Evidence map›Paper›PMID 40247304›Full record

ArticleBMC public health2025

A study on equity in the allocation of health human resources in maternal and child health institutions in China (2002-2021) and forecasting the five-year future trends (2022-2026).

Lin Zhu, Hui Lu, Wenting Li, Jingru Chang, Guoliang Ma

Abstract read
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Article in BMC public health, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 9 papers.

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0cells of the map it votes in
9citing 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

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3 · Its place in the literature

Who cites it

9 citing papers in PubMed.

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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

5 authors.

Lin ZhuNanjing Municipal Center for Disease Control & Prevention, No.3, Zizhulin Road, Gulou District, Nanjing, Jiangsu, 210013, China.
Hui LuSchool of Public Health, Nanjing Medical University, Nanjing, Jiangsu, China.
Wenting LiNanjing Municipal Center for Disease Control & Prevention, No.3, Zizhulin Road, Gulou District, Nanjing, Jiangsu, 210013, China.
Jingru ChangSchool of Public Health, Nanjing Medical University, Nanjing, Jiangsu, China.
Guoliang MaNanjing Municipal Center for Disease Control & Prevention, No.3, Zizhulin Road, Gulou District, Nanjing, Jiangsu, 210013, China. guoliang77899@163.com.

Funding

Research and Innovation Project of Nanjing Institute of Public Health, Nanjing Medical University China (NCX2306)
6 · The paper itself

Abstract

backgroundStrengthening health systems and ensuring equity and access to human resources can significantly reduce maternal and child mortality and improve maternal and child health outcomes. This mixed-methods study aimed at the quantity, quality, and equity of the allocation of human resources for health (HRH) in Chinese maternal and child healthcare institutions from 2002 to 2021 while providing a reference for optimally allocating HRH in the new era.

methodsRelying on health-related data obtained from statistical yearbooks in 2003-2022, the study analysed the allocation status using descriptive statistics, examined the allocation equity with the Gini coefficient and the Health resource agglomeration degree/Health resource population agglomeration degree (HRAD/HRPAD). Finally, the study predicted the future allocation trend by compiling a grey prediction model GM (1,1).

resultsHRH quantity in Chinese maternal and child healthcare institutions experienced steady growth. However, the composition of educational background and professional titles was unreasonable. The quality structure needs to be further optimized. The equity of demographic allocation (Gini < 0.2) was superior to the geographic allocation (Gini = 0.631-0.678), with significant regional differences. The HRAD values of HRH in different regions were as follows: eastern region (3.50-3.70) > central region (1.69-1.92) > western region (0.36-0.44); HRPAD (2021): western region (1.150) > central region (0.991) > eastern region (0.912). The equity of sparsely populated regions was superior to that of densely populated regions. The HRH future allocation trend is positive.

conclusionsEmphasis should be placed on the status quo of unreasonable allocation and unbalanced distribution. Careful consideration must be given to factors like service population, service radius, economic development, and population mobility while considering demographic and geographic equity to promote the reasonable allocation and full utilisation of HRH.

Indexed as

Health EquityHealth WorkforceMaternal-Child Health CentersMaternal-Child Health ServicesMaternal Health ServicesResource AllocationChildChinaFemaleForecastingHumansAllocation of human resources for healthEquityHealth resource agglomeration degreeMaternal and child healthcare institution

Identifiers

PMID40247304
PMCPMC12004793

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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.