Literature DB >> 9397339

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

C Combi1, Y Shahar.   

Abstract

We present a brief, nonexhaustive overview of research efforts in designing and developing time-oriented systems in medicine. The growing volume of research on time-oriented systems in medicine can be viewed from either an application point of view, focusing on different generic tasks (e.g. diagnosis) and clinical areas (e.g. cardiology), or from a methodological point of view, distinguishing between different theoretical approaches. In this overview, we focus on highlighting methodological and theoretical choices, and conclude with suggestions for new research directions. Two main research directions can be noted: temporal reasoning, which supports various temporal inference tasks (e.g. temporal abstraction, time-oriented decision support, forecasting, data validation), and temporal data maintenance, which deals with storage and retrieval of data that have heterogeneous temporal dimensions. Efforts common to both research areas include the modeling of time, of temporal entities, and of temporal queries. We suggest that tasks such as abstraction of time-oriented data and the handling of different temporal-granularity levels should provide common ground for collaboration between the two research directions and fruitful areas for future research.

Mesh:

Year:  1997        PMID: 9397339     DOI: 10.1016/s0010-4825(96)00010-8

Source DB:  PubMed          Journal:  Comput Biol Med        ISSN: 0010-4825            Impact factor:   4.589


  23 in total

1.  Applying temporal joins to clinical databases.

Authors:  M J O'Connor; S W Tu; M A Musen
Journal:  Proc AMIA Symp       Date:  1999

2.  The Chronus II temporal database mediator.

Authors:  Martin J O'Connor; Samson W Tu; Mark A Musen
Journal:  Proc AMIA Symp       Date:  2002

3.  SYNCHRONUS: a reusable software module for temporal integration.

Authors:  Amar K Das; Mark A Musen
Journal:  Proc AMIA Symp       Date:  2002

4.  Temporal knowledge representation for scheduling tasks in clinical trial protocols.

Authors:  Chunhua Weng; Michael Kahn; John Gennari
Journal:  Proc AMIA Symp       Date:  2002

5.  Mining time-dependent patient outcomes from hospital patient records.

Authors:  Bharat R Rao; Sathyakama Sandilya; Radu Niculescu; Colin Germond; A Goel
Journal:  Proc AMIA Symp       Date:  2002

6.  Multilayered temporal modeling for the clinical domain.

Authors:  Chen Lin; Dmitriy Dligach; Timothy A Miller; Steven Bethard; Guergana K Savova
Journal:  J Am Med Inform Assoc       Date:  2015-10-31       Impact factor: 4.497

7.  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

8.  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

9.  Finding temporal order in discharge summaries.

Authors:  Philip Bramsen; Pawan Deshpande; Yoong Keok Lee; Regina Barzilay
Journal:  AMIA Annu Symp Proc       Date:  2006

10.  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

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