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Volumn 6, Issue 1, 2015, Pages

Development and validation of a classification approach for extracting severity automatically from electronic health records

Author keywords

Data mining; Electronic health records; Health status indicators; Outcome assessment (Health Care); Phenotype

Indexed keywords


EID: 84938797712     PISSN: None     EISSN: 20411480     Source Type: Journal    
DOI: 10.1186/s13326-015-0010-8     Document Type: Article
Times cited : (16)

References (43)
  • 1
    • 68249103874 scopus 로고    scopus 로고
    • Comparative effectiveness research: a report from the Institute of Medicine
    • Sox HC, Greenfield S. Comparative effectiveness research: a report from the Institute of Medicine. Ann Intern Med. 2009;151:203-5.
    • (2009) Ann Intern Med , vol.151 , pp. 203-205
    • Sox, H.C.1    Greenfield, S.2
  • 2
    • 78751688048 scopus 로고    scopus 로고
    • Advancing the science for active surveillance: rationale and design for the Observational Medical Outcomes Partnership
    • Stang PE, Ryan PB, Racoosin JA, Overhage JM, Hartzema AG, Reich C, et al. Advancing the science for active surveillance: rationale and design for the Observational Medical Outcomes Partnership. Ann Intern Med. 2010;153:600-6.
    • (2010) Ann Intern Med , vol.153 , pp. 600-606
    • Stang, P.E.1    Ryan, P.B.2    Racoosin, J.A.3    Overhage, J.M.4    Hartzema, A.G.5    Reich, C.6
  • 5
    • 84890536260 scopus 로고    scopus 로고
    • Defining a comprehensive verotype using electronic health records for personalized medicine
    • Boland MR, Hripcsak G, Shen Y, Chung WK, Weng C. Defining a comprehensive verotype using electronic health records for personalized medicine. J Am Med Inform Assoc. 2013;20:e232-8.
    • (2013) J Am Med Inform Assoc , vol.20 , pp. e232-e238
    • Boland, M.R.1    Hripcsak, G.2    Shen, Y.3    Chung, W.K.4    Weng, C.5
  • 6
    • 84871882786 scopus 로고    scopus 로고
    • Methods and dimensions of electronic health record data quality assessment: enabling reuse for clinical research
    • Weiskopf NG, Weng C. Methods and dimensions of electronic health record data quality assessment: enabling reuse for clinical research. J Am Med Inform Assoc. 2013;20:144-51.
    • (2013) J Am Med Inform Assoc , vol.20 , pp. 144-151
    • Weiskopf, N.G.1    Weng, C.2
  • 8
    • 84890520376 scopus 로고    scopus 로고
    • Correlating electronic health record concepts with healthcare process events
    • Hripcsak G, Albers DJ. Correlating electronic health record concepts with healthcare process events. J Am Med Inform Assoc. 2013;20:e311-8.
    • (2013) J Am Med Inform Assoc , vol.20 , pp. e311-e318
    • Hripcsak, G.1    Albers, D.J.2
  • 9
    • 84954358609 scopus 로고    scopus 로고
    • The Human Phenotype Ontology: a tool for annotating and analyzing human hereditary disease
    • Robinson PN, Köhler S, Bauer S, Seelow D, Horn D, Mundlos S. The Human Phenotype Ontology: a tool for annotating and analyzing human hereditary disease. Am J Hum Genet. 2008;83:610-5.
    • (2008) Am J Hum Genet , vol.83 , pp. 610-615
    • Robinson, P.N.1    Köhler, S.2    Bauer, S.3    Seelow, D.4    Horn, D.5    Mundlos, S.6
  • 10
    • 33744793443 scopus 로고    scopus 로고
    • Evaluation of the content coverage of SNOMED CT: ability of SNOMED clinical terms to represent clinical problem lists
    • North America: Elsevier
    • Elkin PL, Brown SH, Husser CS, Bauer BA, Wahner-Roedler D, Rosenbloom ST, et al. Evaluation of the content coverage of SNOMED CT: ability of SNOMED clinical terms to represent clinical problem lists. In: Mayo Clinic Proceedings. North America: Elsevier; 2006. p. 741-8.
    • (2006) Mayo Clinic Proceedings , pp. 741-748
    • Elkin, P.L.1    Brown, S.H.2    Husser, C.S.3    Bauer, B.A.4    Wahner-Roedler, D.5    Rosenbloom, S.T.6
  • 11
    • 0035753659 scopus 로고    scopus 로고
    • SNOMED clinical terms: overview of the development process and project status
    • Ann Arbor: American Medical Informatics Association
    • Stearns MQ, Price C, Spackman KA, Wang AY. SNOMED clinical terms: overview of the development process and project status. In: Proceedings of the AMIA Symposium. Ann Arbor: American Medical Informatics Association; 2001. p. 662.
    • (2001) Proceedings of the AMIA Symposium , pp. 662
    • Stearns, M.Q.1    Price, C.2    Spackman, K.A.3    Wang, A.Y.4
  • 13
    • 84890087368 scopus 로고    scopus 로고
    • Mining the ultimate phenome repository
    • Shah NH. Mining the ultimate phenome repository. Nat Biotechnol. 2013;31:1095-7.
    • (2013) Nat Biotechnol , vol.31 , pp. 1095-1097
    • Shah, N.H.1
  • 14
    • 0025062540 scopus 로고
    • THe importance of severity of illness in assessing hospital mortality
    • Green J, Wintfeld N, Sharkey P, Passman LJ. THe importance of severity of illness in assessing hospital mortality. JAMA. 1990;263:241-6.
    • (1990) JAMA , vol.263 , pp. 241-246
    • Green, J.1    Wintfeld, N.2    Sharkey, P.3    Passman, L.J.4
  • 15
    • 0042133222 scopus 로고    scopus 로고
    • Nail psoriasis severity index: a useful tool for evaluation of nail psoriasis
    • Rich P, Scher RK. Nail psoriasis severity index: a useful tool for evaluation of nail psoriasis. J Am Acad Dermatol. 2003;49:206-12.
    • (2003) J Am Acad Dermatol , vol.49 , pp. 206-212
    • Rich, P.1    Scher, R.K.2
  • 16
    • 0034913031 scopus 로고    scopus 로고
    • Validation of the Insomnia Severity Index as an outcome measure for insomnia research
    • Bastien CH, Vallières A, Morin CM. Validation of the Insomnia Severity Index as an outcome measure for insomnia research. Sleep Med. 2001;2:297-307.
    • (2001) Sleep Med , vol.2 , pp. 297-307
    • Bastien, C.H.1    Vallières, A.2    Morin, C.M.3
  • 19
    • 0022635509 scopus 로고
    • Reliability and validity of the severity of illness index
    • Horn SD, Horn RA. Reliability and validity of the severity of illness index. Med Care. 1986;24:159-78.
    • (1986) Med Care , vol.24 , pp. 159-178
    • Horn, S.D.1    Horn, R.A.2
  • 20
    • 84890448964 scopus 로고    scopus 로고
    • Don't take your EHR to heaven, donate it to science: legal and research policies for EHR post mortem
    • Huser V, Cimino JJ. Don't take your EHR to heaven, donate it to science: legal and research policies for EHR post mortem. J Am Med Inform Assoc. 2014;21:8-12.
    • (2014) J Am Med Inform Assoc , vol.21 , pp. 8-12
    • Huser, V.1    Cimino, J.J.2
  • 21
    • 84885147865 scopus 로고    scopus 로고
    • Temporal properties of diagnosis code time series in aggregate
    • Perotte A, Hripcsak G. Temporal properties of diagnosis code time series in aggregate. IEEE J Biomed Health Inform. 2013;17:477-83.
    • (2013) IEEE J Biomed Health Inform , vol.17 , pp. 477-483
    • Perotte, A.1    Hripcsak, G.2
  • 23
    • 84938817730 scopus 로고    scopus 로고
    • Classification-driven temporal discretization of multivariate time series
    • Moskovitch R, Shahar Y. Classification-driven temporal discretization of multivariate time series. Data Min Knowl Disc. 2014;1:43.
    • (2014) Data Min Knowl Disc , vol.1 , pp. 43
    • Moskovitch, R.1    Shahar, Y.2
  • 24
    • 84938819473 scopus 로고    scopus 로고
    • Fast time intervals mining using the transitivity of temporal relations
    • Moskovitch R, Shahar Y. Fast time intervals mining using the transitivity of temporal relations. Knowl Inf Syst. 2013;1:28.
    • (2013) Knowl Inf Syst , vol.1 , pp. 28
    • Moskovitch, R.1    Shahar, Y.2
  • 26
    • 84938794839 scopus 로고    scopus 로고
    • License for Use of Current Procedural Terminology, Four
    • Accessed 25 April 2014.
    • CMS. License for Use of Current Procedural Terminology, Four. http://www.cms.gov/apps/ama/license.asp?file=/physicianfeesched/downloads/cpepfiles022306.zip 2004, Accessed 25 April 2014.
    • (2004)
  • 27
    • 0042826822 scopus 로고    scopus 로고
    • Independent component analysis: algorithms and applications
    • Hyvärinen A, Oja E. Independent component analysis: algorithms and applications. Neural Netw. 2000;13:411-30.
    • (2000) Neural Netw , vol.13 , pp. 411-430
    • Hyvärinen, A.1    Oja, E.2
  • 28
    • 84871854103 scopus 로고    scopus 로고
    • Next-generation phenotyping of electronic health records
    • Hripcsak G, Albers DJ. Next-generation phenotyping of electronic health records. J Am Med Inform Assoc. 2013;20:117-21.
    • (2013) J Am Med Inform Assoc , vol.20 , pp. 117-121
    • Hripcsak, G.1    Albers, D.J.2
  • 29
    • 0001859044 scopus 로고
    • A technique for the measurement of attitudes
    • Likert R. A technique for the measurement of attitudes. Arch Psychol. 1932;140. http://www.worldcat.org/title/technique-for-the-measurement-of-attitudes/oclc/812060.
    • (1932) Arch Psychol , vol.140
    • Likert, R.1
  • 30
    • 58149412516 scopus 로고
    • Weighted kappa: nominal scale agreement with provision for scaled disagreement or partial credit
    • Cohen J. Weighted kappa: nominal scale agreement with provision for scaled disagreement or partial credit. Psychol Bull. 1968;70:213-20.
    • (1968) Psychol Bull , vol.70 , pp. 213-220
    • Cohen, J.1
  • 31
    • 77957937001 scopus 로고    scopus 로고
    • Package 'psych': Procedures for Psychological, Psychometric, and Personality Research (Version 1.4.4) [software]
    • Revelle W. Package 'psych': Procedures for Psychological, Psychometric, and Personality Research (Version 1.4.4) [software]. 2014. Available from http://cran.r-project.org/web/packages/psych/psych.pdf .
    • (2014)
    • Revelle, W.1
  • 32
    • 3343019470 scopus 로고
    • Measuring nominal scale agreement among many raters
    • Fleiss J. Measuring nominal scale agreement among many raters. Psychol Bull. 1971;76:378-82.
    • (1971) Psychol Bull , vol.76 , pp. 378-382
    • Fleiss, J.1
  • 34
    • 0345040873 scopus 로고    scopus 로고
    • Classification and Regression by randomForest
    • Liaw A, Wiener M. Classification and Regression by randomForest. R news. 2002;2:18-22.
    • (2002) R news , vol.2 , pp. 18-22
    • Liaw, A.1    Wiener, M.2
  • 36
    • 83655163679 scopus 로고    scopus 로고
    • Berkson's bias, selection bias, and missing data
    • Westreich D. Berkson's bias, selection bias, and missing data. Epidemiology (Cambridge, Mass). 2012;23:159.
    • (2012) Epidemiology (Cambridge, Mass) , vol.23 , pp. 159
    • Westreich, D.1
  • 37
    • 79959784714 scopus 로고    scopus 로고
    • Comparative Effectiveness Research and Patients with Multiple Chronic Conditions
    • Tinetti ME, Studenski SA. Comparative Effectiveness Research and Patients with Multiple Chronic Conditions. N Engl J Med. 2011;364(26):2478-81.
    • (2011) N Engl J Med , vol.364 , Issue.26 , pp. 2478-2481
    • Tinetti, M.E.1    Studenski, S.A.2
  • 40
    • 48749087616 scopus 로고    scopus 로고
    • A new severity score index for phenotypic classification and evaluation of responses to treatment in type I Gaucher disease
    • Di Rocco M, Giona F, Carubbi F, Linari S, Minichilli F, Brady RO, et al. A new severity score index for phenotypic classification and evaluation of responses to treatment in type I Gaucher disease. Haematologica. 2008;93:1211-8.
    • (2008) Haematologica , vol.93 , pp. 1211-1218
    • Di Rocco, M.1    Giona, F.2    Carubbi, F.3    Linari, S.4    Minichilli, F.5    Brady, R.O.6
  • 41
    • 79959592576 scopus 로고    scopus 로고
    • Discovering disease associations by integrating electronic clinical data and medical literature
    • Holmes AB, Hawson A, Liu F, Friedman C, Khiabanian H, Rabadan R. Discovering disease associations by integrating electronic clinical data and medical literature. PLoS One. 2011;6:e21132.
    • (2011) PLoS One , vol.6 , pp. e21132
    • Holmes, A.B.1    Hawson, A.2    Liu, F.3    Friedman, C.4    Khiabanian, H.5    Rabadan, R.6


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.