Evidence map›Paper›PMID 41808253›Full record

ArticleInquiry : a journal of medical care organization, provision and financing

Channeling Patient Flow in China: An Agent-Based Model of Insurance Reimbursement and Hierarchical Care.

Ning Zhao, Jia Yang, Mei Gu, Jin Li, Danhui Li, Wensheng Ju, Moning Guo

Abstract read
In one paragraph

Article in Inquiry : a journal of medical care organization, provision and financing. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
1citing papers in PubMed, 1 pooled it
–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 synthesis or guideline pooled it.

  1. Pooled it
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

7 authors.

Ning ZhaoCapital Medical University, Beijing, China.ORCID 0009-0009-6211-9393
Jia YangCapital Medical University, Beijing, China.
Mei GuCapital Medical University, Beijing, China.
Jin LiShenzhen Traditional Chinese Medicine Hospital, Shenzhen, China.
Danhui LiShaanxi Provincial People's Hospital, Shaanxi, China.
Wensheng JuBeijing Municipal Health Big Data and Policy Research Center, Beijing, China.
Moning GuoBeijing Municipal Health Big Data and Policy Research Center, Beijing, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

In China, the absence of a strict referral system leads to overcrowding in tertiary hospitals and underutilization of primary care, challenging the implementation of a tiered diagnosis and treatment system. This study investigates how differential health insurance reimbursement rates can be leveraged to guide patient flow. We developed an agent-based simulation model, calibrated with real-world data on hypertensive inpatients from Beijing (2015-2017). The model simulated patient healthcare-seeking choices under various reimbursement scenarios for primary, secondary, and tertiary hospitals. Adjusting reimbursement rates significantly redirected patient flow and altered medical insurance fund expenditure. Increasing the reimbursement rate for primary hospitals proved particularly effective in channeling patients toward them. We identified an optimal balance-maximizing the proportion of hypertensive inpatients seeking care at primary hospitals (achieving 36.41%, compared to an observed baseline of 16.39%) while controlling total fund expenditure-when reimbursement rates were set at 95% for primary, 85% for secondary, and 70% for tertiary hospitals. Differential health insurance reimbursement serves as a potent policy lever to steer patient flow within a tiered healthcare system. The agent-based modeling approach provides a valuable tool for policymakers to simulate and identify optimal reimbursement strategies, thereby promoting efficient healthcare delivery and sustainable fund management.

Indexed as

Insurance, HealthInsurance, Health, ReimbursementPatient Acceptance of Health CareReimbursement MechanismsChinaHealth ExpendituresHumansPrimary Health CareTertiary Care CentersChinahealth carehealth expendituresinpatientsreimbursement

Identifiers

PMID41808253
PMCPMC12979921

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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.