Evidence map›Paper›PMID 42062694›Full record

ArticleHealth economics review2026

Provider behavior from FFS to DRGs payment: experimental evidence from real physicians.

Yefeng Chen, Weizheng Zhao, Ying Liu, Jun Luo

Abstract read
In one paragraph

Article in Health economics review, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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0citing papers in PubMed
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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

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3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

4 authors.

Yefeng ChenSchool of Economics and Interdisciplinary Center for Social Sciences, Zhejiang University, Hangzhou, 310058, China.
Weizheng ZhaoSchool of Economics and Interdisciplinary Center for Social Sciences, Zhejiang University, Hangzhou, 310058, China.
Ying LiuSchool of Humanities and Management, Zhejiang Chinese Medical University, No. 260 Baichuan Street, Fuyang District, Hangzhou, 311402, China. skyliu2171@163.com.
Jun LuoSchool of Economics and Center for Economic Behavior and Decision-Making, Zhejiang University of Finance & Economics, Hangzhou, 310018, China.

Funding

National Natural science Foundation of China 72173116the Key Project of Philosophy and Social Sciences Planning in Zhejiang Province 22NDJC0047the National Natural Science Foundation of China 71773111the Research Project of the School of Humanities and Management, Zhejiang Chinese Medical University yjkt202505the Research Project of Zhejiang Chinese Medical University 2024RCZXSK06
6 · The paper itself

Abstract

backgroundControlling the escalation of healthcare costs is a critical issue in China, which has led to a shift in the health insurance payment system from Fee-for-Service (FFS) to Diagnosis-Related Groups (DRGs). While DRGs contribute to cost containment, they also introduce moral hazards such as upcoding and undertreatment, which threaten the sustainability of insurance funds and public health.

methodsThis study conducted a lab-in-the-field experiment with real physicians to simulate the operation of FFS and DRGs payments, incorporating the uncertainty of medical outcomes.

resultsThe results indicate that DRGs reduce overtreatment but increase the risks of upcoding and undertreatment, particularly under conditions of uncertainty, leading to greater losses for insurance funds. Most physicians demonstrated a strong altruistic inclination, prioritizing case severity over fairness and efficiency. However, the conflict between financial incentives and professional ethics creates a dilemma where adherence to medical norms may compromise patient welfare under the DRGs system.

conclusionsThis research underscores the necessity of regulatory interventions to address these moral hazards, thereby safeguarding our healthcare system and public health.

Indexed as

DRGsFFSOvertreatmentUndertreatmentUpcoding

Identifiers

PMID42062694
PMCPMC13276948

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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.