Literature DB >> 26547253

Participatory approach to the development of a knowledge base for problem-solving in diabetes self-management.

Heather J Cole-Lewis1, Arlene M Smaldone2, Patricia R Davidson3, Rita Kukafka4, Jonathan N Tobin5, Andrea Cassells5, Elizabeth D Mynatt6, George Hripcsak4, Lena Mamykina7.   

Abstract

OBJECTIVE: To develop an expandable knowledge base of reusable knowledge related to self-management of diabetes that can be used as a foundation for patient-centric decision support tools.
MATERIALS AND METHODS: The structure and components of the knowledge base were created in participatory design with academic diabetes educators using knowledge acquisition methods. The knowledge base was validated using scenario-based approach with practicing diabetes educators and individuals with diabetes recruited from Community Health Centers (CHCs) serving economically disadvantaged communities and ethnic minorities in New York.
RESULTS: The knowledge base includes eight glycemic control problems, over 150 behaviors known to contribute to these problems coupled with contextual explanations, and over 200 specific action-oriented self-management goals for correcting problematic behaviors, with corresponding motivational messages. The validation of the knowledge base suggested high level of completeness and accuracy, and identified improvements in cultural appropriateness. These were addressed in new iterations of the knowledge base. DISCUSSION: The resulting knowledge base is theoretically grounded, incorporates practical and evidence-based knowledge used by diabetes educators in practice settings, and allows for personally meaningful choices by individuals with diabetes. Participatory design approach helped researchers to capture implicit knowledge of practicing diabetes educators and make it explicit and reusable.
CONCLUSION: The knowledge base proposed here is an important step towards development of new generation patient-centric decision support tools for facilitating chronic disease self-management. While this knowledge base specifically targets diabetes, its overall structure and composition can be generalized to other chronic conditions.
Copyright © 2015 Elsevier Ireland Ltd. All rights reserved.

Entities:  

Keywords:  Community-based participatory research (H01.770.644.193); Decision-support systems (L01.700.508.300.190); Diabetes mellitus (C18.452.394.750); Knowledge bases (L01.224.065.480)

Mesh:

Year:  2015        PMID: 26547253      PMCID: PMC4699307          DOI: 10.1016/j.ijmedinf.2015.08.003

Source DB:  PubMed          Journal:  Int J Med Inform        ISSN: 1386-5056            Impact factor:   4.046


  44 in total

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3.  Features of effective computerised clinical decision support systems: meta-regression of 162 randomised trials.

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Journal:  BMJ       Date:  2013-02-14

4.  Expert decision making in relation to unanticipated blood glucose levels.

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Authors:  Tiffani J Bright; Anthony Wong; Ravi Dhurjati; Erin Bristow; Lori Bastian; Remy R Coeytaux; Gregory Samsa; Vic Hasselblad; John W Williams; Michael D Musty; Liz Wing; Amy S Kendrick; Gillian D Sanders; David Lobach
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Review 6.  Grand challenges in clinical decision support.

Authors:  Dean F Sittig; Adam Wright; Jerome A Osheroff; Blackford Middleton; Jonathan M Teich; Joan S Ash; Emily Campbell; David W Bates
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7.  Electronic health records and national patient-safety goals.

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Review 8.  Management of hyperglycemia in type 2 diabetes: a patient-centered approach: position statement of the American Diabetes Association (ADA) and the European Association for the Study of Diabetes (EASD).

Authors:  Silvio E Inzucchi; Richard M Bergenstal; John B Buse; Michaela Diamant; Ele Ferrannini; Michael Nauck; Anne L Peters; Apostolos Tsapas; Richard Wender; David R Matthews
Journal:  Diabetes Care       Date:  2012-04-19       Impact factor: 19.112

9.  The effect of a patient-oriented treatment decision aid for risk factor management in patients with diabetes (PORTDA-diab): study protocol for a randomised controlled trial.

Authors:  Petra Denig; Mathijs Dun; Jan Schuling; Flora M Haaijer-Ruskamp; Jaco Voorham
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10.  National standards for diabetes self-management education and support.

Authors:  Linda Haas; Melinda Maryniuk; Joni Beck; Carla E Cox; Paulina Duker; Laura Edwards; Edwin B Fisher; Lenita Hanson; Daniel Kent; Leslie Kolb; Sue McLaughlin; Eric Orzeck; John D Piette; Andrew S Rhinehart; Russell Rothman; Sara Sklaroff; Donna Tomky; Gretchen Youssef
Journal:  Diabetes Care       Date:  2013-01       Impact factor: 19.112

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Authors:  Marissa Burgermaster; Jung H Son; Patricia G Davidson; Arlene M Smaldone; Gilad Kuperman; Daniel J Feller; Katherine Gardner Burt; Matthew E Levine; David J Albers; Chunhua Weng; Lena Mamykina
Journal:  Int J Med Inform       Date:  2020-04-30       Impact factor: 4.046

3.  From Reflection to Action: Combining Machine Learning with Expert Knowledge for Nutrition Goal Recommendations.

Authors:  Elliot G Mitchell; Elizabeth M Heitkemper; Marissa Burgermaster; Matthew E Levine; Yishen Miao; Maria L Hwang; Pooja M Desai; Andrea Cassells; Jonathan N Tobin; Esteban G Tabak; David J Albers; Arlene M Smaldone; Lena Mamykina
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4.  Baseline Characteristics and Technology Training of Underserved Adults With Type 2 Diabetes in the Mobile Diabetes Detective (MoDD) Randomized Controlled Trial.

Authors:  Elizabeth M Heitkemper; Lena Mamykina; Jonathan N Tobin; Andrea Cassells; Arlene Smaldone
Journal:  Diabetes Educ       Date:  2017-10-23       Impact factor: 2.140

5.  Personal discovery in diabetes self-management: Discovering cause and effect using self-monitoring data.

Authors:  Lena Mamykina; Elizabeth M Heitkemper; Arlene M Smaldone; Rita Kukafka; Heather J Cole-Lewis; Patricia G Davidson; Elizabeth D Mynatt; Andrea Cassells; Jonathan N Tobin; George Hripcsak
Journal:  J Biomed Inform       Date:  2017-09-30       Impact factor: 6.317

6.  Structured scaffolding for reflection and problem solving in diabetes self-management: qualitative study of mobile diabetes detective.

Authors:  Lena Mamykina; Elizabeth M Heitkemper; Arlene M Smaldone; Rita Kukafka; Heather Cole-Lewis; Patricia G Davidson; Elizabeth D Mynatt; Jonathan N Tobin; Andrea Cassells; Carrie Goodman; George Hripcsak
Journal:  J Am Med Inform Assoc       Date:  2016-01-14       Impact factor: 4.497

7.  A Critical Examination of the Use of Trained Health Coaches to Decrease the Metabolic Syndrome for Participants of a Community-Based Diabetes Prevention and Management Program.

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  7 in total

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