Literature DB >> 28269916

Automating Guidelines for Clinical Decision Support: Knowledge Engineering and Implementation.

Geoffrey J Tso1, Samson W Tu2, Connie Oshiro3, Susana Martins3, Michael Ashcraft3, Kaeli W Yuen3, Dan Wang3, Amy Robinson3, Paul A Heidenreich1, Mary K Goldstein1.   

Abstract

As utilization of clinical decision support (CDS) increases, it is important to continue the development and refinement of methods to accurately translate the intention of clinical practice guidelines (CPG) into a computable form. In this study, we validate and extend the 13 steps that Shiffman et al.5 identified for translating CPG knowledge for use in CDS. During an implementation project of ATHENA-CDS, we encoded complex CPG recommendations for five common chronic conditions for integration into an existing clinical dashboard. Major decisions made during the implementation process were recorded and categorized according to the 13 steps. During the implementation period, we categorized 119 decisions and identified 8 new categories required to complete the project. We provide details on an updated model that outlines all of the steps used to translate CPG knowledge into a CDS integrated with existing health information technology.

Mesh:

Year:  2017        PMID: 28269916      PMCID: PMC5333329     

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


  31 in total

1.  Are nonspecific practice guidelines potentially harmful? A randomized comparison of the effect of nonspecific versus specific guidelines on physician decision making.

Authors:  P G Shekelle; R L Kravitz; J Beart; M Marger; M Wang; M Lee
Journal:  Health Serv Res       Date:  2000-03       Impact factor: 3.402

Review 2.  Why don't physicians follow clinical practice guidelines? A framework for improvement.

Authors:  M D Cabana; C S Rand; N R Powe; A W Wu; M H Wilson; P A Abboud; H R Rubin
Journal:  JAMA       Date:  1999-10-20       Impact factor: 56.272

Review 3.  Changing clinical behaviour by making guidelines specific.

Authors:  Susan Michie; Marie Johnston
Journal:  BMJ       Date:  2004-02-07

4.  EON: a component-based approach to automation of protocol-directed therapy.

Authors:  M A Musen; S W Tu; A K Das; Y Shahar
Journal:  J Am Med Inform Assoc       Date:  1996 Nov-Dec       Impact factor: 4.497

Review 5.  Computer-based execution of clinical guidelines: a review.

Authors:  David Isern; Antonio Moreno
Journal:  Int J Med Inform       Date:  2008-07-17       Impact factor: 4.046

6.  Clinical Practice Guideline Development Manual, Third Edition: a quality-driven approach for translating evidence into action.

Authors:  Richard M Rosenfeld; Richard N Shiffman; Peter Robertson
Journal:  Otolaryngol Head Neck Surg       Date:  2013-01       Impact factor: 3.497

7.  An analysis of physician attitudes regarding computer-based clinical consultation systems.

Authors:  R L Teach; E H Shortliffe
Journal:  Comput Biomed Res       Date:  1981-12

8.  Implementing clinical practice guidelines while taking account of changing evidence: ATHENA DSS, an easily modifiable decision-support system for managing hypertension in primary care.

Authors:  M K Goldstein; B B Hoffman; R W Coleman; M A Musen; S W Tu; A Advani; R Shankar; M O'Connor
Journal:  Proc AMIA Symp       Date:  2000

9.  Enhancing patient safety and quality of care by improving the usability of electronic health record systems: recommendations from AMIA.

Authors:  Blackford Middleton; Meryl Bloomrosen; Mark A Dente; Bill Hashmat; Ross Koppel; J Marc Overhage; Thomas H Payne; S Trent Rosenbloom; Charlotte Weaver; Jiajie Zhang
Journal:  J Am Med Inform Assoc       Date:  2013-01-25       Impact factor: 4.497

Review 10.  Adoption of clinical decision support in multimorbidity: a systematic review.

Authors:  Paolo Fraccaro; Mercedes Arguello Casteleiro; John Ainsworth; Iain Buchan
Journal:  JMIR Med Inform       Date:  2015-01-07
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  13 in total

1.  The number needed to benefit: estimating the value of predictive analytics in healthcare.

Authors:  Vincent X Liu; David W Bates; Jenna Wiens; Nigam H Shah
Journal:  J Am Med Inform Assoc       Date:  2019-12-01       Impact factor: 4.497

2.  Translating an evidence-based clinical pathway into shareable CDS: developing a systematic process using publicly available tools.

Authors:  Jeremy J Michel; Emilia J Flores; Lauren Dutcher; Nikhil K Mull; Amy Y Tsou
Journal:  J Am Med Inform Assoc       Date:  2021-01-15       Impact factor: 4.497

3.  Secondary analysis of electronic health records in critical care medicine.

Authors:  Sven Van Poucke; Alberto Alexander Gayle; Milan Vukicevic
Journal:  Ann Transl Med       Date:  2018-02

4.  Measuring implementation feasibility of clinical decision support alerts for clinical practice recommendations.

Authors:  Rachel L Richesson; Catherine J Staes; Brian J Douthit; Traci Thoureen; Daniel J Hatch; Kensaku Kawamoto; Guilherme Del Fiol
Journal:  J Am Med Inform Assoc       Date:  2020-04-01       Impact factor: 4.497

Review 5.  Standard Lexicons, Coding Systems and Ontologies for Interoperability and Semantic Computation in Imaging.

Authors:  Kenneth C Wang
Journal:  J Digit Imaging       Date:  2018-06       Impact factor: 4.056

6.  Emergency Department Clinician Perspectives on the Data Availability to Implement Clinical Decision Support Tools for Five Clinical Practice Guidelines.

Authors:  Brian J Douthit; Rachel L Richesson
Journal:  AMIA Jt Summits Transl Sci Proc       Date:  2018-05-18

7.  Impact of Daily Electronic Laboratory Alerting on Early Detection and Clinical Documentation of Acute Kidney Injury in Hospital Settings.

Authors:  Tarush Kothari; Kendal Jensen; Debbie Mallon; Gerard Brogan; James Crawford
Journal:  Acad Pathol       Date:  2018-12-04

8.  Prototype Development of an Expert System of Computerized Clinical Guidelines for COVID-19 Diagnosis and Management in Saudi Arabia.

Authors:  Haneen Reda Banjar; Heba Alkhatabi; Nofe Alganmi; Ghaidaa Ibraheem Almouhana
Journal:  Int J Environ Res Public Health       Date:  2020-11-02       Impact factor: 3.390

9.  A thematic analysis to examine the feasibility of EHR-based clinical decision support for implementing Choosing Wisely ® guidelines.

Authors:  Brian J Douthit; Catherine J Staes; Guilherme Del Fiol; Rachel L Richesson
Journal:  JAMIA Open       Date:  2021-06-16

Review 10.  Identifying Opportunities for Workflow Automation in Health Care: Lessons Learned from Other Industries.

Authors:  Teresa Zayas-Cabán; Saira Naim Haque; Nicole Kemper
Journal:  Appl Clin Inform       Date:  2021-07-28       Impact factor: 2.342

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