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Volumn 22, Issue 5, 2015, Pages 938-947

Automated methods for the summarization of electronic health records

Author keywords

Clinical summarization; Electronic health records; Missing data; Natural language processing; Semantic similarity; Temporality

Indexed keywords

ELECTRONIC MEDICAL RECORD; HUMAN; HUMAN COMPUTER INTERACTION; HUMAN EXPERIMENT; NATURAL LANGUAGE PROCESSING; PATIENT INFORMATION; WORKFLOW; INFORMATION RETRIEVAL; PROCEDURES;

EID: 84953342203     PISSN: 10675027     EISSN: 1527974X     Source Type: Journal    
DOI: 10.1093/jamia/ocv032     Document Type: Article
Times cited : (171)

References (117)
  • 1
    • 84880840165 scopus 로고    scopus 로고
    • A qualitative analysis of EHR clinical document synthesis by clinicians
    • Farri O, Pieckiewicz DS, Rahman AS, et al. A qualitative analysis of EHR clinical document synthesis by clinicians. AMIA Annu Symp Proc. 2012; 2012:1211-1220.
    • (2012) AMIA Annu Symp Proc , vol.2012 , pp. 1211-1220
    • Farri, O.1    Pieckiewicz, D.S.2    Rahman, A.S.3
  • 2
    • 0017181612 scopus 로고
    • Protocol-based computer reminders, the quality of care and the non-perfectability of man
    • McDonald CJ. Protocol-based computer reminders, the quality of care and the non-perfectability of man. N Engl J Med. 1976;295:1351.
    • (1976) N Engl J Med , vol.295 , pp. 1351
    • McDonald, C.J.1
  • 3
    • 84925283019 scopus 로고    scopus 로고
    • Use of internist's free time by ambulatory care electronic medical record systems
    • Published online September 8, 2014
    • McDonald CJ, Callaghan FM, Weissman A, et al. Use of internist's free time by ambulatory care electronic medical record systems. JAMA Intern Med. 2014. Published online September 8, 2014, doi:10.1001/jamainternmed.2014.4506.
    • (2014) JAMA Intern Med
    • McDonald, C.J.1    Callaghan, F.M.2    Weissman, A.3
  • 4
    • 79851516192 scopus 로고    scopus 로고
    • Cognitive performance-altering effects of electronic medical records: An application of the human factors paradigm for patient safety
    • Holden RJ. Cognitive performance-altering effects of electronic medical records: An application of the human factors paradigm for patient safety. Cogn Technol Work Online. 2011;13:11-29.
    • (2011) Cogn Technol Work Online , vol.13 , pp. 11-29
    • Holden, R.J.1
  • 6
    • 44049096304 scopus 로고    scopus 로고
    • Instant availability of patient records, but diminished availability of patient information: a multi-method study of GP's use of electronic patient records
    • Christensen T, Grimsmo A. Instant availability of patient records, but diminished availability of patient information: a multi-method study of GP's use of electronic patient records. BMC Med Inform Decis Mak. 2008;8:12.
    • (2008) BMC Med Inform Decis Mak , vol.8 , pp. 12
    • Christensen, T.1    Grimsmo, A.2
  • 7
    • 77950257286 scopus 로고    scopus 로고
    • Can electronic clinical documentation help prevent diagnostic errors?
    • SchiffGD, Bates DW. Can electronic clinical documentation help prevent diagnostic errors? N Engl J Med. 2010;362:1066-1069.
    • (2010) N Engl J Med , vol.362 , pp. 1066-1069
    • Schiff, G.D.1    Bates, D.W.2
  • 8
    • 84873874798 scopus 로고    scopus 로고
    • Clinical summarization capabilities of commercially-available and internally-developed electronic health records
    • Laxmisan A, McCoy AB, Wright A, et al. Clinical summarization capabilities of commercially-available and internally-developed electronic health records. Appl Clin Inform. 2012;3:80-93.
    • (2012) Appl Clin Inform , vol.3 , pp. 80-93
    • Laxmisan, A.1    McCoy, A.B.2    Wright, A.3
  • 9
    • 73949141184 scopus 로고    scopus 로고
    • Content and structure of clinical problem lists: a corpus analysis
    • Van Vleck TT, Wilcox A, Stetson PD, et al. Content and structure of clinical problem lists: a corpus analysis. AMIA Annu Symp Proc. 2008;2008: 753-757.
    • (2008) AMIA Annu Symp Proc , vol.2008 , pp. 753-757
    • Van Vleck, T.T.1    Wilcox, A.2    Stetson, P.D.3
  • 10
    • 84964886223 scopus 로고    scopus 로고
    • Managing the flood of codes: maintaining patient problem lists in the era of meaningful use and ICD10
    • Rosenbloom ST, Shultz AW. Managing the flood of codes: maintaining patient problem lists in the era of meaningful use and ICD10. AMIA Annu Symp Proc. 2012;2012:8-10.
    • (2012) AMIA Annu Symp Proc , vol.2012 , pp. 8-10
    • Rosenbloom, S.T.1    Shultz, A.W.2
  • 11
    • 0027939661 scopus 로고
    • Graphical summary of patient status
    • Powsner SM, Tufte ER. Graphical summary of patient status. The Lancet. 1994;344:386-389.
    • (1994) The Lancet , vol.344 , pp. 386-389
    • Powsner, S.M.1    Tufte, E.R.2
  • 12
    • 0033875514 scopus 로고    scopus 로고
    • Computer decision support systems
    • Payne TH. Computer decision support systems. Chest. 2000;118:47S-52S.
    • (2000) Chest , vol.118 , pp. 47S-52S
    • Payne, T.H.1
  • 13
    • 79960563160 scopus 로고    scopus 로고
    • Summarization of clinical information: a conceptual model
    • Feblowitz JC, Wright A, Singh H, et al. Summarization of clinical information: a conceptual model. J Biomed Inform. 2011;44:688-699.
    • (2011) J Biomed Inform , vol.44 , pp. 688-699
    • Feblowitz, J.C.1    Wright, A.2    Singh, H.3
  • 14
    • 0004804277 scopus 로고
    • Understanding and summarization
    • Alterman R. Understanding and summarization. Artif Intell Rev. 1991;5: 239-254.
    • (1991) Artif Intell Rev , vol.5 , pp. 239-254
    • Alterman, R.1
  • 15
    • 84887862511 scopus 로고    scopus 로고
    • Introduction to the special issue on summarization
    • Radev DR, Hovy E, McKeown K. Introduction to the special issue on summarization. Comput Linguist. 2002;28:399-408.
    • (2002) Comput Linguist , vol.28 , pp. 399-408
    • Radev, D.R.1    Hovy, E.2    McKeown, K.3
  • 18
    • 84919846379 scopus 로고    scopus 로고
    • Text summarization in the biomedical domain: a systematic review of recent research
    • Published online July 10, 2014
    • Mishra R, Bian J, Fiszman M, et al. Text summarization in the biomedical domain: a systematic review of recent research. J Biomed Inform. 2014. Published online July 10, 2014, doi:10.1016/j.jbi.2014.06.009.
    • (2014) J Biomed Inform
    • Mishra, R.1    Bian, J.2    Fiszman, M.3
  • 20
    • 84877897011 scopus 로고    scopus 로고
    • Interactive information visualization to explore and query electronic health records: a systematic review
    • Rind A, Wang TD, Aigner W, et al. Interactive information visualization to explore and query electronic health records: a systematic review. Foundations Trends Hum-Comput Interact. 2013;5:207-298.
    • (2013) Foundations Trends Hum-Comput Interact , vol.5 , pp. 207-298
    • Rind, A.1    Wang, T.D.2    Aigner, W.3
  • 21
    • 84940374669 scopus 로고    scopus 로고
    • Innovative information visualization of electronic health record data: a systematic review
    • Published online October 21, 2014
    • West VL, Borland D, Hammond WE. Innovative information visualization of electronic health record data: a systematic review. J Am Med Inform Assoc 2014. Published online October 21, 2014, doi:10.1136/amiajnl-2014-002955.
    • (2014) J Am Med Inform Assoc
    • West, V.L.1    Borland, D.2    Hammond, W.E.3
  • 22
    • 0018764874 scopus 로고
    • The impact of a computerized medical record summary system on incidence and length of hospitalization
    • Rogers JL, Haring OM. The impact of a computerized medical record summary system on incidence and length of hospitalization. Med Care. 1979; 17:618-630.
    • (1979) Med Care , vol.17 , pp. 618-630
    • Rogers, J.L.1    Haring, O.M.2
  • 23
    • 84857778928 scopus 로고    scopus 로고
    • CliniViewer: a tool for viewing electronic medical records based on natural language processing and XML
    • Liu H, Friedman C. CliniViewer: a tool for viewing electronic medical records based on natural language processing and XML. Stud Health Technol Inform. 2004;107:639-643.
    • (2004) Stud Health Technol Inform , vol.107 , pp. 639-643
    • Liu, H.1    Friedman, C.2
  • 24
    • 34248363374 scopus 로고    scopus 로고
    • Mining a clinical data warehouse to discover disease-finding associations using co-occurrence statistics
    • Cao H, Markatou M, Melton GB, et al. Mining a clinical data warehouse to discover disease-finding associations using co-occurrence statistics. AMIA Annu Symp Proc. 2005;2005:106-110.
    • (2005) AMIA Annu Symp Proc , vol.2005 , pp. 106-110
    • Cao, H.1    Markatou, M.2    Melton, G.B.3
  • 25
    • 85100498512 scopus 로고    scopus 로고
    • Health care transformation through collaboration on open-source informatics projects: integrating a medical applications platform, research data repository, and patient summarization
    • Klann JG, McCoy AB, Wright A, et al. Health care transformation through collaboration on open-source informatics projects: integrating a medical applications platform, research data repository, and patient summarization. Interact J Med Res. 2013;2:e11.
    • (2013) Interact J Med Res , vol.2
    • Klann, J.G.1    McCoy, A.B.2    Wright, A.3
  • 30
    • 0032254512 scopus 로고    scopus 로고
    • LifeLines: using visualization to enhance navigation and analysis of patient records
    • Plaisant C, Mushlin R, Snyder A, et al. LifeLines: using visualization to enhance navigation and analysis of patient records. Proc AMIA Annu Symp. 1998;1998:76-80.
    • (1998) Proc AMIA Annu Symp , vol.1998 , pp. 76-80
    • Plaisant, C.1    Mushlin, R.2    Snyder, A.3
  • 31
    • 0028403632 scopus 로고
    • A general natural-language text processor for clinical radiology
    • Friedman C, Alderson PO, Austin JH, et al. A general natural-language text processor for clinical radiology. J Am Med Inform Assoc. 1994;1:161-174.
    • (1994) J Am Med Inform Assoc , vol.1 , pp. 161-174
    • Friedman, C.1    Alderson, P.O.2    Austin, J.H.3
  • 32
    • 33846638727 scopus 로고    scopus 로고
    • Use and impact of a computer-generated patient summary worksheet for primary care
    • Wilcox AB, Jones SS, Dorr DA, et al. Use and impact of a computer-generated patient summary worksheet for primary care. AMIA Annu Symp Proc. 2005;2005:824-828.
    • (2005) AMIA Annu Symp Proc , vol.2005 , pp. 824-828
    • Wilcox, A.B.1    Jones, S.S.2    Dorr, D.A.3
  • 36
    • 33750624043 scopus 로고    scopus 로고
    • Distributed, intelligent, interactive visualization and exploration of time-oriented clinical data and their abstractions
    • Shahar Y, Goren-Bar D, Boaz D, et al. Distributed, intelligent, interactive visualization and exploration of time-oriented clinical data and their abstractions. Artif Intell Med. 2006;38:115-135.
    • (2006) Artif Intell Med , vol.38 , pp. 115-135
    • Shahar, Y.1    Goren-Bar, D.2    Boaz, D.3
  • 37
    • 73949113634 scopus 로고    scopus 로고
    • Summarising complex ICU data in natural language
    • Hunter J, Freer Y, Gatt A, et al. Summarising complex ICU data in natural language. AMIA Annu Symp Proc. 2008;323-327.
    • (2008) AMIA Annu Symp Proc , pp. 323-327
    • Hunter, J.1    Freer, Y.2    Gatt, A.3
  • 38
    • 77950154444 scopus 로고    scopus 로고
    • When a graph is poorer than 100 words: A comparison of computerised natural language generation, human generated descriptions and graphical displays in neonatal intensive care
    • Van der Meulen M, Logie RH, Freer Y, et al. When a graph is poorer than 100 words: A comparison of computerised natural language generation, human generated descriptions and graphical displays in neonatal intensive care. Appl Cogn Psychol. 2010;24:77-89.
    • (2010) Appl Cogn Psychol , vol.24 , pp. 77-89
    • Van der Meulen, M.1    Logie, R.H.2    Freer, Y.3
  • 39
    • 74149090850 scopus 로고    scopus 로고
    • Creation and evaluation of EMR-based paper clinical summaries to support HIV-care in Uganda, Africa
    • Were MC, Shen C, Bwana M, et al. Creation and evaluation of EMR-based paper clinical summaries to support HIV-care in Uganda, Africa. Int J Med Inf. 2010;79:90-96.
    • (2010) Int J Med Inf , vol.79 , pp. 90-96
    • Were, M.C.1    Shen, C.2    Bwana, M.3
  • 41
    • 66149124538 scopus 로고    scopus 로고
    • Informatics in radiology: problem-centric organization and visualization of patient imaging and clinical data
    • Bashyam V, Hsu W, Watt E, et al. Informatics in radiology: problem-centric organization and visualization of patient imaging and clinical data. Radiographics. 2009;29:331-343.
    • (2009) Radiographics , vol.29 , pp. 331-343
    • Bashyam, V.1    Hsu, W.2    Watt, E.3
  • 45
    • 84874207928 scopus 로고    scopus 로고
    • Evaluating measures of redundancy in clinical texts
    • Zhang R, Pakhomov S, McInnes BT, et al. Evaluating measures of redundancy in clinical texts. AMIA Annu Symp Proc. 2011;2011: 1612-1620.
    • (2011) AMIA Annu Symp Proc , vol.2011 , pp. 1612-1620
    • Zhang, R.1    Pakhomov, S.2    McInnes, B.T.3
  • 46
    • 33646823639 scopus 로고    scopus 로고
    • Copy-and-paste
    • Hirschtick RE. Copy-and-paste. JAMA. 2006;295:2335-2336.
    • (2006) JAMA , vol.295 , pp. 2335-2336
    • Hirschtick, R.E.1
  • 47
    • 84873380716 scopus 로고    scopus 로고
    • Prevalence of copied information by attendings and residents in critical care progress notes
    • Thornton JD, Schold JD, Venkateshaiah L, et al. Prevalence of copied information by attendings and residents in critical care progress notes. Crit Care Med. 2013;41:382-388.
    • (2013) Crit Care Med , vol.41 , pp. 382-388
    • Thornton, J.D.1    Schold, J.D.2    Venkateshaiah, L.3
  • 48
    • 77950510560 scopus 로고    scopus 로고
    • Quantifying clinical narrative redundancy in an electronic health record
    • Wrenn JO, Stein DM, Bakken S, et al. Quantifying clinical narrative redundancy in an electronic health record. JAMIA. 2010;17:49-53.
    • (2010) JAMIA , vol.17 , pp. 49-53
    • Wrenn, J.O.1    Stein, D.M.2    Bakken, S.3
  • 49
    • 84872199113 scopus 로고    scopus 로고
    • Redundancy in electronic health record corpora: analysis, impact on text mining performance and mitigation strategies
    • Cohen R, Elhadad M, Elhadad N. Redundancy in electronic health record corpora: analysis, impact on text mining performance and mitigation strategies. BMC Bioinformatics. 2013;14:10.
    • (2013) BMC Bioinformatics , vol.14 , pp. 10
    • Cohen, R.1    Elhadad, M.2    Elhadad, N.3
  • 50
    • 84858137298 scopus 로고    scopus 로고
    • Context-based electronic health record: toward patient specific healthcare
    • Hsu W, Taira RK, El-Saden S, et al. Context-based electronic health record: toward patient specific healthcare. IEEE Trans Inf Technol Biomed. 2012; 16:228-234.
    • (2012) IEEE Trans Inf Technol Biomed , vol.16 , pp. 228-234
    • Hsu, W.1    Taira, R.K.2    El-Saden, S.3
  • 52
    • 34248172904 scopus 로고    scopus 로고
    • Measures of semantic similarity and relatedness in the biomedical domain
    • Pedersen T, Pakhomov S, Patwardhan S, et al. Measures of semantic similarity and relatedness in the biomedical domain. J Biomed Inform. 2007; 40:288-299.
    • (2007) J Biomed Inform , vol.40 , pp. 288-299
    • Pedersen, T.1    Pakhomov, S.2    Patwardhan, S.3
  • 54
    • 84861846015 scopus 로고    scopus 로고
    • A hybrid knowledge-based and data-driven approach to identifying semantically similar concepts
    • Pivovarov R, Elhadad N. A hybrid knowledge-based and data-driven approach to identifying semantically similar concepts. J Biomed Inform. 2012;45:471-481.
    • (2012) J Biomed Inform , vol.45 , pp. 471-481
    • Pivovarov, R.1    Elhadad, N.2
  • 56
    • 84895802181 scopus 로고    scopus 로고
    • Redundancy-aware topic modeling for patient record notes
    • Cohen R, Aviram I, Elhadad M, et al. Redundancy-aware topic modeling for patient record notes. PLoS One. 2014;9:e87555.
    • (2014) PLoS One , vol.9
    • Cohen, R.1    Aviram, I.2    Elhadad, M.3
  • 57
    • 77957887924 scopus 로고    scopus 로고
    • A survey of paraphrasing and textual entailment methods
    • Androutsopoulos I, Malakasiotis P. A survey of paraphrasing and textual entailment methods. J Artif Intell Res. 2010;38:135-187.
    • (2010) J Artif Intell Res , vol.38 , pp. 135-187
    • Androutsopoulos, I.1    Malakasiotis, P.2
  • 58
    • 77953546673 scopus 로고    scopus 로고
    • Recognizing textual entailment: rational, evaluation and approaches-erratum
    • Dagan I, Dolan B, Magnini B, et al. Recognizing textual entailment: rational, evaluation and approaches-erratum. Nat Lang Eng. 2010;16:105.
    • (2010) Nat Lang Eng , vol.16 , pp. 105
    • Dagan, I.1    Dolan, B.2    Magnini, B.3
  • 59
    • 49149123167 scopus 로고    scopus 로고
    • Kinds of contexts and their impact on semantic similarity measurement
    • Janowicz K. Kinds of contexts and their impact on semantic similarity measurement. Sixth IEEE Int Conf on Perv Comp and Comm. 2008;2008: 441-446.
    • (2008) Sixth IEEE Int Conf on Perv Comp and Comm , vol.2008 , pp. 441-446
    • Janowicz, K.1
  • 60
    • 0016280504 scopus 로고
    • Alternatives in medical record formats
    • Fries JF. Alternatives in medical record formats. Med Care. 1974;12: 871-881.
    • (1974) Med Care , vol.12 , pp. 871-881
    • Fries, J.F.1
  • 61
    • 0026409674 scopus 로고
    • The visual display of temporal information
    • Cousins SB, Kahn MG. The visual display of temporal information. Artif Intell Med. 1991;3:341-57.
    • (1991) Artif Intell Med , vol.3 , pp. 341-357
    • Cousins, S.B.1    Kahn, M.G.2
  • 62
    • 84858248355 scopus 로고    scopus 로고
    • Leveraging electronic health records to support chronic disease management: the need for temporal data views
    • Samal L, Wright A, Wong BT, et al. Leveraging electronic health records to support chronic disease management: the need for temporal data views. Inform Prim Care. 2011;19:65-74.
    • (2011) Inform Prim Care , vol.19 , pp. 65-74
    • Samal, L.1    Wright, A.2    Wong, B.T.3
  • 63
    • 33847640080 scopus 로고    scopus 로고
    • Temporal reasoning with medical data-a review with emphasis on medical natural language processing
    • Zhou L, Hripcsak G. Temporal reasoning with medical data-a review with emphasis on medical natural language processing. J Biomed Inform. 2007;40:183-202.
    • (2007) J Biomed Inform , vol.40 , pp. 183-202
    • Zhou, L.1    Hripcsak, G.2
  • 64
    • 84882789532 scopus 로고    scopus 로고
    • Temporal reasoning over clinical text: the state of the art
    • Sun W, Rumshisky A, UzunerÖ. Temporal reasoning over clinical text: the state of the art. J Am Med Inform Assoc. 2013;20:814-819.
    • (2013) J Am Med Inform Assoc , vol.20 , pp. 814-819
    • Sun, W.1    Rumshisky, A.2    Uzuner, Ö.3
  • 65
    • 84906315639 scopus 로고    scopus 로고
    • Patient-level temporal aggregation for textbased asthma status ascertainment
    • Wu ST, Juhn YJ, Sohn S, et al. Patient-level temporal aggregation for textbased asthma status ascertainment. J Am Med Inform Assoc. 2014;21: 876-884.
    • (2014) J Am Med Inform Assoc , vol.21 , pp. 876-884
    • Wu, S.T.1    Juhn, Y.J.2    Sohn, S.3
  • 66
    • 0034790170 scopus 로고    scopus 로고
    • Temporal summaries of new topics
    • Allan J, Gupta R, Khandelwal V. Temporal summaries of new topics. SIGIR. 2001;2001:10-18.
    • (2001) SIGIR , vol.2001 , pp. 10-18
    • Allan, J.1    Gupta, R.2    Khandelwal, V.3
  • 67
    • 0030665708 scopus 로고    scopus 로고
    • Temporal reasoning and temporal data maintenance in medicine: issues and challenges
    • Combi C, Shahar Y. Temporal reasoning and temporal data maintenance in medicine: issues and challenges. Comput Biol Med. 1997;27: 353-368.
    • (1997) Comput Biol Med , vol.27 , pp. 353-368
    • Combi, C.1    Shahar, Y.2
  • 68
    • 0036756222 scopus 로고    scopus 로고
    • Uniqueness of medical data mining
    • Cios KJ, Moore GW. Uniqueness of medical data mining. Artif Intell Med. 2002;26:1-24.
    • (2002) Artif Intell Med , vol.26 , pp. 1-24
    • Cios, K.J.1    Moore, G.W.2
  • 70
    • 79951501657 scopus 로고    scopus 로고
    • Towards temporal relation discovery from the clinical narrative
    • Savova G, Bethard S, Styler W, et al. Towards temporal relation discovery from the clinical narrative. AMIA Annu Symp Proc. 2009;2009:568-572.
    • (2009) AMIA Annu Symp Proc , vol.2009 , pp. 568-572
    • Savova, G.1    Bethard, S.2    Styler, W.3
  • 71
    • 60549091164 scopus 로고    scopus 로고
    • Using empiric semantic correlation to interpret temporal assertions in clinical texts
    • Hripcsak G, Elhadad N, Chen Y-H, et al. Using empiric semantic correlation to interpret temporal assertions in clinical texts. J Am Med Inform Assoc. 2009;16:220-227.
    • (2009) J Am Med Inform Assoc , vol.16 , pp. 220-227
    • Hripcsak, G.1    Elhadad, N.2    Chen, Y.-H.3
  • 72
    • 84969311054 scopus 로고    scopus 로고
    • Clinical threading: problem-oriented visual summaries of clinical data
    • Sonnenberg FA, Liu B, Feinberg JE, et al. Clinical threading: problem-oriented visual summaries of clinical data. AMIA Annu Symp Proc. 2012;353: 2433-2441.
    • (2012) AMIA Annu Symp Proc , vol.353 , pp. 2433-2441
    • Sonnenberg, F.A.1    Liu, B.2    Feinberg, J.E.3
  • 73
    • 85105317338 scopus 로고    scopus 로고
    • Building timelines from narrative clinical records: initial results based-on deep natural language understanding
    • Jung H, Allen J, Blaylock N, et al. Building timelines from narrative clinical records: initial results based-on deep natural language understanding. Proceedings of BioNLP. 2011;2011:146-154.
    • (2011) Proceedings of BioNLP , vol.2011 , pp. 146-154
    • Jung, H.1    Allen, J.2    Blaylock, N.3
  • 74
    • 84906931459 scopus 로고    scopus 로고
    • Cross-narrative temporal ordering of medical events
    • Raghavan P, Fosler-Lussier E, Elhadad N, et al. Cross-narrative temporal ordering of medical events. ACL. 2014;2014:998-1008.
    • (2014) ACL , vol.2014 , pp. 998-1008
    • Raghavan, P.1    Fosler-Lussier, E.2    Elhadad, N.3
  • 75
    • 77951633813 scopus 로고    scopus 로고
    • Intelligent visualization and exploration of time-oriented data of multiple patients
    • Klimov D, Shahar Y, Taieb-Maimon M. Intelligent visualization and exploration of time-oriented data of multiple patients. Artif Intell Med. 2010;49: 11-31.
    • (2010) Artif Intell Med , vol.49 , pp. 11-31
    • Klimov, D.1    Shahar, Y.2    Taieb-Maimon, M.3
  • 76
    • 36749096690 scopus 로고    scopus 로고
    • The evaluation of a temporal reasoning system in processing clinical discharge summaries
    • Zhou L, Parsons S, Hripcsak G. The evaluation of a temporal reasoning system in processing clinical discharge summaries. J Am Med Inform Assoc. 2008;15:99.
    • (2008) J Am Med Inform Assoc , vol.15 , pp. 99
    • Zhou, L.1    Parsons, S.2    Hripcsak, G.3
  • 78
    • 33746068696 scopus 로고    scopus 로고
    • A primer on the use of modern missing-data methods in psychosomatic medicine research
    • Enders CK. A primer on the use of modern missing-data methods in psychosomatic medicine research. Psychosom Med. 2006;68:427-436.
    • (2006) Psychosom Med , vol.68 , pp. 427-436
    • Enders, C.K.1
  • 79
    • 37849052351 scopus 로고    scopus 로고
    • Exploiting missing clinical data in Bayesian network modeling for predicting medical problems
    • Lin J-H, Haug PJ. Exploiting missing clinical data in Bayesian network modeling for predicting medical problems. J Biomed Inform. 2008;41: 1-14.
    • (2008) J Biomed Inform , vol.41 , pp. 1-14
    • Lin, J.-H.1    Haug, P.J.2
  • 80
    • 84908039923 scopus 로고    scopus 로고
    • Identifying and mitigating biases in EHR laboratory tests
    • Pivovarov R, Albers DJ, Sepulveda JL, et al. Identifying and mitigating biases in EHR laboratory tests. J Biomed Inform. 2014;51:24-34.
    • (2014) J Biomed Inform , vol.51 , pp. 24-34
    • Pivovarov, R.1    Albers, D.J.2    Sepulveda, J.L.3
  • 82
    • 84878429567 scopus 로고    scopus 로고
    • Extracting physician group intelligence from electronic health records to support evidence based medicine
    • Weber GM, Kohane IS. Extracting physician group intelligence from electronic health records to support evidence based medicine. PLoS ONE. 2013;8:e64933.
    • (2013) PLoS ONE , vol.8
    • Weber, G.M.1    Kohane, I.S.2
  • 83
    • 84983085298 scopus 로고    scopus 로고
    • Corpus-based problem selection for EHR note summarization
    • Van Vleck TT, Elhadad N. Corpus-based problem selection for EHR note summarization. AMIA Annu Symp Proc. 2010;2010:817-821.
    • (2010) AMIA Annu Symp Proc , vol.2010 , pp. 817-821
    • Van Vleck, T.T.1    Elhadad, N.2
  • 84
    • 78650960109 scopus 로고    scopus 로고
    • Modeling the information-value decay of medical problems for problem list maintenance
    • Klann JG, Schadow G. Modeling the information-value decay of medical problems for problem list maintenance. ACM IHI. 2010;2010: 371-375.
    • (2010) ACM IHI , vol.2010 , pp. 371-375
    • Klann, J.G.1    Schadow, G.2
  • 85
    • 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 Heal Inform. 2013;17:477-483.
    • (2013) IEEE J Biomed Heal Inform , vol.17 , pp. 477-483
    • Perotte, A.1    Hripcsak, G.2
  • 87
    • 84858224828 scopus 로고    scopus 로고
    • Data-modelling and visualisation in chronic kidney disease (CKD): a step towards personalised medicine
    • Poh N, de Lusignan S. Data-modelling and visualisation in chronic kidney disease (CKD): a step towards personalised medicine. Inform Prim Care. 2011;19:57-63.
    • (2011) Inform Prim Care , vol.19 , pp. 57-63
    • Poh, N.1    de Lusignan, S.2
  • 88
    • 0000880768 scopus 로고
    • The automatic creation of literature abstracts
    • Luhn HP. The automatic creation of literature abstracts. IBM J Res Dev. 1958;2:159-165.
    • (1958) IBM J Res Dev , vol.2 , pp. 159-165
    • Luhn, H.P.1
  • 89
    • 84953744816 scopus 로고
    • A statistical interpretation of term specificity and its application in retrieval
    • Jones KS. A statistical interpretation of term specificity and its application in retrieval. J Doc. 1972;28:11-21.
    • (1972) J Doc , vol.28 , pp. 11-21
    • Jones, K.S.1
  • 90
    • 84945708920 scopus 로고
    • New methods in automatic extracting
    • Edmundson HP. New methods in automatic extracting. JACM. 1969;16: 264-285.
    • (1969) JACM , vol.16 , pp. 264-285
    • Edmundson, H.P.1
  • 91
    • 0001238973 scopus 로고    scopus 로고
    • From discourse structures to text summaries
    • Marcu D. From discourse structures to text summaries. ACL. 1997;97: 82-88.
    • (1997) ACL , vol.97 , pp. 82-88
    • Marcu, D.1
  • 92
    • 0012982009 scopus 로고    scopus 로고
    • Centroid-based summarization of multiple documents: sentence extraction, utility-based evaluation, and user studies
    • Radev DR, Jing H, Budzikowska M. Centroid-based summarization of multiple documents: sentence extraction, utility-based evaluation, and user studies. ANLP/NAACL Workshop on Summarization. 2000;21-30.
    • (2000) ANLP/NAACL Workshop on Summarization , pp. 21-30
    • Radev, D.R.1    Jing, H.2    Budzikowska, M.3
  • 93
    • 27344433526 scopus 로고    scopus 로고
    • LexRank: Graph-based lexical centrality as salience in text summarization
    • Erkan G, Radev DR. LexRank: Graph-based lexical centrality as salience in text summarization. J Artif Intell Res. 2004;22:457-479.
    • (2004) J Artif Intell Res , vol.22 , pp. 457-479
    • Erkan, G.1    Radev, D.R.2
  • 94
    • 85029434098 scopus 로고    scopus 로고
    • Catching the drift: probabilistic content models, with applications to generation and summarization
    • Barzilay R, Lee L. Catching the drift: probabilistic content models, with applications to generation and summarization. Proc HLT-NAACL. 2004; 113-120.
    • (2004) Proc HLT-NAACL , pp. 113-120
    • Barzilay, R.1    Lee, L.2
  • 95
    • 84996499462 scopus 로고    scopus 로고
    • DualSum: a topic-model based approach for update summarization
    • Delort J-Y, Alfonseca E. DualSum: a topic-model based approach for update summarization. ACL. 2012:214-223.
    • (2012) ACL , pp. 214-223
    • Delort, J.-Y.1    Alfonseca, E.2
  • 96
    • 0347210458 scopus 로고    scopus 로고
    • Puya: a method of attracting attention to relevant physical findings
    • De Estrada WD, Murphy S, Barnett GO. Puya: a method of attracting attention to relevant physical findings. AMIA Annu Symp Proc. 1997;1997: 509-513.
    • (1997) AMIA Annu Symp Proc , vol.1997 , pp. 509-513
    • De Estrada, W.D.1    Murphy, S.2    Barnett, G.O.3
  • 97
    • 84857713969 scopus 로고    scopus 로고
    • Automated identification of relevant new information in clinical narrative
    • Zhang R, Pakhomov S, Melton GB. Automated identification of relevant new information in clinical narrative. 2nd ACM IGHIT Symp Proc. 2012; 2012:837-842.
    • (2012) 2nd ACM IGHIT Symp Proc , vol.2012 , pp. 837-842
    • Zhang, R.1    Pakhomov, S.2    Melton, G.B.3
  • 98
    • 84907973723 scopus 로고    scopus 로고
    • Longitudinal analysis of new information types in clinical notes
    • Zhang R, Pakhomov S, Melton G. Longitudinal analysis of new information types in clinical notes. AMIA CRI. 2014;2014:1-6.
    • (2014) AMIA CRI , vol.2014 , pp. 1-6
    • Zhang, R.1    Pakhomov, S.2    Melton, G.3
  • 99
    • 84884472443 scopus 로고    scopus 로고
    • Impact of a prototype visualization tool for new information in EHR clinical documents
    • Farri O, Rahman A, Monsen KA, et al. Impact of a prototype visualization tool for new information in EHR clinical documents. Appl Clin Inform. 2012; 3:404-418.
    • (2012) Appl Clin Inform , vol.3 , pp. 404-418
    • Farri, O.1    Rahman, A.2    Monsen, K.A.3
  • 100
    • 85013202438 scopus 로고    scopus 로고
    • Evaluating content selection in summarization: the pyramid method
    • Nenkova A, Passonneau RJ. Evaluating content selection in summarization: the pyramid method. Proc of HLT-NAACL. 2004;4:145-152.
    • (2004) Proc of HLT-NAACL , vol.4 , pp. 145-152
    • Nenkova, A.1    Passonneau, R.J.2
  • 102
    • 84890479944 scopus 로고    scopus 로고
    • Electronic health records-driven phenotyping: challenges, recent advances, and perspectives
    • Pathak J, Kho AN, Denny JC. Electronic health records-driven phenotyping: challenges, recent advances, and perspectives. J Am Med Inform Assoc. 2013;20:e206-e211.
    • (2013) J Am Med Inform Assoc , vol.20 , pp. e206-e211
    • Pathak, J.1    Kho, A.N.2    Denny, J.C.3
  • 103
    • 67849128700 scopus 로고    scopus 로고
    • BioPortal: ontologies and integrated data resources at the click of a mouse
    • Noy NF, Shah NH, Whetzel PL, et al. BioPortal: ontologies and integrated data resources at the click of a mouse. Nucleic Acids Res. 2009;37: W170-W173.
    • (2009) Nucleic Acids Res , vol.37 , pp. W170-W173
    • Noy, N.F.1    Shah, N.H.2    Whetzel, P.L.3
  • 104
    • 84878182653 scopus 로고    scopus 로고
    • Applications of ontology design patterns in biomedical ontologies
    • Mortensen JM, Horridge M, Musen MA, et al. Applications of ontology design patterns in biomedical ontologies. AMIA Annu Symp Proc. 2012;2012: 643-652.
    • (2012) AMIA Annu Symp Proc , vol.2012 , pp. 643-652
    • Mortensen, J.M.1    Horridge, M.2    Musen, M.A.3
  • 105
    • 84883821995 scopus 로고    scopus 로고
    • Semantator: semantic annotator for converting biomedical text to linked data
    • Tao C, Song D, Sharma D, et al. Semantator: semantic annotator for converting biomedical text to linked data. J Biomed Inform. 2013;46: 882-893.
    • (2013) J Biomed Inform , vol.46 , pp. 882-893
    • Tao, C.1    Song, D.2    Sharma, D.3
  • 106
    • 0034953756 scopus 로고    scopus 로고
    • A primer on aspects of cognition for medical informatics
    • Patel VL, Arocha JF, Kaufman DR. A primer on aspects of cognition for medical informatics. AMIA Annu Symp Proc. 2001;8:324-343.
    • (2001) AMIA Annu Symp Proc , vol.8 , pp. 324-343
    • Patel, V.L.1    Arocha, J.F.2    Kaufman, D.R.3
  • 107
    • 15944400052 scopus 로고    scopus 로고
    • Identifying reasoning strategies in medical decision making: A methodological guide
    • Arocha JF, Wang D, Patel VL. Identifying reasoning strategies in medical decision making: A methodological guide. J Biomed Inform. 2005;38:154-171.
    • (2005) J Biomed Inform , vol.38 , pp. 154-171
    • Arocha, J.F.1    Wang, D.2    Patel, V.L.3
  • 108
    • 0035741503 scopus 로고    scopus 로고
    • Analysis of complex decision-making processes in health care: cognitive approaches to health informatics
    • Kushniruk AW. Analysis of complex decision-making processes in health care: cognitive approaches to health informatics. J Biomed Inform. 2001; 34:365-376.
    • (2001) J Biomed Inform , vol.34 , pp. 365-376
    • Kushniruk, A.W.1
  • 109
    • 0032246484 scopus 로고    scopus 로고
    • Interface design for health care environments: the role of cognitive science
    • Patel VLV, Kushniruk AWA. Interface design for health care environments: the role of cognitive science. AMIA Annu Symp Proc. 1998;1998:29-37.
    • (1998) AMIA Annu Symp Proc , vol.1998 , pp. 29-37
    • Patel, V.L.V.1    Kushniruk, A.W.A.2
  • 110
    • 7444241392 scopus 로고    scopus 로고
    • The think aloud method: a guide to user interface design
    • Jaspers MWM, Steen T, van den Bos C, et al. The think aloud method: a guide to user interface design. Int J Med Inf. 2004;73:781-795.
    • (2004) Int J Med Inf , vol.73 , pp. 781-795
    • Jaspers, M.W.M.1    Steen, T.2    van den Bos, C.3
  • 111
    • 84896711583 scopus 로고    scopus 로고
    • Advancing cognitive engineering methods to support user interface design for electronic health records
    • Thyvalikakath TP, Dziabiak MP, Johnson R, et al. Advancing cognitive engineering methods to support user interface design for electronic health records. Int J Med Inf. 2014;83:292-302.
    • (2014) Int J Med Inf , vol.83 , pp. 292-302
    • Thyvalikakath, T.P.1    Dziabiak, M.P.2    Johnson, R.3
  • 112
    • 84874218258 scopus 로고    scopus 로고
    • Falling through the cracks: information breakdowns in critical care handoffcommunication
    • Abraham J, Nguyen V, Almoosa KF, et al. Falling through the cracks: information breakdowns in critical care handoffcommunication. AMIA Annu Symp Proc. 2011;2011:28-37.
    • (2011) AMIA Annu Symp Proc , vol.2011 , pp. 28-37
    • Abraham, J.1    Nguyen, V.2    Almoosa, K.F.3
  • 113
    • 84896740427 scopus 로고    scopus 로고
    • Comparative evaluation of the content and structure of communication using two handofftools: implications for patient safety
    • 311.e1-7
    • Abraham J, Kannampallil TG, Almoosa KF, et al. Comparative evaluation of the content and structure of communication using two handofftools: implications for patient safety. J Crit Care. 2014;29:311.e1-7.
    • (2014) J Crit Care , vol.29
    • Abraham, J.1    Kannampallil, T.G.2    Almoosa, K.F.3
  • 114
    • 70350458146 scopus 로고    scopus 로고
    • Describing and modeling workflow and information flow in chronic disease care
    • Unertl KM, Weinger MB, Johnson KB, et al. Describing and modeling workflow and information flow in chronic disease care. J Am Med Inform Assoc. 2009;16:826-836.
    • (2009) J Am Med Inform Assoc , vol.16 , pp. 826-836
    • Unertl, K.M.1    Weinger, M.B.2    Johnson, K.B.3
  • 115
    • 84894417809 scopus 로고    scopus 로고
    • Sources of variation in primary care clinical workflow: implications for the design of cognitive support
    • Militello LG, Arbuckle NB, Saleem JJ, et al. Sources of variation in primary care clinical workflow: implications for the design of cognitive support. Health Informatics J. 2014;20:35-49.
    • (2014) Health Informatics J , vol.20 , pp. 35-49
    • Militello, L.G.1    Arbuckle, N.B.2    Saleem, J.J.3
  • 116
    • 84964939472 scopus 로고    scopus 로고
    • Cognitive analysis of the summarization of longitudinal patient records
    • Reichert D, Kaufman D, Bloxham B, et al. Cognitive analysis of the summarization of longitudinal patient records. AMIA Annu Symp Proc; 2010;2010: 667-671.
    • (2010) AMIA Annu Symp Proc; , vol.2010 , pp. 667-671
    • Reichert, D.1    Kaufman, D.2    Bloxham, B.3
  • 117
    • 79956341962 scopus 로고    scopus 로고
    • A survey of health information exchange organizations in the United States: implications for meaningful use
    • Adler-Milstein J, Bates DW, Jha AK. A survey of health information exchange organizations in the United States: implications for meaningful use. Ann Intern Med. 2011;10:666-671.
    • (2011) Ann Intern Med , vol.10 , pp. 666-671
    • Adler-Milstein, J.1    Bates, D.W.2    Jha, A.K.3


* 이 정보는 Elsevier사의 SCOPUS DB에서 KISTI가 분석하여 추출한 것입니다.