","unstructured":"Aramaki, E., Imai, T., Miyo, K., Ohe, K.: Automatic deidentification by using sentence features and label consistency. In: i2b2 Workshop on Challenges in Natural Language Processing for Clinical Data. Washington, DC, 10\u201311 Nov 2006. URL \n                    http:\/\/luululu.com\/profile\/paper\/2006-i2b2\/i2b2-deid.pdf"},{"key":"29_CR13","doi-asserted-by":"publisher","first-page":"564","DOI":"10.1197\/jamia.M2435","volume":"14","author":"B Wellner","year":"2007","unstructured":"Wellner, B., Huyck, M., Mardis, S., Aberdeen, J., Morgan, A., Peshkin, L., Yeh, A., Hitzeman, J., Hirschman, L.: Rapidly retargetable approaches to de-identification. J. Am. Med. Inform. Assoc. 14, 564\u201373 (2007). \n                    https:\/\/doi.org\/10.1197\/jamia.M2435","journal-title":"J. Am. Med. Inform. Assoc."},{"key":"29_CR14","unstructured":"Hara, K.: Applying a SVM based chunker and a text classifier to the deid challenge. In: i2b2 Workshop on Challenges in Natural Language Processing for Clinical Data. Washington, DC, 10\u201311 Nov 2006"},{"key":"29_CR15","unstructured":"Guo, Y., Gaizauskas, R., Roberts, I., Demetriou, G., Hepple, M.: Identifying personal health information using support vector machines. In: i2b2 Workshop on Challenges in Natural Language Processing for Clinical Data. Washington, DC, 10\u201311 Nov 2006. \n                    https:\/\/www.researchgate.net\/publication\/267239246_Identifying_Personal_Health_Information_Using_Support_Vector_Machines"},{"key":"29_CR16","doi-asserted-by":"publisher","first-page":"574","DOI":"10.1197\/j.jamia.M2441","volume":"14","author":"G Szavras","year":"2007","unstructured":"Szavras, G., Farkas, R., Busa-Fekete, R.: State-of-the-art anonymization of medical records using an iterative machine learning framework. J. Am. Med. Inform. Assoc. 14, 574\u2013580 (2007). \n                    https:\/\/doi.org\/10.1197\/j.jamia.M2441","journal-title":"J. Am. Med. Inform. Assoc."},{"key":"29_CR17","doi-asserted-by":"publisher","first-page":"596","DOI":"10.1093\/jamia\/ocw156","volume":"24","author":"F Dernoncourt","year":"2017","unstructured":"Dernoncourt, F., Lee, J.Y., Uzuner, O., Szolovits, P.: De-identification of patient notes with recurrent neural networks. J. Am. Med. Inform. Assoc. 24, 596\u2013606 (2017). \n                    https:\/\/doi.org\/10.1093\/jamia\/ocw156","journal-title":"J. Am. Med. Inform. Assoc."},{"key":"29_CR18","doi-asserted-by":"publisher","first-page":"S34","DOI":"10.1016\/j.jbi.2017.05.023","volume":"75","author":"Z Liu","year":"2017","unstructured":"Liu, Z., Tang, B., Wang, X., Chen, Q.: De-identification of clinical notes using recurrent neural network and conditional random field. J. Biomed. Inform. 75, S34\u2013S42 (2017). \n                    https:\/\/doi.org\/10.1016\/j.jbi.2017.05.023","journal-title":"J. Biomed. Inform."},{"key":"29_CR19","doi-asserted-by":"publisher","first-page":"413","DOI":"10.1109\/TITB.2012.2185850","volume":"16","author":"A Tamersoy","year":"2012","unstructured":"Tamersoy, A., Loukides, G., Nergiz, M.E., Saygin, Y., Malin, B.: Anonymization of longitudinal eelctronic medical records. IEEE Trans. Inf. Technol. Biomed. 16, 413\u201323 (2012). \n                    https:\/\/doi.org\/10.1109\/TITB.2012.2185850","journal-title":"IEEE Trans. Inf. Technol. Biomed."},{"key":"29_CR20","unstructured":"Marciniak, M., Mykowiecka, A., Rychlik, P.: Medical text data anonymization. J. Med. Inform. Technol. 16, 83\u201388 (2010). \n                    http:\/\/jmit.us.edu.pl\/cms\/jmitjrn\/16\/10-17-Marciniak.pdf"},{"key":"29_CR21","unstructured":"Liber, A.: Problemy anonimizacji dokument\u00f3w medycznych. Cz\u0119\u015b\u0107 1. Wprowadzenie do anonimizacji danych medycznych. Zapewnienie ochrony danych wra\u017cliwych metodami f(a)- i f(a,b)-anonimizacji. Puls Uczelni, Pa\u0144stwowa Medyczna Wy\u017csza Szko\u0142a Zawodowa w Opolu, ISSN 2080-2021 8(1), 13\u201321 (2014). \n                    http:\/\/biblioteka.pmwsz.opole.pl\/download\/attachment\/11580\/3-problemy-anonimizacji-dokumentow-medycznych-czesc-1.pdf\n                    \n                   (in Polish)"},{"key":"29_CR22","unstructured":"Liber, A.: Problemy anonimizacji dokument\u00f3w medycznych. Cz\u0119\u015b\u0107 2. Anonimizacja zaawansowana oraz sterowana przez posiadacza danych wra\u017cliwych. Puls Uczelni, Pa\u0144stwowa Medyczna Wy\u017csza Szko\u0142a Zawodowa w Opolu, ISSN 2080-2021 8(2), 13\u201324 (2014). \n                    http:\/\/biblioteka.pmwsz.opole.pl\/download\/attachment\/13506\/201423-problemy-anonimizacji-dokumentow-medycznych-czesc-2.pdf\n                    \n                   (in Polish)"},{"key":"29_CR23","unstructured":"Marciniak, M.: Domain corpora as a source of information. In: Monograph Series Information Technologies: Research and Their Interdisciplinary Applications. Institute of Computer Science, Polish Academy of Sciences (2015). ISBN 978-83-63159-12-2. \n                    http:\/\/rbc.ipipan.waw.pl\/Content\/41\/Monografie_cz_4_Malgorzata_Marciniak.pdf"},{"key":"29_CR24","doi-asserted-by":"publisher","first-page":"332","DOI":"10.1287\/isre.2016.0676","volume":"28","author":"XB Li","year":"2017","unstructured":"Li, X.B., Quin, J.: Anonymizing and sharing medical text records. Inf. Syst. Res. 28, 332\u2013352 (2017). \n                    https:\/\/doi.org\/10.1287\/isre.2016.0676","journal-title":"Inf. Syst. Res."},{"key":"29_CR25","unstructured":"ONKO.SYS. \n                    https:\/\/www.coi.pl\/o-instytucie\/realizowane-projekty-eu\/onko-sys\/\n                    \n                   (in Polish)"},{"key":"29_CR26","unstructured":"SAS DataFlux: Data Management Studio 2.7 User\u2019s Guide. \n                    https:\/\/support.sas.com\/documentation\/onlinedoc\/dfdmstudio\/"},{"key":"29_CR27","unstructured":"SAS Visual Text Analytics 8.3 Procedures. \n                    https:\/\/go.documentation.sas.com\/api\/docsets\/casvta\/8.3\/content\/casvta.pdf"},{"key":"29_CR28","unstructured":"SAS Visual Text Analytics 8.3: User\u2019s Guide. \n                    https:\/\/go.documentation.sas.com\/api\/collections\/ctxtcdc\/8.3\/docsets\/ctxtug\/content\/ctxtug.pdf"},{"key":"29_CR29","doi-asserted-by":"publisher","first-page":"S4","DOI":"10.1016\/j.jbi.2017.06.011","volume":"75","author":"A Stubbs","year":"2017","unstructured":"Stubbs, A., Filannino, M., Uzuner, \u00d6.: De-identification of psychiatric intake records: Overview of 2016 CEGS N-GRID shared tasks Track 1. J. Biomed. Inform. 75, S4\u2013S18 (2017). \n                    https:\/\/doi.org\/10.1016\/j.jbi.2017.06.011","journal-title":"J. Biomed. Inform."}],"container-title":["Advances in Intelligent Systems and Computing","Information Technology in Biomedicine"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/978-3-030-23762-2_29","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2019,6,25]],"date-time":"2019-06-25T23:18:26Z","timestamp":1561504706000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/978-3-030-23762-2_29"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2019]]},"ISBN":["9783030237615","9783030237622"],"references-count":29,"URL":"https:\/\/doi.org\/10.1007\/978-3-030-23762-2_29","relation":{},"ISSN":["2194-5357","2194-5365"],"issn-type":[{"value":"2194-5357","type":"print"},{"value":"2194-5365","type":"electronic"}],"subject":[],"published":{"date-parts":[[2019]]},"assertion":[{"value":"26 June 2019","order":1,"name":"first_online","label":"First Online","group":{"name":"ChapterHistory","label":"Chapter History"}},{"value":"ITIB","order":1,"name":"conference_acronym","label":"Conference Acronym","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"International Conference on Information Technologies in Biomedicine","order":2,"name":"conference_name","label":"Conference Name","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Kamie\u0144 \u015al\u0105ski","order":3,"name":"conference_city","label":"Conference City","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"Poland","order":4,"name":"conference_country","label":"Conference Country","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"2019","order":5,"name":"conference_year","label":"Conference Year","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"18 June 2019","order":7,"name":"conference_start_date","label":"Conference Start Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"20 June 2019","order":8,"name":"conference_end_date","label":"Conference End Date","group":{"name":"ConferenceInfo","label":"Conference Information"}},{"value":"itib2019","order":10,"name":"conference_id","label":"Conference ID","group":{"name":"ConferenceInfo","label":"Conference Information"}}]}}