ArticleHealth services research2025
Practice-Level Clustering of Industry Payments to Clinicians.
Article in Health services research, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.
What it found
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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.
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.
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Who cites it
1 citing paper in PubMed.
- Practice-Level Clustering of Industry Payments to Clinicians.Health services research · 2025Article
Corrections and comments
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Authors and funding
3 authors.
Funding
Abstract
objectiveTo test whether industry payments to clinicians are clustered at the level of the medical practice. STUDY SETTING AND
designWe performed a cross-sectional study of clinicians who billed Medicare Part B in 2021 to test whether the receipt of an industry payment, log total value of industry payments, or log total number of industry payments to clinicians were clustered at the level of the medical practice. We used mixed effects linear regression to analyze practice-level clustering, controlling for clinician sex, age, urbanicity, state, and specialty, as well as practice size and specialty. DATA SOURCE AND ANALYTIC SAMPLE: We used the 2021 Medicare Data on Provider Practice and Specialty file to assign clinicians to medical practices, and the 2021 General Payment Data from the Open Payments Program to calculate the total value and number of industry payments to each clinician. PRINCIPAL
findingsWe identified 996,982 clinicians who billed Medicare Part B in 2021, of whom 679,577 (68.2%) were physicians and 317,305 (31.8%) were advanced practice clinicians. These clinicians worked across 109,952 medical practices. In total, 474,312 (47.6%) clinicians received an industry payment in 2021. The average total value of industry payments was $1497 (SD $54,823), and the average total number of industry payments was 9.4 (SD 27.5). Regression analysis of each outcome identified significant clustering at the level of the medical practice, including 24.8% of the variation in the receipt of an industry payment, 36.8% in the log total value of industry payments, and 60.5% in the log total number of industry payments.
conclusionsIndustry payments to clinicians are strongly clustered by medical practice. Future research should examine the role of the medical practice in facilitating financial conflicts of interest between industry and clinicians.
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Registered trials
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.