What can natural language processing do for clinical decision support?

被引:374
作者
Demner-Fushman, Dina [1 ]
Chapman, Wendy W. [2 ]
McDonald, Clement J. [1 ]
机构
[1] NIH, Lister Hill Natl Ctr Biomed Commun, Commun Engn Branch, US Natl Lib Med, Bethesda, MD 20894 USA
[2] Univ Pittsburgh, Dept Biomed Informat, Pittsburgh, PA 15260 USA
基金
美国国家卫生研究院;
关键词
Natural language processing; Decision support techniques; Clinical decision support systems; Review; NAMED-ENTITY RECOGNITION; PATIENT SAFETY RESEARCH; INFORMATION; DOCUMENTS; PERFORMANCE; EXTRACTION; SYSTEMS; INTELLIGENT; RADIOLOGY; KNOWLEDGE;
D O I
10.1016/j.jbi.2009.08.007
中图分类号
TP39 [计算机的应用];
学科分类号
081203 ; 0835 ;
摘要
Computerized clinical decision support (CDS) aims to aid decision making of health care providers and the public by providing easily accessible health-related information at the point and time it is needed. natural language processing (NLP) is instrumental in using free-text information to drive CDS, representing clinical knowledge and CDS interventions in standardized formats, and leveraging clinical narrative. The early innovative NLP research of clinical narrative was followed by a period of stable research conducted at the major clinical centers and a shift of mainstream interest to biomedical NLP. This review primarily focuses on the recently renewed interest in development of fundamental NLP methods and advances in the NLP systems for CDS. The current solutions to challenges posed by distinct sublanguages, intended user groups, and support goals are discussed. Published by Elsevier Inc.
引用
收藏
页码:760 / 772
页数:13
相关论文
共 132 条
  • [1] Summarization from medical documents: a survey
    Afantenos, S
    Karkaletsis, V
    Stamatopoulos, P
    [J]. ARTIFICIAL INTELLIGENCE IN MEDICINE, 2005, 33 (02) : 157 - 177
  • [2] AHLFELDT H, 2006, 200604
  • [3] Introduction: named entity recognition in biomedicine
    Ananiadou, S
    Friedman, C
    Tsujii, J
    [J]. JOURNAL OF BIOMEDICAL INFORMATICS, 2004, 37 (06) : 393 - 395
  • [4] [Anonymous], 2004, Patient safety: Achieving a new standard for care, DOI DOI 10.17226/10863
  • [5] [Anonymous], CLIN DECISION SUPPOR, DOI [10.1007/978-0-387-38319-409, DOI 10.1007/978-0-387-38319-409]
  • [6] [Anonymous], 2007, Biological, translational, and clinical language processing
  • [7] [Anonymous], P AAAI 2006 SPRING S
  • [8] ARONSKY D, P AMIA S 2001, P12
  • [9] ARONSON AR, 2003, P AMIA S AMIA, P17
  • [10] BATES DW, 2007, CLIN DECISION SUPPOR, P127