Evidence map›Paper›PMID 41310052›Full record

ArticleHealth economics review2025

Physician agency in China: evidence from physicians' responses to financial pressure during the COVID-19 pandemic.

Qi Zhang

Abstract read
In one paragraph

Article in Health economics review, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

1 author.

Qi ZhangCumming School of Medicine, University of Calgary, Calgary, Canada. qizhangtim@gmail.com.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This paper examines how rural primary care physicians in China adjusted their practice patterns to pandemic-related financial pressures under a capitated global-budget model. Using township-hospital data, we find increased prescribing of Traditional Chinese Medicine (TCM) decoction pieces, with effects concentrated among habitual prescribers rather than converting occasional users into regular prescribers. Physicians also reduced both the number of drugs prescribed and the volume of services provided to cost-sharing outpatients, producing a 5% decline in average insurance payments per outpatient visit and potentially generating a greater surplus within the global-budget pool. By contrast, we observe no significant changes for self-paying outpatients, suggesting limited scope for physician-induced demand. These results underscore the role of physician agency in healthcare provision and highlight the importance of aligning financial incentives with policy goals. While drug reforms and managed-care models have contained expenditures, challenges remain in achieving adequate coverage for rural residents.

Indexed as

ChinaFinancial incentivesHealthcare utilizationPhysician agencyRural health

Identifiers

PMID41310052
PMCPMC12661823

What OpenQuestion holds

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LicenceCC BY
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Registered trials

None linked

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.