Literature DB >> 34524006

A Risk Stratification Approach to Allocating Diabetes Education and Support Services.

Margaret F Zupa1, Jodie Krall2, Kevin Collins3, Oscar Marroquin3, Jason M Ng1, Linda Siminerio1,2.   

Abstract

The objective of this study was to describe a predictive modeling approach to risk stratify people with type 2 diabetes for diabetes self-management education and support (DSMES) services. With data from a large health system, a predictive model including age, glycated hemoglobin (HbA1c), and insulin use among other factors, was developed to assess risk of future high HbA1c. The model was retrospectively applied to a cohort of people who received DSMES over a 2-year period to assess the impact of DSMES on glycemia by risk strata. Of 6934 eligible people, 4014 (58%) were in the composite low-risk group and 2604 (38%) were in the composite high-risk group. Mean HbA1c change after DSMES was -0.38% in the low-risk group and -0.84% in the high-risk group. This analysis demonstrates the potential application of predictive modeling as one approach to target DSMES resources to people who will benefit most.

Entities:  

Keywords:  Diabetes self-management education and support; Population health management; Predictive modeling; Type 2 diabetes

Mesh:

Substances:

Year:  2021        PMID: 34524006      PMCID: PMC8783623          DOI: 10.1089/dia.2021.0253

Source DB:  PubMed          Journal:  Diabetes Technol Ther        ISSN: 1520-9156            Impact factor:   6.118


  20 in total

1.  National standards for diabetes self-management education.

Authors:  Martha M Funnell; Tammy L Brown; Belinda P Childs; Linda B Haas; Gwen M Hosey; Brian Jensen; Melinda Maryniuk; Mark Peyrot; John D Piette; Diane Reader; Linda M Siminerio; Katie Weinger; Michael A Weiss
Journal:  Diabetes Care       Date:  2007-06       Impact factor: 19.112

Review 2.  Diabetes self-management education for adults with type 2 diabetes mellitus: A systematic review of the effect on glycemic control.

Authors:  Carole A Chrvala; Dawn Sherr; Ruth D Lipman
Journal:  Patient Educ Couns       Date:  2015-11-22

3.  Comparative effectiveness of patient education methods for type 2 diabetes: a randomized controlled trial.

Authors:  JoAnn Sperl-Hillen; Sarah Beaton; Omar Fernandes; Ann Von Worley; Gabriela Vazquez-Benitez; Emily Parker; Ann Hanson; Jodi Lavin-Tompkins; Patricia Glasrud; Herbert Davis; Kenneth Adams; William Parsons; C Victor Spain
Journal:  Arch Intern Med       Date:  2011-10-10

Review 4.  Diabetes Self-management Education and Support in Adults With Type 2 Diabetes: A Consensus Report of the American Diabetes Association, the Association of Diabetes Care & Education Specialists, the Academy of Nutrition and Dietetics, the American Academy of Family Physicians, the American Academy of PAs, the American Association of Nurse Practitioners, and the American Pharmacists Association.

Authors:  Margaret A Powers; Joan K Bardsley; Marjorie Cypress; Martha M Funnell; Dixie Harms; Amy Hess-Fischl; Beulette Hooks; Diana Isaacs; Ellen D Mandel; Melinda D Maryniuk; Anna Norton; Joanne Rinker; Linda M Siminerio; Sacha Uelmen
Journal:  Diabetes Care       Date:  2020-06-08       Impact factor: 19.112

5.  Exploring organizational support for the provision of structured self-management education for people with Type 2 diabetes: findings from a qualitative study.

Authors:  M E Carey; S Agarwal; R Horne; M Davies; M Slevin; V Coates
Journal:  Diabet Med       Date:  2019-04-07       Impact factor: 4.359

6.  A Diabetes Education Model in Primary Care: Provider and Staff Perspectives.

Authors:  Linda Siminerio; Megan Hamm; Justin Kanter; Flor de Abril Cameron; Jodi Krall
Journal:  Diabetes Educ       Date:  2019-08-02       Impact factor: 2.140

7.  Type 2 diabetes risk forecasting from EMR data using machine learning.

Authors:  Subramani Mani; Yukun Chen; Tom Elasy; Warren Clayton; Joshua Denny
Journal:  AMIA Annu Symp Proc       Date:  2012-11-03

Review 8.  Insulin Pump Therapy for Patients With Type 2 Diabetes Mellitus: Evidence, Current Barriers, and New Technologies.

Authors:  Guido Freckmann; Sina Buck; Delia Waldenmaier; Bernhard Kulzer; Oliver Schnell; Ulrich Gelchsheimer; Ralph Ziegler; Lutz Heinemann
Journal:  J Diabetes Sci Technol       Date:  2020-06-01

9.  Lasting effects of a 2-year diabetes self-management support intervention: outcomes at 1-year follow-up.

Authors:  Tricia S Tang; Matthew M Funnell; Mary Oh
Journal:  Prev Chronic Dis       Date:  2012-06-07       Impact factor: 2.830

Review 10.  Description of a New Predictive Modeling Approach That Correlates the Risk and Associated Cost of Well-Defined Diabetes-Related Complications With Changes in Glycated Hemoglobin (HbA1c).

Authors:  Kurt Fortwaengler; Christopher G Parkin; Kurt Neeser; Monika Neumann; Oliver Mast
Journal:  J Diabetes Sci Technol       Date:  2016-08-20
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