Evidence mapPaperPMID 40134091Full record

ArticleDiabetes & metabolism journal2025

Early Enrollment in Diabetes Pay-for-Performance Program Reduced Loss of Life Expectancy in Newly-Diagnosed Patients with Type 2 Diabetes Mellitus.

Yu-Ching Chen, Wei-Ming Wang, Boniface J Lin, Jung-Der Wang, Li-Jung Elizabeth Ku

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Article in Diabetes & metabolism journal, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 3 papers.

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3citing papers in PubMed
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3 citing papers in PubMed.

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5 · Who and what money

Authors and funding

5 authors.

Yu-Ching ChenDepartment of Public Health, College of Medicine, National Cheng Kung University, Tainan, Taiwan.
Wei-Ming WangDepartment of Statistics and Information Science, Fu Jen Catholic University, New Taipei City, Taiwan.
Boniface J LinCollege of Medicine, Fu Jen Catholic University, New Taipei, Taiwan.
Jung-Der WangDepartment of Public Health, College of Medicine, National Cheng Kung University, Tainan, Taiwan.
Li-Jung Elizabeth KuDepartment of Public Health, College of Medicine, National Cheng Kung University, Tainan, Taiwan.

Funding

National Science and Technology Council NSTC 112-2627-M-006-002
6 · The paper itself

Abstract

backgruoundDiabetes is associated with reduced lifespan. To explore pay-for-performance (P4P) program and life expectancy (LE), we investigated the impact of interval between diabetes diagnosis and enrollment in P4P program on loss-of-LE among patients with diabetes in Taiwan.

methodsFrom diabetes mellitus health database, which collected all newly-diagnosed patients with diabetes by calendar year, we selected patients, aged 40 to 64, with 503,662 in P4P group and 450,071 in non-P4P group, respectively, from 2004 to 2015, and followed them until the end of 2018 using Kaplan-Meier survival analysis. We simulated age-, gender-, and calendar yearmatched referents for each group through Monte Carlo method from Taiwan's vital statistics. We constructed a restricted cubic spline model on logit-transformed relative survival between each group and its corresponding matched referents, and applied a rolling-over algorithm month-by-month to extrapolate the survival function of each index group to lifetime to estimate the LE, which was subtracted from that of matched referents to obtain the loss-of-LE.

resultsWe found stratified analysis by interval showed that the earlier the enrollment, the lower the loss-of-LE, namely, 0.06±0.72 years for interval <1 year, 0.05±0.59 years for interval 1-4 years, 10.01±0.11 years for interval 5-9 years, and 12.77±0.14 years for interval 10-15 years, respectively (P<0.001), compared with 2.60±0.14 years for non-P4P group.

conclusionEarly enrollment in the P4P program was associated with reduced loss-of-LE, indicating P4P might gain life if implemented early after diabetes diagnosis.

Indexed as

Diabetes Mellitus, Type 2Life ExpectancyReferral and ConsultationReimbursement, IncentiveAdultDatabases, FactualFemaleHumansKaplan-Meier EstimateMaleMiddle AgedMonte Carlo MethodTaiwanTime FactorsDiabetes mellitusLife expectancyReimbursement, incentive

Identifiers

PMID40134091
PMCPMC12436039

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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 Socratic graph.