Literature DB >> 15617978

Temporal reasoning for decision support in medicine.

Juan Carlos Augusto1.   

Abstract

OBJECTIVE: Handling time-related concepts is essential in medicine. During diagnosis it can make a substantial difference to know the temporal order in which some symptoms occurred or for how long they lasted. During prognosis the potential evolutions of a disease are conceived as a description of events unfolding in time. In therapy planning the different steps of treatment must be applied in a precise order, with a given frequency and for a certain span of time in order to be effective. This article offers a survey on the use of temporal reasoning for decision support-related tasks in medicine.
MATERIAL AND METHODS: Key publications of the area, mainly circumscribed to the latest two decades, are reviewed and classified according to three important stages of patient treatment requiring decision support: diagnosis, prognosis and therapy planning/management. Other complementary publications, like those on time-centered information storage and retrieval, are also considered as they provide valuable support to the above mentioned three stages.
RESULTS: Key areas are highlighted and used to organize the latest contributions. The survey of previous research is followed by an analysis of what can still be improved and what is needed to make the next generation of decision support systems for medicine more effective.
CONCLUSIONS: It can be observed that although the area has been considerably developed, there are still areas where more research is needed to make time-based systems of widespread use in decision support-related areas of medicine. Several suggestions for further exploration are proposed as a result of the survey.

Entities:  

Mesh:

Year:  2005        PMID: 15617978     DOI: 10.1016/j.artmed.2004.07.006

Source DB:  PubMed          Journal:  Artif Intell Med        ISSN: 0933-3657            Impact factor:   5.326


  21 in total

1.  Data analysis and data mining: current issues in biomedical informatics.

Authors:  R Bellazzi; M Diomidous; I N Sarkar; K Takabayashi; A Ziegler; A T McCray
Journal:  Methods Inf Med       Date:  2011       Impact factor: 2.176

2.  RFID sensor-tags feeding a context-aware rule-based healthcare monitoring system.

Authors:  Luca Catarinucci; Riccardo Colella; Alessandra Esposito; Luciano Tarricone; Marco Zappatore
Journal:  J Med Syst       Date:  2011-11-15       Impact factor: 4.460

Review 3.  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

4.  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

5.  Impact of different training strategies on the accuracy of a Bayesian network for predicting hospital admission.

Authors:  Jeffrey Leegon; Dominik Aronsky
Journal:  AMIA Annu Symp Proc       Date:  2006

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

7.  Searching electronic health records for temporal patterns in patient histories: a case study with microsoft amalga.

Authors:  Catherine Plaisant; Stanley Lam; Stanley J Lam; Ben Shneiderman; Mark S Smith; David Roseman; David H Roseman; Greg Marchand; Michael Gillam; Craig Feied; Jonathan Handler; Hank Rappaport
Journal:  AMIA Annu Symp Proc       Date:  2008-11-06

8.  Fuzzy temporal constraint networks for clinical information.

Authors:  Albert M Lai; Simon Parsons; George Hripcsak
Journal:  AMIA Annu Symp Proc       Date:  2008-11-06

9.  Towards temporal relation discovery from the clinical narrative.

Authors:  Guergana Savova; Steven Bethard; Will Styler; James Martin; Martha Palmer; James Masanz; Wayne Ward
Journal:  AMIA Annu Symp Proc       Date:  2009-11-14

10.  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

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