Visit Entropy Associated with Diabetic Control Outcomes
- PMID: 31506370
- PMCID: PMC10725661
- DOI: 10.3122/jabfm.2019.05.190026
Visit Entropy Associated with Diabetic Control Outcomes
Abstract
Background: Chronic diseases such as type 2 diabetes place a large burden on the health care system and are associated with increased morbidity and mortality. A team-based multidisciplinary approach that organizes care to improve chronic disease management may actually decrease traditional continuity of care metrics. Visit entropy (VE) provides a novel measure of care organization produced by team-based approaches. Higher VE, reflecting more disorganized care, has been associated with more hospital readmissions. We hypothesized that higher VE was also associated with reduced adherence to the D5 quality criteria.
Methods: A retrospective study of 6590 adult diabetic patients in 5 established medical home practices was conducted. Multivariate logistic regression was used to determine if VE was associated with the dependent variable of D5 control. Separate models for usual provider continuity, continuity of care index, and sequence continuity were also constructed.
Results: Less organized care with a higher VE was associated with decreased odds of D5 control (odds ratio = 0.88; 95% confidence interval, 0.80 to 0.97). The other continuity measures were not significant. Age, education level, and initial HgA1c were significant covariates, but sex, race, endocrine consults, and Charlson comorbidity were not significant. The Number Needed to be Exposed to more organized care to produce 1 more controlled diabetic was 32.5.
Conclusions: More organized care reflected by a lower VE is associated with improved odds of D5 diabetic control. VE represents a better measure of care organization in team-based medical home environments than traditional continuity of care metrics.
Keywords: Chronic Disease; Continuity of Patient Care; Entropy; Patient-Centered Care; Primary Health Care; Retrospective Studies; Telephone; Type 2 Diabetes Mellitus.
© Copyright 2019 by the American Board of Family Medicine.
Conflict of interest statement
Conflict of interest: none declared.
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References
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- National Center for Chronic Disease Prevention and Health Promotion CfDC. Estimated Diabetes Statistics Report, 2017. 2017.
-
- Zhuo X, Zhang P, Barker L, Albright A, Thompson TJ, Gregg E. The lifetime cost of diabetes and its implications for diabetes prevention. Diabetes Care. Sep 2014;37(9):2557–2564. - PubMed
-
- The D5 for Diabetes. 2014; http://mncm.org/reports-and-websites/the-d5/. Accessed May 11, 2016.
-
- Donaldson MS, Yordy KD, Lohr KN, Vanselow NA. Primary Care: America’s Health in a New Era. The National Academies Press; 1996. - PubMed
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