Evidence map›Paper›PMID 40361102›Full record

ArticleBMC health services research2025

Economic outcomes of diabetes self-management education among older Medicare beneficiaries with diabetes.

Gang Lv, Eric Chinaeke, Xiangxiang Jiang, Xiaomo Xiong, Jun Wu, Jing Yuan, Z Kevin Lu

Abstract read
In one paragraph

Article in BMC health services research, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

2 citing papers in PubMed.

  1. Review
  2. Article
4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

7 authors.

Gang Lv *Department of General Surgery, The First Medical Center of Chinese PLA General Hospital, Beijing, China.
Eric Chinaeke *The Janssen Pharmaceutical Companies of Johnson & Johnson, Titusville, NJ, USA.
Xiangxiang JiangDepartment of Clinical Pharmacy and Outcomes Sciences, College of Pharmacy, University of South Carolina, 715 Sumter Street, Columbia, SC, 29208, USA.
Xiaomo XiongDivision of Pharmacy Practice and Administrative Sciences, James L. Winkle College of Pharmacy, University of Cincinnati, Cincinnati, OH, USA.
Jun WuDepartment of Sociobehavioral and Administrative Pharmacy, Nova Southeastern University, Fort Lauderdale, FL, USA.
Jing YuanInstitute of Chinese Medical Sciences, University of Macau, Avenida da Universidade, Taipa, Macao SAR, China. janejyuan@outlook.com.
Z Kevin LuDepartment of Clinical Pharmacy and Outcomes Sciences, College of Pharmacy, University of South Carolina, 715 Sumter Street, Columbia, SC, 29208, USA. lu32@email.sc.edu.

Funding

Alzheimer's Association AARGD-22-974690
6 · The paper itself

Abstract

backgroundDiabetes self-management education (DSME) has significant clinical benefits on diabetic glycemic control and reduction in the onset of complications. However, the economic benefits of DSME in older Medicare beneficiaries are not well known. The objective of this study is to examine the effect of DSME on different types of costs in older Medicare beneficiaries with diabetes.

methodsThis was a pooled cross-sectional study using the Medicare Current Beneficiary Survey (MCBS). The use of DSME was reported by survey respondents. Economic outcomes included total medical costs, total diabetes-related medical costs, total prescription costs, and total anti-diabetic prescription costs were measured based on Medicare claims and prescription drug events data from the perspective of the Medicare system. All costs were adjusted to 2012 U.S. dollars using the Consumer Price Index (CPI). Generalized linear models, with a log link and gamma distribution, were used to examine the effect of DSME on different costs.

resultsA total of 3,003 older Medicare beneficiaries with diabetes were included, among whom 35.50% (n = 1,066) had DSME. Individuals who did not have DSME had significantly higher total prescription costs than those who had DSME ($4,398.19 vs. $3,966.82, P =.0134). After adjusting for covariates, compared to those who did not have DSME, those who had DSME had 16.36% (95% CI: 9.69% to 22.54%) lower total medical costs and 12.83% (95% CI: 6.41% to 18.80%) lower total prescription costs.

conclusionThis study found that DSME is associated with significantly lower spending in total medical and prescription costs for older Medicare beneficiaries. Given the economic benefits associated with DSME, different healthcare providers should further promote and increase the awareness of DSME to ensure sustained activities, enrollment, and patient retention in older Medicare beneficiaries with diabetes.

Indexed as

Diabetes MellitusMedicarePatient Education as TopicSelf-ManagementAgedAged, 80 and overCross-Sectional StudiesFemaleHumansHypoglycemic AgentsMaleUnited StatesHypoglycemic AgentsDiabetesDiabetes self-management educationEconomic outcomesMedicareOlder adults

Identifiers

PMID40361102
PMCPMC12070693

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.