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Volumn 83, Issue 12, 2014, Pages 983-992

Automatic identification of heart failure diagnostic criteria, using text analysis of clinical notes from electronic health records

Author keywords

Diagnostic criteria; Electronic health records; Heart failure; Natural language processing; Text mining

Indexed keywords

AUTOMATION; CARDIOLOGY; DATA MINING; DECISION SUPPORT SYSTEMS; DIAGNOSIS; HEALTH; RECORDS MANAGEMENT;

EID: 84919461605     PISSN: 13865056     EISSN: 18728243     Source Type: Journal    
DOI: 10.1016/j.ijmedinf.2012.12.005     Document Type: Article
Times cited : (103)

References (41)
  • 1
    • 79952444246 scopus 로고    scopus 로고
    • Forecasting the future of cardiovascular disease in the United States
    • Heidenreich P.A., Trogdon J.G., Khavjou O.A., et al. Forecasting the future of cardiovascular disease in the United States. Circulation 2011, 123(8):933-944.
    • (2011) Circulation , vol.123 , Issue.8 , pp. 933-944
    • Heidenreich, P.A.1    Trogdon, J.G.2    Khavjou, O.A.3
  • 2
    • 0025762490 scopus 로고
    • Validity of clinical diagnosis of heart failure in primary health care
    • Remes J., Miettinen H., Reunanen A., Pyorala K. Validity of clinical diagnosis of heart failure in primary health care. Eur. Heart J. 1991, 12:315-321.
    • (1991) Eur. Heart J. , vol.12 , pp. 315-321
    • Remes, J.1    Miettinen, H.2    Reunanen, A.3    Pyorala, K.4
  • 3
    • 33644679150 scopus 로고    scopus 로고
    • Recognizing heart failure in elderly patients with stable chronic obstructive pulmonary disease in primary care: cross sectional diagnostic study
    • Rutten F.H., Moons K.G.M., Cramer M.-J.M., Grobbee D.E., Zuithoff N.P.A., Lammers J.-W.J., Hoes A.W. Recognizing heart failure in elderly patients with stable chronic obstructive pulmonary disease in primary care: cross sectional diagnostic study. BMJ 2005, 331:1379.
    • (2005) BMJ , vol.331 , pp. 1379
    • Rutten, F.H.1    Moons, K.G.M.2    Cramer, M.-J.M.3    Grobbee, D.E.4    Zuithoff, N.P.A.5    Lammers, J.-W.J.6    Hoes, A.W.7
  • 4
    • 0015237841 scopus 로고
    • The natural history of congestive heart failure: the Framingham study
    • McKee P.A., Castelli W.P., McNamara P.M., Kannel W.B. The natural history of congestive heart failure: the Framingham study. N. Engl. J. Med. 1971, 285(26):1441-1446.
    • (1971) N. Engl. J. Med. , vol.285 , Issue.26 , pp. 1441-1446
    • McKee, P.A.1    Castelli, W.P.2    McNamara, P.M.3    Kannel, W.B.4
  • 5
    • 5644240939 scopus 로고    scopus 로고
    • The diagnosis of heart failure in the community. Comparative validation of four sets of criteria in unselected older adults: the ICARe Dicomano Study
    • Di Bari M., Pozzi C., Cavallini M.C., Innocenti F., Baldereschi G., De Alfieri W., et al. The diagnosis of heart failure in the community. Comparative validation of four sets of criteria in unselected older adults: the ICARe Dicomano Study. J. Am. Coll. Cardiol. 2004, 44:1601-1608.
    • (2004) J. Am. Coll. Cardiol. , vol.44 , pp. 1601-1608
    • Di Bari, M.1    Pozzi, C.2    Cavallini, M.C.3    Innocenti, F.4    Baldereschi, G.5    De Alfieri, W.6
  • 6
    • 80053240828 scopus 로고    scopus 로고
    • Overcoming barriers to NLP for clinical text: the role of shared tasks and the need for additional creative solutions
    • Chapman W.W., Nadkarni P.M., Hirschman L., et al. Overcoming barriers to NLP for clinical text: the role of shared tasks and the need for additional creative solutions. J. Am. Med. Inform. Assoc. 2011, 18:540-543.
    • (2011) J. Am. Med. Inform. Assoc. , vol.18 , pp. 540-543
    • Chapman, W.W.1    Nadkarni, P.M.2    Hirschman, L.3
  • 7
    • 33748172886 scopus 로고    scopus 로고
    • Recent advances in natural language processing for biomedical applications
    • Collier N., Nazarenko A., Baud R., Ruch P. Recent advances in natural language processing for biomedical applications. Int. J. Med. Inform. 2006, 75:413-417.
    • (2006) Int. J. Med. Inform. , vol.75 , pp. 413-417
    • Collier, N.1    Nazarenko, A.2    Baud, R.3    Ruch, P.4
  • 8
    • 34548200762 scopus 로고    scopus 로고
    • Applying language technology to nursing documents: pros and cons with a focus on ethics
    • Suominen H., Lehtikunnas T., Back B., et al. Applying language technology to nursing documents: pros and cons with a focus on ethics. Int. J. Med. Inform. 2007, 76S:S293-S301.
    • (2007) Int. J. Med. Inform. , vol.76 S , pp. S293-S301
    • Suominen, H.1    Lehtikunnas, T.2    Back, B.3
  • 9
    • 84919453063 scopus 로고    scopus 로고
    • Potential impact of predictive models for early detection of heart failure on the initiation of evidence-based therapies
    • Poster at the American College of Cardiology Scientific Session & Expo, March, Chicago.
    • R. Vijayakrishnan, S.R. Steinhubl, J. Sun, et al., Potential impact of predictive models for early detection of heart failure on the initiation of evidence-based therapies, Poster at the American College of Cardiology Scientific Session & Expo, March 2012, Chicago.
    • (2012)
    • Vijayakrishnan, R.1    Steinhubl, S.R.2    Sun, J.3
  • 10
    • 84919453062 scopus 로고    scopus 로고
    • Text and data mining of longitudinal electronic health records in a primary care population can identify heart failure patients months to years prior to formal diagnosis using the Framingham criteria
    • Poster at the American Heart Association Scientific Sessions, November 2011, Orlando (also available as Circulation ).
    • S.R. Steinhubl, B. Williams, J. Sun, R.J. Byrd, Z. Daar, S. Ebadollahi, W.F. Stewart, Text and data mining of longitudinal electronic health records in a primary care population can identify heart failure patients months to years prior to formal diagnosis using the Framingham criteria, Poster at the American Heart Association Scientific Sessions, November 2011, Orlando (also available as Circulation 124 (2011) A12035).
    • (2011) , vol.124 , pp. A12035
    • Steinhubl, S.R.1    Williams, B.2    Sun, J.3    Byrd, R.J.4    Daar, Z.5    Ebadollahi, S.6    Stewart, W.F.7
  • 12
    • 0032906603 scopus 로고    scopus 로고
    • Representing information in patient reports using natural language processing and the extensible markup language
    • Friedman C., Hripcsak G., Shagina L., et al. Representing information in patient reports using natural language processing and the extensible markup language. J. Am. Med. Inform. Assoc. 1999, 6(1):76-87.
    • (1999) J. Am. Med. Inform. Assoc. , vol.6 , Issue.1 , pp. 76-87
    • Friedman, C.1    Hripcsak, G.2    Shagina, L.3
  • 13
    • 78149490620 scopus 로고    scopus 로고
    • Mayo clinical Text Analysis and Knowledge Extraction System (cTAKES): architecture, component evaluation and applications
    • Savova G.K., Masanz J.J., Ogren P.V., et al. Mayo clinical Text Analysis and Knowledge Extraction System (cTAKES): architecture, component evaluation and applications. J. Am. Med. Inform. Assoc. 2010, 17:507-513.
    • (2010) J. Am. Med. Inform. Assoc. , vol.17 , pp. 507-513
    • Savova, G.K.1    Masanz, J.J.2    Ogren, P.V.3
  • 14
    • 84872255188 scopus 로고    scopus 로고
    • Automated extraction of ejection fraction for quality measurement using regular expressions in Unstructured Information Management Architecture (UIMA) for heart failure
    • Garvin J.H., DuVall S.L., South B.R., et al. Automated extraction of ejection fraction for quality measurement using regular expressions in Unstructured Information Management Architecture (UIMA) for heart failure. J. Am. Med. Inform. Assoc. 2012, 10.1136/amiajnl-2011-000535.
    • (2012) J. Am. Med. Inform. Assoc.
    • Garvin, J.H.1    DuVall, S.L.2    South, B.R.3
  • 15
    • 80053292637 scopus 로고    scopus 로고
    • 2012 i2b2/VA challenge on concepts, assertions, and relations in clinical text
    • Uzuner Ö., South B.R., Shen S., DuVall S.L. 2012 i2b2/VA challenge on concepts, assertions, and relations in clinical text. J. Am. Med. Inform. Assoc. 2011, 18:554-556.
    • (2011) J. Am. Med. Inform. Assoc. , vol.18 , pp. 554-556
    • Uzuner, Ö.1    South, B.R.2    Shen, S.3    DuVall, S.L.4
  • 16
    • 80053285250 scopus 로고    scopus 로고
    • MITRE system for clinical assertion status classification
    • Clark C., Aberdeen J., Coarr M., et al. MITRE system for clinical assertion status classification. J. Am. Med. Inform. Assoc. 2011, 18:563-567.
    • (2011) J. Am. Med. Inform. Assoc. , vol.18 , pp. 563-567
    • Clark, C.1    Aberdeen, J.2    Coarr, M.3
  • 17
    • 36749043607 scopus 로고    scopus 로고
    • Identifying smokers with a medical extraction system
    • Clark C., Good K., Jezierny L., et al. Identifying smokers with a medical extraction system. J. Am. Med. Inform. Assoc. 2008, 15:36-39.
    • (2008) J. Am. Med. Inform. Assoc. , vol.15 , pp. 36-39
    • Clark, C.1    Good, K.2    Jezierny, L.3
  • 18
    • 80053241946 scopus 로고    scopus 로고
    • Machine-learned solutions for three stages of clinical information extraction: the state of the art at i2b2 2010
    • De Bruijn B., Cherry C., Kiritchenko S., et al. Machine-learned solutions for three stages of clinical information extraction: the state of the art at i2b2 2010. J. Am. Med. Inform. Assoc. 2011, 18:557-562.
    • (2011) J. Am. Med. Inform. Assoc. , vol.18 , pp. 557-562
    • De Bruijn, B.1    Cherry, C.2    Kiritchenko, S.3
  • 19
    • 77950477064 scopus 로고    scopus 로고
    • MedEx: a medication information extraction system for clinical narratives
    • Xu H., Stenner S.P., Doan S., et al. MedEx: a medication information extraction system for clinical narratives. J. Am. Med. Inform. Assoc. 2010, 17:19-24.
    • (2010) J. Am. Med. Inform. Assoc. , vol.17 , pp. 19-24
    • Xu, H.1    Stenner, S.P.2    Doan, S.3
  • 20
    • 80053268343 scopus 로고    scopus 로고
    • Using machine learning for concept extraction on clinical documents from multiple data sources
    • Torii M., Wagholikar K., Liu H. Using machine learning for concept extraction on clinical documents from multiple data sources. J. Am. Med. Inform. Assoc. 2011, 18:580-587.
    • (2011) J. Am. Med. Inform. Assoc. , vol.18 , pp. 580-587
    • Torii, M.1    Wagholikar, K.2    Liu, H.3
  • 21
    • 33644958054 scopus 로고    scopus 로고
    • Inductive creation of an annotation schema for manually indexing clinical conditions from emergency department reports
    • Chapman W.W., Dowling J.N. Inductive creation of an annotation schema for manually indexing clinical conditions from emergency department reports. J. Biomed. Inform. 2006, 39(2):196-208.
    • (2006) J. Biomed. Inform. , vol.39 , Issue.2 , pp. 196-208
    • Chapman, W.W.1    Dowling, J.N.2
  • 22
    • 37249010774 scopus 로고    scopus 로고
    • Evaluation of training with an annotation schema for manual annotation of clinical conditions from emergency department reports
    • Chapman W.W., Dowling J.N., Hripcsak G. Evaluation of training with an annotation schema for manual annotation of clinical conditions from emergency department reports. Int. J. Med. Inform. 2008, 77:107-113.
    • (2008) Int. J. Med. Inform. , vol.77 , pp. 107-113
    • Chapman, W.W.1    Dowling, J.N.2    Hripcsak, G.3
  • 23
    • 70349473063 scopus 로고    scopus 로고
    • Automatically extracting cancer disease characteristics from pathology reports into a Disease Knowledge Representation Model
    • Coden A., Savova G., Sominsky I., et al. Automatically extracting cancer disease characteristics from pathology reports into a Disease Knowledge Representation Model. J. Biomed. Inform. 2009, 42(5):937-949.
    • (2009) J. Biomed. Inform. , vol.42 , Issue.5 , pp. 937-949
    • Coden, A.1    Savova, G.2    Sominsky, I.3
  • 24
    • 84919453060 scopus 로고    scopus 로고
    • Use and Evaluation of the MIST Open-Source Deidentification Tool
    • GHRI-IT Poster Session, November.
    • D. Carrell, M. Currier, S. Halgrim, Use and Evaluation of the MIST Open-Source Deidentification Tool, GHRI-IT Poster Session, 2010, November.
    • (2010)
    • Carrell, D.1    Currier, M.2    Halgrim, S.3
  • 26
    • 84856960332 scopus 로고    scopus 로고
    • Detection of infectious symptoms from VA emergency department and primary care clinical documentation
    • Matheny M.E., FitzHenry F., Speroff T., et al. Detection of infectious symptoms from VA emergency department and primary care clinical documentation. Int. J. Med. Inform. 2012, 81:143-156.
    • (2012) Int. J. Med. Inform. , vol.81 , pp. 143-156
    • Matheny, M.E.1    FitzHenry, F.2    Speroff, T.3
  • 27
    • 77953635924 scopus 로고    scopus 로고
    • Prediction modeling using EHR data: challenges, strategies, and a comparison of machine learning approaches
    • Wu J., Roy J., Stewart W.F. Prediction modeling using EHR data: challenges, strategies, and a comparison of machine learning approaches. Med. Care 2010, 48(6):S106-S113.
    • (2010) Med. Care , vol.48 , Issue.6 , pp. S106-S113
    • Wu, J.1    Roy, J.2    Stewart, W.F.3
  • 29
    • 7444236194 scopus 로고    scopus 로고
    • UIMA: an architectural approach to unstructured information processing in the corporate research environment
    • Ferrucci D., Lally A. UIMA: an architectural approach to unstructured information processing in the corporate research environment. Nat. Lang. Eng. 2004, 10(3-4):327-348.
    • (2004) Nat. Lang. Eng. , vol.10 , Issue.3-4 , pp. 327-348
    • Ferrucci, D.1    Lally, A.2
  • 30
    • 84919453059 scopus 로고    scopus 로고
    • Apache UIMA, (December ).
    • Apache UIMA, (December 2012). http://uima.apache.org/.
    • (2012)
  • 31
    • 84919453058 scopus 로고    scopus 로고
    • TextSTAT - Simple Text Analysis Tool
    • TextSTAT - Simple Text Analysis Tool, http://neon.niederlandistik.fu-berlin.de/static/textstat/TextSTAT-Doku-EN.html.
  • 33
    • 0035741485 scopus 로고    scopus 로고
    • A simple algorithm for identifying negated findings and diseases in discharge summaries
    • Chapman W.W., Bridewell W., Hanbury P., et al. A simple algorithm for identifying negated findings and diseases in discharge summaries. J. Biomed. Inform. 2001, 34(5):301-310.
    • (2001) J. Biomed. Inform. , vol.34 , Issue.5 , pp. 301-310
    • Chapman, W.W.1    Bridewell, W.2    Hanbury, P.3
  • 34
    • 70349470770 scopus 로고    scopus 로고
    • ConText: an algorithm for determining negation, experiencer, and temporal status from clinical reports
    • Harkema H., Dowling J.N., Thornblade T., et al. ConText: an algorithm for determining negation, experiencer, and temporal status from clinical reports. J. Biomed. Inform. 2009, 42(5):839-851.
    • (2009) J. Biomed. Inform. , vol.42 , Issue.5 , pp. 839-851
    • Harkema, H.1    Dowling, J.N.2    Thornblade, T.3
  • 35
    • 0002235173 scopus 로고
    • A method of choosing multiway partitions for classification and decision trees
    • Biggs D., de Ville B., Suen E. A method of choosing multiway partitions for classification and decision trees. J. Appl. Stat. 1991, 18:49-62.
    • (1991) J. Appl. Stat. , vol.18 , pp. 49-62
    • Biggs, D.1    de Ville, B.2    Suen, E.3
  • 36
    • 84874205874 scopus 로고    scopus 로고
    • Qualitative analysis of workflow modifications used to generate the reference standard for the 2010 i2b2/VA challenge
    • South B.R., Shen S., Barrus R., DuVall S.L., Uzuner Ö., Weir C. Qualitative analysis of workflow modifications used to generate the reference standard for the 2010 i2b2/VA challenge. AMIA Annu. Symp. Proc. 2011, 2011:1243-1251.
    • (2011) AMIA Annu. Symp. Proc. , vol.2011 , pp. 1243-1251
    • South, B.R.1    Shen, S.2    Barrus, R.3    DuVall, S.L.4    Uzuner, Ö.5    Weir, C.6
  • 37
    • 84873165828 scopus 로고    scopus 로고
    • Efficiently scaling up crowdsourced video annotation
    • Vondrick C., Patterson D., Ramanan D. Efficiently scaling up crowdsourced video annotation. Int. J. Comp. Vision 2012, 100. 10.1007/s11263-012-0564-1.
    • (2012) Int. J. Comp. Vision , vol.100
    • Vondrick, C.1    Patterson, D.2    Ramanan, D.3
  • 38
    • 11244347221 scopus 로고    scopus 로고
    • Video collaborative annotation forum: establishing ground-truth labels on large multimedia datasets
    • Lin C.-Y., Tseng B.L., Smith J.R. Video collaborative annotation forum: establishing ground-truth labels on large multimedia datasets. Proceedings of the TRECVID 2003 Workshop 2003.
    • (2003) Proceedings of the TRECVID 2003 Workshop
    • Lin, C.-Y.1    Tseng, B.L.2    Smith, J.R.3
  • 40
    • 53249090182 scopus 로고    scopus 로고
    • ESC guidelines for the diagnosis and treatment of acute and chronic heart failure 2008
    • Dickstein K., Cohen-Solal A., Filippatos G., et al. ESC guidelines for the diagnosis and treatment of acute and chronic heart failure 2008. Eur. Heart J. 2008, 29:2388-2442. http://www.escardio.org/guidelines-surveys/esc-guidelines/GuidelinesDocuments/guidelines-HF-FT.pdf.
    • (2008) Eur. Heart J. , vol.29 , pp. 2388-2442
    • Dickstein, K.1    Cohen-Solal, A.2    Filippatos, G.3
  • 41
    • 84919453056 scopus 로고    scopus 로고
    • (December ).
    • (December 2012). http://www.medicalcriteria.com/.
    • (2012)


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