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Updated: Mar 24, 2026

A Zebrafish Model of Diabetes Mellitus and Metabolic Memory
Published on: February 28, 2013
Value of primary care diabetes management: long-term cost impacts
Daniel D Maeng1, Xiaowei Yan, Thomas R Graf
1Geisinger Center for Health Research, 100 N Academy Ave, MC 44-00, Danville, PA 17822.
Objectives:
To estimate long-term cost savings associated with patients' exposure to an all-or-none bundle of measures for primary care management of diabetes.
Study Design:
In 2006, Geisinger's primary care clinics implemented an all-or-none diabetes system of care (DSC). Claims data from Geisinger Health Plan were used to identify those who met Healthcare Effectiveness Data and Information Set criteria for diabetes and had 2 or more diabetes-related encounters on different dates before 2006. A cohort of 1875 members exposed to the DSC was then compared against a propensity score matched non-DSC comparison cohort from January 1, 2006, through December 31, 2013.
Methods:
A set of generalized linear models with log link and gamma distribution was estimated. The key explanatory variable was each member's bundle exposure measured in months. The dependent variables were inpatient and outpatient facility costs, professional cost, and total medical cost excluding prescription drugs measured on a per-member-per-month basis.
Results:
Over the study period, the total medical cost saving associated with DSC exposure was approximately 6.9% (P < .05). The main source of the saving was reductions in inpatient facility cost, which showed approximately 28.7% savings (P < .01) over the study period. During the first year of the DSC exposure, however, there were significant increases in outpatient (13%; P < .05) and professional (9.7%; P < .05) costs.
Conclusions:
A system of care with an all-or-none bundled measure used in primary care for patients with diabetes may reduce long-term cost of care while improving health outcomes.
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