Literature DB >> 23676245

Temporal reasoning over clinical text: the state of the art.

Weiyi Sun1, Anna Rumshisky, Ozlem Uzuner.   

Abstract

OBJECTIVES: To provide an overview of the problem of temporal reasoning over clinical text and to summarize the state of the art in clinical natural language processing for this task. TARGET AUDIENCE: This overview targets medical informatics researchers who are unfamiliar with the problems and applications of temporal reasoning over clinical text. SCOPE: We review the major applications of text-based temporal reasoning, describe the challenges for software systems handling temporal information in clinical text, and give an overview of the state of the art. Finally, we present some perspectives on future research directions that emerged during the recent community-wide challenge on text-based temporal reasoning in the clinical domain.

Keywords:  Medical language processing; Natural language processing; Temporal reasoning

Mesh:

Year:  2013        PMID: 23676245      PMCID: PMC3756277          DOI: 10.1136/amiajnl-2013-001760

Source DB:  PubMed          Journal:  J Am Med Inform Assoc        ISSN: 1067-5027            Impact factor:   4.497


  34 in total

1.  Temporal expressiveness in querying a time-stamp--based clinical database.

Authors:  D J Nigrin; I S Kohane
Journal:  J Am Med Inform Assoc       Date:  2000 Mar-Apr       Impact factor: 4.497

2.  Extensions to the time-oriented database model to support temporal reasoning in medical expert systems.

Authors:  M G Kahn; L M Fagan; S Tu
Journal:  Methods Inf Med       Date:  1991       Impact factor: 2.176

Review 3.  Temporal reasoning for decision support in medicine.

Authors:  Juan Carlos Augusto
Journal:  Artif Intell Med       Date:  2005-01       Impact factor: 5.326

4.  A temporal constraint structure for extracting temporal information from clinical narrative.

Authors:  Li Zhou; Genevieve B Melton; Simon Parsons; George Hripcsak
Journal:  J Biomed Inform       Date:  2005-08-29       Impact factor: 6.317

5.  System architecture for temporal information extraction, representation and reasoning in clinical narrative reports.

Authors:  Li Zhou; Carol Friedman; Simon Parsons; George Hripcsak
Journal:  AMIA Annu Symp Proc       Date:  2005

Review 6.  Temporal diagnostic reasoning based on time-objects.

Authors:  E T Keravnou
Journal:  Artif Intell Med       Date:  1996-07       Impact factor: 5.326

7.  Representing information in patient reports using natural language processing and the extensible markup language.

Authors:  C Friedman; G Hripcsak; L Shagina; H Liu
Journal:  J Am Med Inform Assoc       Date:  1999 Jan-Feb       Impact factor: 4.497

Review 8.  Temporal reasoning and temporal data maintenance in medicine: issues and challenges.

Authors:  C Combi; Y Shahar
Journal:  Comput Biol Med       Date:  1997-09       Impact factor: 4.589

9.  A foundational model of time for heterogeneous clinical databases.

Authors:  A K Das; M A Musen
Journal:  Proc AMIA Annu Fall Symp       Date:  1997

10.  A logical foundation for representation of clinical data.

Authors:  K E Campbell; A K Das; M A Musen
Journal:  J Am Med Inform Assoc       Date:  1994 May-Jun       Impact factor: 4.497

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  13 in total

1.  Electronic health records-driven phenotyping: challenges, recent advances, and perspectives.

Authors:  Jyotishman Pathak; Abel N Kho; Joshua C Denny
Journal:  J Am Med Inform Assoc       Date:  2013-12       Impact factor: 4.497

2.  Normalization of relative and incomplete temporal expressions in clinical narratives.

Authors:  Weiyi Sun; Anna Rumshisky; Ozlem Uzuner
Journal:  J Am Med Inform Assoc       Date:  2015-04-12       Impact factor: 4.497

3.  Time event ontology (TEO): to support semantic representation and reasoning of complex temporal relations of clinical events.

Authors:  Fang Li; Jingcheng Du; Yongqun He; Hsing-Yi Song; Mohcine Madkour; Guozheng Rao; Yang Xiang; Yi Luo; Henry W Chen; Sijia Liu; Liwei Wang; Hongfang Liu; Hua Xu; Cui Tao
Journal:  J Am Med Inform Assoc       Date:  2020-07-01       Impact factor: 4.497

Review 4.  Natural Language Processing for EHR-Based Pharmacovigilance: A Structured Review.

Authors:  Yuan Luo; William K Thompson; Timothy M Herr; Zexian Zeng; Mark A Berendsen; Siddhartha R Jonnalagadda; Matthew B Carson; Justin Starren
Journal:  Drug Saf       Date:  2017-11       Impact factor: 5.606

Review 5.  Recent Advances in Clinical Natural Language Processing in Support of Semantic Analysis.

Authors:  S Velupillai; D Mowery; B R South; M Kvist; H Dalianis
Journal:  Yearb Med Inform       Date:  2015-08-13

6.  Towards generating a patient's timeline: extracting temporal relationships from clinical notes.

Authors:  Azadeh Nikfarjam; Ehsan Emadzadeh; Graciela Gonzalez
Journal:  J Biomed Inform       Date:  2013-11-07       Impact factor: 6.317

7.  Annotating temporal information in clinical narratives.

Authors:  Weiyi Sun; Anna Rumshisky; Ozlem Uzuner
Journal:  J Biomed Inform       Date:  2013-07-19       Impact factor: 6.317

Review 8.  Temporal data representation, normalization, extraction, and reasoning: A review from clinical domain.

Authors:  Mohcine Madkour; Driss Benhaddou; Cui Tao
Journal:  Comput Methods Programs Biomed       Date:  2016-02-23       Impact factor: 5.428

9.  Patient-level temporal aggregation for text-based asthma status ascertainment.

Authors:  Stephen T Wu; Young J Juhn; Sunghwan Sohn; Hongfang Liu
Journal:  J Am Med Inform Assoc       Date:  2014-05-15       Impact factor: 4.497

10.  High-throughput phenotyping with temporal sequences.

Authors:  Hossein Estiri; Zachary H Strasser; Shawn N Murphy
Journal:  J Am Med Inform Assoc       Date:  2021-03-18       Impact factor: 4.497

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