Evidence map›Paper›PMID 42856798›Full record

ArticleFrontiers in public health2026

Panel regression analysis of the relationship between health resources and infant mortality rate in Chinese mainland provinces, 2010-2020.

Ruonan Gao, Hailong Li, Kun Zou, Zhenyan Bo, Yong Tang, Shaoyang Zhao, Yongmu Jiang, Lingli Zhang

Abstract read
In one paragraph

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

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

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

8 authors.

Ruonan GaoDepartment of Pharmacy/Evidence-Based Pharmacy Center, West China Second University Hospital, Sichuan University, Chengdu, China.
Hailong LiDepartment of Pharmacy/Evidence-Based Pharmacy Center, West China Second University Hospital, Sichuan University, Chengdu, China.
Kun ZouDepartment of Pharmacy/Evidence-Based Pharmacy Center, West China Second University Hospital, Sichuan University, Chengdu, China.
Zhenyan BoDepartment of Pharmacy/Evidence-Based Pharmacy Center, West China Second University Hospital, Sichuan University, Chengdu, China.
Yong TangSchool of Economics, Sichuan University, Chengdu, China.
Shaoyang ZhaoSchool of Economics, Sichuan University, Chengdu, China.
Yongmu JiangSchool of Economics, Sichuan University, Chengdu, China.
Lingli ZhangDepartment of Pharmacy/Evidence-Based Pharmacy Center, West China Second University Hospital, Sichuan University, Chengdu, China.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Background: China has substantially reduced its infant mortality rate (IMR) and targets further declines under the Healthy China 2030 blueprint. Health resources are fundamental to infant health. However, national evidence on the association between multidimensional health inputs and IMR remains limited, particularly for pediatric specific resources. Methods: A panel dataset of 31 Chinese mainland provinces (2010-2020) was analyzed. IMR was defined as infant deaths per 1,000 live births. Associations between categorized health resources and IMR were examined using fixed- and random-effects panel regression adjusted for socioeconomic covariates. Results: Mean provincial IMR was 6.70 per 1,000 live births. Most health resource indicators correlated negatively with IMR. In adjusted panel models, health technical personnel ( Conclusion: This study reveals a significant association between increased health workforce and facility capacity and lower infant mortality rates, highlighting the critical role of adequate pediatric-specific resource allocation. Our findings suggest that China should continue to ensure an adequate supply of health resources and potentially direct government health expenditure patterns specifically toward strengthening primary pediatric care and maternal and child health institutions.

Indexed as

Health ResourcesInfant MortalityChinaEast Asian PeopleHealth ExpendituresHumansInfantInfant, NewbornRegression Analysischild healthChinahealth expenditurehealth resourcesinfant mortality

Identifiers

PMID42856798
PMCPMC13650015

What OpenQuestion holds

Textmetadata
Read underepoch 390

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.