Literature DB >> 27275019

Heuristics in Managing Complex Clinical Decision Tasks in Experts' Decision Making.

Roosan Islam1, Charlene Weir1, Guilherme Del Fiol1.   

Abstract

BACKGROUND: Clinical decision support is a tool to help experts make optimal and efficient decisions. However, little is known about the high level of abstractions in the thinking process for the experts.
OBJECTIVE: The objective of the study is to understand how clinicians manage complexity while dealing with complex clinical decision tasks.
METHOD: After approval from the Institutional Review Board (IRB), three clinical experts were interviewed the transcripts from these interviews were analyzed.
RESULTS: We found five broad categories of strategies by experts for managing complex clinical decision tasks: decision conflict, mental projection, decision trade-offs, managing uncertainty and generating rule of thumb.
CONCLUSION: Complexity is created by decision conflicts, mental projection, limited options and treatment uncertainty. Experts cope with complexity in a variety of ways, including using efficient and fast decision strategies to simplify complex decision tasks, mentally simulating outcomes and focusing on only the most relevant information. APPLICATION: Understanding complex decision making processes can help design allocation based on the complexity of task for clinical decision support design.

Entities:  

Keywords:  Clinical decision support; clinical decision support design; clinical reasoning; cognitive task analysis; complex clinical cases; critical decision method; decision task in medicine; experts’ decision making; heuristics; task complexity

Year:  2014        PMID: 27275019      PMCID: PMC4891069          DOI: 10.1109/ICHI.2014.32

Source DB:  PubMed          Journal:  IEEE Int Conf Healthc Inform


  18 in total

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Journal:  J Am Med Inform Assoc       Date:  2001 Jul-Aug       Impact factor: 4.497

Review 2.  Heuristic decision making.

Authors:  Gerd Gigerenzer; Wolfgang Gaissmaier
Journal:  Annu Rev Psychol       Date:  2011       Impact factor: 24.137

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Authors:  Peter de Jonge; Frits J Huyse; Friedrich C Stiefel
Journal:  Med Clin North Am       Date:  2006-07       Impact factor: 5.456

4.  Heuristics made easy: an effort-reduction framework.

Authors:  Anuj K Shah; Daniel M Oppenheimer
Journal:  Psychol Bull       Date:  2008-03       Impact factor: 17.737

5.  Expert and novice performance in solving physics problems.

Authors:  J Larkin; J McDermott; D P Simon; H A Simon
Journal:  Science       Date:  1980-06-20       Impact factor: 47.728

6.  Medical expertise as a function of task difficulty.

Authors:  V L Patel; G J Groen; J F Arocha
Journal:  Mem Cognit       Date:  1990-07

7.  Clinical cognition and diagnostic error: applications of a dual process model of reasoning.

Authors:  Pat Croskerry
Journal:  Adv Health Sci Educ Theory Pract       Date:  2009-08-11       Impact factor: 3.853

8.  Conditions for intuitive expertise: a failure to disagree.

Authors:  Daniel Kahneman; Gary Klein
Journal:  Am Psychol       Date:  2009-09

9.  An integrated model of clinical reasoning: dual-process theory of cognition and metacognition.

Authors:  James A Marcum
Journal:  J Eval Clin Pract       Date:  2012-10       Impact factor: 2.431

Review 10.  New perspectives on error in critical care.

Authors:  Vimla L Patel; Trevor Cohen
Journal:  Curr Opin Crit Care       Date:  2008-08       Impact factor: 3.687

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  6 in total

1.  Feasibility of Population Health Analytics and Data Visualization for Decision Support in the Infectious Diseases Domain: A pilot study.

Authors:  Don Roosan; Guilherme Del Fiol; Jorie Butler; Yarden Livnat; Jeanmarie Mayer; Matthew Samore; Makoto Jones; Charlene Weir
Journal:  Appl Clin Inform       Date:  2016-06-29       Impact factor: 2.342

2.  Identifying complexity in infectious diseases inpatient settings: An observation study.

Authors:  Don Roosan; Charlene Weir; Matthew Samore; Makoto Jones; Mumtahena Rahman; Gregory J Stoddard; Guilherme Del Fiol
Journal:  J Biomed Inform       Date:  2016-11-03       Impact factor: 6.317

3.  Understanding complex clinical reasoning in infectious diseases for improving clinical decision support design.

Authors:  Roosan Islam; Charlene R Weir; Makoto Jones; Guilherme Del Fiol; Matthew H Samore
Journal:  BMC Med Inform Decis Mak       Date:  2015-11-30       Impact factor: 2.796

4.  Improving Medication Information Presentation Through Interactive Visualization in Mobile Apps: Human Factors Design.

Authors:  Don Roosan; Yan Li; Anandi Law; Huy Truong; Mazharul Karim; Jay Chok; Moom Roosan
Journal:  JMIR Mhealth Uhealth       Date:  2019-11-25       Impact factor: 4.773

5.  Improving Team-Based Decision Making Using Data Analytics and Informatics: Protocol for a Collaborative Decision Support Design.

Authors:  Don Roosan; Anandi V Law; Mazharul Karim; Moom Roosan
Journal:  JMIR Res Protoc       Date:  2019-11-27

6.  Elective cardiovascular care in the era of the COVID-19 pandemic: managing tragic choices.

Authors:  Adam E Berman; Douglas Miller; Robert A Sorrentino; Elias A Mossialos
Journal:  BMJ Open Qual       Date:  2020-09
  6 in total

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