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.
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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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.
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Who cites it
3 citing papers in PubMed.
- Early Enrollment in Diabetes Pay-for-Performance Program Reduced Loss of Life Expectancy in Newly-Diagnosed Patients with Type 2 Diabetes Mellitus (Diabetes Metab J 2025;49:1051-63).Diabetes & metabolism journal · 2026Article
- Early Enrollment in Diabetes Pay-for-Performance Program Reduced Loss of Life Expectancy in Newly-Diagnosed Patients with Type 2 Diabetes Mellitus (Diabetes Metab J 2025;49:1051-63).Diabetes & metabolism journal · 2026Article
- Start Early, Do It Well: Implications of a National Diabetes Care Quality Assessment Program for Life Expectancy.Diabetes & metabolism journal · 2025Article
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5 authors.
Funding
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.
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