{"status":"ok","message-type":"work","message-version":"1.0.0","message":{"indexed":{"date-parts":[[2026,1,29]],"date-time":"2026-01-29T23:05:09Z","timestamp":1769727909418,"version":"3.49.0"},"reference-count":41,"publisher":"Springer Science and Business Media LLC","issue":"2","license":[{"start":{"date-parts":[[2014,12,20]],"date-time":"2014-12-20T00:00:00Z","timestamp":1419033600000},"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":["K\u00fcnstl Intell"],"published-print":{"date-parts":[[2015,6]]},"DOI":"10.1007\/s13218-014-0335-y","type":"journal-article","created":{"date-parts":[[2014,12,19]],"date-time":"2014-12-19T11:16:40Z","timestamp":1418987800000},"page":"131-141","update-policy":"https:\/\/doi.org\/10.1007\/springer_crossmark_policy","source":"Crossref","is-referenced-by-count":14,"title":["Technology Roadmap Development for Big Data Healthcare Applications"],"prefix":"10.1007","volume":"29","author":[{"given":"Sonja","family":"Zillner","sequence":"first","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]},{"given":"Sabrina","family":"Neururer","sequence":"additional","affiliation":[],"role":[{"role":"author","vocabulary":"crossref"}]}],"member":"297","published-online":{"date-parts":[[2014,12,20]]},"reference":[{"key":"335_CR1","unstructured":"Accenture (2012) Connected health: the drive to integrated healthcare delivery. http:\/\/www.acccenture.com\/connectedhealthstudy"},{"key":"335_CR2","unstructured":"Attenberg J, Ipeirotis PG, Provost F (2011) Beat the machine: challenging workers to find the unknown unknowns. In: Proceedings of the AAAI Human Computation Workshop. San Francisco"},{"key":"335_CR3","unstructured":"Bretschneider C, Zillner S, Hammon M (2013) Grammar-based Lexicon enhancement for aligning German radiology text and images. In: Proceedings of the Recent Advances in Natural Language Processing (RANLP 2013). Hissar, Bulgaria"},{"key":"335_CR4","doi-asserted-by":"crossref","first-page":"1134","DOI":"10.1016\/S0149-2918(02)80024-8","volume":"24","author":"AD Bucko","year":"2002","unstructured":"Bucko AD, Hunt BJ, Kidd SL, Hom R (2002) Randomized, double-blind, multicenter comparison of oral cefditoren 200 or 400\u00a0mg BID with either cefuroxime 250\u00a0mg BID or cefadroxil 500\u00a0mg BID for the treatment of uncomplicated skin and skin-structure infections. Clin Ther 24:1134\u20131147","journal-title":"Clin Ther"},{"key":"335_CR5","doi-asserted-by":"crossref","unstructured":"Channin D, Mongkolwat P, Kleper V, Sepukar K, Rubin D (2009) The cabib annotation and image markup project. In: Journal of digital imaging","DOI":"10.1007\/s10278-009-9193-9"},{"key":"335_CR6","unstructured":"Cloud Security Alliance (2012) Top ten big data security and privacy challenges. http:\/\/www.isaca.org\/Groups\/Professional-English\/big-data\/GroupDocuments\/Big_Data_Top_Ten_v1.pdf"},{"key":"335_CR7","unstructured":"CMS (Center for Medicare & Medicaid services) (2014) Medicare & medicaid EHR incentive programs. HIT Plociy Committee"},{"issue":"2","key":"335_CR8","doi-asserted-by":"crossref","first-page":"178","DOI":"10.3414\/ME9215","volume":"48","author":"R Cornet","year":"2009","unstructured":"Cornet R (2009) Definitions and qualifiers in SNOMED CT. Methods Inf Med 48(2):178\u2013183. doi: 10.3414\/ME9215","journal-title":"Methods Inf Med"},{"key":"335_CR9","doi-asserted-by":"crossref","unstructured":"El Emam K, Dankar FK (2008) Protecting privacy using k-anonymity. J Am Med Inf Assoc","DOI":"10.1197\/jamia.M2716"},{"issue":"1","key":"335_CR10","first-page":"627","volume":"14","author":"K Emam El","year":"2014","unstructured":"El Emam K et al (2014) De-identification methods for open health data: the case of the heritage health prize claims dataset. J Med Internet Res 14(1):627\u2013637","journal-title":"J Med Internet Res"},{"issue":"5","key":"335_CR11","doi-asserted-by":"crossref","first-page":"805","DOI":"10.1016\/j.jbi.2011.04.006","volume":"44","author":"JW Fan","year":"2011","unstructured":"Fan JW, Friedman C (2011) Deriving a probabilistic syntacto-semantic grammar for biomedicine based on domain-specific terminologies. J Biomed Inform 44(5):805\u2013814","journal-title":"J Biomed Inform"},{"key":"335_CR12","doi-asserted-by":"crossref","unstructured":"Feulner J, Zhou SK, Seifert S, Cavallaro A, Hornegger JM, Comaniciu D (2009) Estimating the body portion of CT volumes by matching histograms of visual words. In: Proceedings of SPIE Medical Imaging","DOI":"10.1117\/12.810240"},{"key":"335_CR13","doi-asserted-by":"crossref","DOI":"10.1007\/978-3-531-92864-7","volume-title":"Triangulation: Eine Einf\u00fchrung","author":"U Flick","year":"2011","unstructured":"Flick U (2011) Triangulation: Eine Einf\u00fchrung. VS Verlag, Wiesbaden"},{"key":"335_CR14","unstructured":"FP7 BIG European Parliament and the Council of the European Union (1995) Directive 95\/46\/EC of the European Parliament and of the Council 1995. http:\/\/eur-lex.europa.eu\/LexUriServ\/LexUriServ.do?uri=CELEX:31995L0046:en:HTML"},{"key":"335_CR15","unstructured":"FP7 BIG International Organization for Standardization (2008) ISO\/TS 25237:2008 Health informatics\u2014pseudonymization, 1 edn. Geneva"},{"key":"335_CR16","doi-asserted-by":"crossref","first-page":"161","DOI":"10.1136\/jamia.1994.95236146","volume":"1","author":"C Friedman","year":"1994","unstructured":"Friedman C, Alderson PO, Austin JH, Cimino J, Johnson SB (1994) A general natural-language text processor for clinical radiology. J Am Med Inform Assoc 1:161\u2013174","journal-title":"J Am Med Inform Assoc"},{"key":"335_CR17","doi-asserted-by":"crossref","first-page":"222","DOI":"10.1016\/S1532-0464(03)00012-1","volume":"35","author":"C Friedman","year":"2002","unstructured":"Friedman C, Kra P, Rzhetksy A (2002) Two biomedical sublanguages: a description based on the theories of Zellig Harris. J Biomed Inform 35:222\u2013235","journal-title":"J Biomed Inform"},{"key":"335_CR18","unstructured":"Frost and Sullivan (2012) US Hospital Health Data Analytics Market [Internet]"},{"key":"335_CR19","unstructured":"G\u00f6bel G (2013) Big Sector Healthcare Expert- Interview with Prof Georg G\u00f6bel, 8.8.2013"},{"key":"335_CR20","unstructured":"Health Consumer Powerhouse (2009) Euro Health Consumer Index 2009 (online)"},{"key":"335_CR21","unstructured":"Kayyali B, Knott D, Van Kuiken S (2013) The \u2018big data\u2019 revolution in healthcare. McKinsey & Company"},{"key":"335_CR22","unstructured":"Korster P, Seider C (2010) The world\u2019s 4 trillion dollar challenge. Executive Report of IBM Global Business Services"},{"key":"335_CR23","unstructured":"Lobillo F, et al (2014) D2.4.2.Final Version of Sector\u2019s Roadmap. Public Deliverable of the EU-Project BIG"},{"key":"335_CR24","unstructured":"L\u00fcnendonk Company (2013) Big Data within health insurances: mastering data in a changing health care system. Trend report"},{"key":"335_CR25","unstructured":"Markwell D, Sato L, Cheetham E (2008) Representing clinical information using SNOMED Clinical Terms with different structural information models. In: Spackman K, Cornet R (eds) Proceedings of the 3rd international conference on Knowledge Representation in Medicine (KR-MED 2008)"},{"key":"335_CR26","unstructured":"Mart\u00ednez-Costa C and Schulz S (2013) Ontology-based reinterpretation of the SNOMED CT context model. In: Proceedings of the International Conference on Biomedical Ontology. pp 1\u20136"},{"key":"335_CR27","unstructured":"McKinsey & Company (2011) Big data: the next frontier for innovation, competition, and productivity. McKinsey and Company"},{"issue":"11","key":"335_CR28","first-page":"128","volume":"24","author":"SM Meystre","year":"2008","unstructured":"Meystre SM, Savova GK, Kipper-Schuler KC, Hurdle JF (2008) Extracting information from textual documents in the electronic health record: a review of recent research. Yearb Med Inform 24(11):128\u2013144","journal-title":"Yearb Med Inform"},{"key":"335_CR29","volume-title":"Computer and Information Science, SCI 208","author":"T Neubauer","year":"2009","unstructured":"Neubauer T, Kolb M (2009) An evaluation of technologies for the pseudonymization of medical data. In: Lee R, Hu G, Miao H (eds) Computer and Information Science, SCI 208. Springer, New York"},{"key":"335_CR30","unstructured":"Oberkampf H, Zillner S, Bauer B, Hammon M (2013) An OGMS-based model for clinical information (MCI). In: Proceedings of the International Conference on Biomedical Ontology. Montreal, Canada"},{"key":"335_CR31","volume-title":"Redefining health care: creating value-based competition on results","author":"M Porter","year":"2006","unstructured":"Porter M, Teisberg OE (2006) Redefining health care: creating value-based competition on results. Harvard Business Review Press, Boston"},{"issue":"4","key":"335_CR32","doi-asserted-by":"crossref","first-page":"432","DOI":"10.1136\/amiajnl-2010-000045","volume":"18","author":"A Rector","year":"2011","unstructured":"Rector A, Brandt S, Schneider T (2011) Getting the foot out of the pelvis: modeling problems affecting use of SNOMED CT hierarchies in practical applications. J Am Med Inform Assoc 18(4):432\u2013440. doi: 10.1136\/amiajnl-2010-000045","journal-title":"J Am Med Inform Assoc"},{"key":"335_CR33","unstructured":"Rubin D, Mongkolwat P, Kleper V, Supekar K, Channin D (2008) Medical imaging on the semantic web: annotation and image markup. In: AAAI Spring Symposium Series, Semantic Scientific Knowledge Integration. Stanford"},{"key":"335_CR34","unstructured":"Sanders T, Bowens F, Pierce W, Stasher-Booker B, Thompson E, Jones W (2012) The Road to ICD-10-CM\/PCS Implementation: forecasting the transition for providers, payers, and other healthcare organizations. Perspect Health Inf Manag"},{"issue":"5","key":"335_CR35","doi-asserted-by":"crossref","first-page":"507","DOI":"10.1136\/jamia.2009.001560","volume":"17","author":"GK Savova","year":"2010","unstructured":"Savova GK, Masanz JJ, Ogren PV, Zheng J, Sohn S, Kipper-Schuler KC, Chute CG (2010) Mayo clinical text analysis and knowledge extraction system (cTAKES): architecture, component evaluation and applications. J Am Med Inform Assoc 17(5):507\u2013513","journal-title":"J Am Med Inform Assoc"},{"key":"335_CR36","doi-asserted-by":"crossref","unstructured":"Seifert S, Barbu A, Zhou K, Liu D, Feulner J, Huber M, Suehling M, Cavallaro A, Comaniciu D (2009) Hierarchical parsing and semantic navigation of full body CT data. In: Proceedings of SPIE Medical Imaging","DOI":"10.1117\/12.812214"},{"key":"335_CR37","doi-asserted-by":"crossref","unstructured":"Seifert S, Kelm M, M\u00f6ller M, Mukherjee S, Cavallaro A, Huber M, Comaniciu D (2010) Semantic annotation of medical images. In: Proceedings of SPIE medical imaging","DOI":"10.1117\/12.844207"},{"key":"335_CR38","unstructured":"Soderland N, Kent J, Lawyer P, Larsson S (2012) Progress towards value-based health care. Lessons from 12 Countries. The Boston Consulting Group, Inc"},{"key":"335_CR39","unstructured":"Wiggins D, Otterbach G (2013) Big sector forum health interview with D. Wiggins and G.Otterbach (Company Teradata). Accessed 26 Feb 2013"},{"key":"335_CR40","doi-asserted-by":"crossref","unstructured":"Zillner S, Lasierra N, Faix W, Neururer S (2014a) User needs and requirements analysis for big data healthcare applications. In: Proceeding of the 25th European Medical Informatics Conference (MIE 2014). Istanbul, Turkey","DOI":"10.3233\/978-1-61499-432-9-657"},{"key":"335_CR41","unstructured":"Zillner S, et al (2014b) D 2.3.1 Final Version of Sector\u2019s Requisites. Public Deliverable of the EU-Project BIG (318062; ICT-2011.4.4)"}],"container-title":["KI - K\u00fcnstliche Intelligenz"],"original-title":[],"language":"en","link":[{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s13218-014-0335-y.pdf","content-type":"application\/pdf","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/article\/10.1007\/s13218-014-0335-y\/fulltext.html","content-type":"text\/html","content-version":"vor","intended-application":"text-mining"},{"URL":"http:\/\/link.springer.com\/content\/pdf\/10.1007\/s13218-014-0335-y","content-type":"unspecified","content-version":"vor","intended-application":"similarity-checking"}],"deposited":{"date-parts":[[2025,5,14]],"date-time":"2025-05-14T14:00:40Z","timestamp":1747231240000},"score":1,"resource":{"primary":{"URL":"http:\/\/link.springer.com\/10.1007\/s13218-014-0335-y"}},"subtitle":[],"short-title":[],"issued":{"date-parts":[[2014,12,20]]},"references-count":41,"journal-issue":{"issue":"2","published-print":{"date-parts":[[2015,6]]}},"alternative-id":["335"],"URL":"https:\/\/doi.org\/10.1007\/s13218-014-0335-y","relation":{},"ISSN":["0933-1875","1610-1987"],"issn-type":[{"value":"0933-1875","type":"print"},{"value":"1610-1987","type":"electronic"}],"subject":[],"published":{"date-parts":[[2014,12,20]]}}}