Literature DB >> 18999106

Fuzzy temporal constraint networks for clinical information.

Albert M Lai1, Simon Parsons, George Hripcsak.   

Abstract

Modeling the temporal information in the medical record is an important area of research. This paper describes an extension of TimeText, a temporal reasoning system designed to represent, extract, and reason about temporal information in clinical text, to include the use of fuzzy temporal constraints. The addition of fuzzy temporal constraints increases TimeTexts ability to handle uncertainty in temporal relations. We use a three-state, staircase possibility distribution function in conjunction with earlier methods of finding solutions to fuzzy temporal constraint networks. We perform analysis to determine the complexity of using this staircase in conjunction with finding solutions to fuzzy temporal constraint satisfaction problems and show that these solutions can be efficiently computed in O(n3).

Mesh:

Year:  2008        PMID: 18999106      PMCID: PMC2655952     

Source DB:  PubMed          Journal:  AMIA Annu Symp Proc        ISSN: 1559-4076


  8 in total

1.  A broad-coverage natural language processing system.

Authors:  C Friedman
Journal:  Proc AMIA Symp       Date:  2000

Review 2.  Temporal reasoning for decision support in medicine.

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

3.  Modeling electronic discharge summaries as a simple temporal constraint satisfaction problem.

Authors:  George Hripcsak; Li Zhou; Simon Parsons; Amar K Das; Stephen B Johnson
Journal:  J Am Med Inform Assoc       Date:  2004-10-18       Impact factor: 4.497

4.  Handling implicit and uncertain temporal information in medical text.

Authors:  Li Zhou; Simon Parsons; George Hripcsak
Journal:  AMIA Annu Symp Proc       Date:  2006

Review 5.  Temporal reasoning with medical data--a review with emphasis on medical natural language processing.

Authors:  Li Zhou; George Hripcsak
Journal:  J Biomed Inform       Date:  2007-01-11       Impact factor: 6.317

6.  The evaluation of a temporal reasoning system in processing clinical discharge summaries.

Authors:  Li Zhou; Simon Parsons; George Hripcsak
Journal:  J Am Med Inform Assoc       Date:  2007-10-18       Impact factor: 4.497

Review 7.  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

8.  A general natural-language text processor for clinical radiology.

Authors:  C Friedman; P O Alderson; J H Austin; J J Cimino; S B Johnson
Journal:  J Am Med Inform Assoc       Date:  1994 Mar-Apr       Impact factor: 4.497

  8 in total
  4 in total

Review 1.  Modeling paradigms for medical diagnostic decision support: a survey and future directions.

Authors:  Kavishwar B Wagholikar; Vijayraghavan Sundararajan; Ashok W Deshpande
Journal:  J Med Syst       Date:  2011-10-01       Impact factor: 4.460

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

Review 3.  Temporal reasoning over clinical text: the state of the art.

Authors:  Weiyi Sun; Anna Rumshisky; Ozlem Uzuner
Journal:  J Am Med Inform Assoc       Date:  2013-05-15       Impact factor: 4.497

4.  Dynamical phenotyping: using temporal analysis of clinically collected physiologic data to stratify populations.

Authors:  D J Albers; Noémie Elhadad; E Tabak; A Perotte; George Hripcsak
Journal:  PLoS One       Date:  2014-06-16       Impact factor: 3.240

  4 in total

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