ArticleBMC health services research2020
Efficiency of health resource utilisation in primary-level maternal and child health hospitals in Shanxi Province, China: a bootstrapping data envelopment analysis and truncated regression approach.
Article in BMC health services research, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 30 papers.
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.
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.
Who cites it
30 citing papers in PubMed.
- Evaluating a maternal and child health capacity-building program in Senegal: environment-adjusted district efficiency and gap reduction using DHIS2 data.BMC health services research · 2026Article
- Regional differences in the level of healthcare in China.BMC health services research · 2026Article
- The effect of maternal and child health resource allocation on efficiency in China.Scientific reports · 2026Article
- Enhancing financial stability in healthcare through data-driven risk assessments with machine learning.Scientific reports · 2026Article
- Improving Equitable Access to Antenatal Care in China: Challenges and Potential Innovative Approaches.China CDC weekly · 2026Article
- Assessing the relationship between the hospital grading system and medical resource utilization: evidence from China.Cost effectiveness and resource allocation : C/E · 2026Article
- The efficiency of secondary-level hospitals in hard-to-reach and non-hard-to-reach areas in Bangladesh: a data envelopment analysis approach.BMC health services research · 2025Article
- Efficiency analysis of oral health resource allocation in public medical institutions in Yunnan Province at the end of the 13th five-year plan in China.BMC oral health · 2025Article
- Article
- The efficiency and productivity-changing trend of PHCIs since the 2009 health reform in China based on a three-stage DEA and Malmquist Productivity Index.Journal of global health · 2025Article
- What are the key factors contributing to the inequity in healthcare resource allocation? Evidence from China's health panel data from 2009 to 2021.Frontiers in public health · 2025Article
- Enhancing Efficiency in Multi-Stage Pharmaceutical Manufacturing: A Process-Based Network DEA Approach.F1000Research · 2025Article
- Equity and efficiency of health resource allocation in Sichuan Province, China.BMC health services research · 2024Article
- Technical efficiency analysis of advanced medical centers in Burkina Faso.BMC health services research · 2024Article
- Regional differences in health resource allocation: a longitudinal study in the Chengdu-Chongqing economic circle, China.BMJ open · 2024Article
- Trend and Equity in Maternal and Child Health Resource Allocation in China Since the New Health System Reform: A Nationwide Study from 2008 to 2020.Risk management and healthcare policy · 2024Article
- Perspectives on early childhood development in China: key dimensions and contextual contributions.Frontiers in psychology · 2024Article
- Healthcare services efficiency and its intrinsic drivers in China: based on the three-stage super-efficiency SBM model.BMC health services research · 2023Article
- Temporal-Spatial Evolution and Trend Prediction of the Supply Efficiency of Primary Medical Health Service-An Empirical Study Based on Central and Western Regions of China.International journal of environmental research and public health · 2023Article
- Equity and efficiency of medical and health service system in China.BMC health services research · 2023Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
3 authors.
Funding
Abstract
backgroundDistrict- and county-level maternal and child health hospitals (MCHHs) are positioned to provide primary maternal and child healthcare in rural and urban areas of China. Their efficiencies and productivity largely affect the equity and accessibility of maternal and child health care. This study aimed to assess the efficiency of district- and county-level MCHHs in China and identify their associated factors.
methodsThirty-three district- and 84 county-level MCHHs were selected from Shanxi Province in 2017. At the first stage, bootstrapping data envelopment analysis (DEA) models were established to calculate the technical efficiency (TE), pure technical efficiency (PTE) and scale efficiency (SE) of district- and county-level hospitals. At the second stage, the estimated efficiency scores were regressed against external and internal hospital environmental factors by using bootstrap truncated regression to identify their determinants.
resultsThe average TE, PTE and SE scores for district-level MCHHs were 0.7433, 0.8633 and 0.9335, respectively. All hospitals were found to be weakly efficient, although more than 50% of the hospitals performed with efficient SE (SE scores≥100%). As for county-level MCHHs, their average TE, PTE and SE scores were 0.5483, 0.6081 and 0.9329, respectively. The hospitals with TE and PTE scores less than 0.7 accounted for more than 60%, and no hospital was observed to operate effectively. Truncated regressions suggested that the proportion of health professionals, including doctors, nurses, pharmacists, inspection technician and image technician (district level: β = 0.57, 95% CI = 0.30-0.85; county level: β = 0.33, 95% CI = 0.15-0.52), and the number of health workers who received job training (district level: β = 0.67, 95% CI = 0.26-1.08; county level: β = 0.34, 95% CI = 0.14-0.54) had a positive association with efficiency scores. The amount of financial subsidy (β = 0.07, 95% CI = 0.05-0.09) was found to be directly proportional to the productive efficiency of the county-level MCHHs.
conclusionThe operational inefficiency of district- and county-level MCHHs in Shanxi Province is severe and needs to be substantially improved, especially in terms of TE and PTE. Hiring additional medical personnel and ensuring the stability of the workforce should be prioritised. The Chinese government must provide sufficient financial subsidy to compensate for service costs.
Indexed as
Identifiers
What OpenQuestion holds
Registered trials
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.