Observational studyBMJ (Clinical research ed.)2023
Association between inequalities in human resources for health and all cause and cause specific mortality in 172 countries and territories, 1990-2019: observational study.
Observational study in BMJ (Clinical research ed.), 2023. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 63 papers, 2 of them syntheses that pooled it.
What it found
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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.
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Who cites it
63 citing papers in PubMed, 2 syntheses or guidelines pooled it, 69 citations in OpenAlex.
- Identifying Behaviour Change Techniques in Cancer Nutrition Interventions and Their Implementation Contexts: A Systematic Review.Nutrients · 2026Pooled it
- Prevalence of postprandial hypotension in older adults: a systematic review and meta-analysis.Age and ageing · 2024Pooled it
- Burden of lower extremity peripheral arterial disease in the Western Pacific region, 1990-2021: a comparative analysis.Annals of medicine and surgery (2012) · 2026Article
- A longitudinal analysis of published clinical practice guidelines and their effect on disease burden.Nature communications · 2026Article
- Global, Regional, and National Burden of Malaria and Dengue from 1992 to 2021, with Projections to 2036: An Age-Period-Cohort Analysis.Tropical medicine and infectious disease · 2026Article
- Article
- Global associations of adolescent health with inclusive and sustainable well-being, 2010-2035.Journal of global health · 2026Article
- Can family health alleviate income-related health disparity in China? A population-based study.Archives of public health = Archives belges de sante publique · 2026Article
- Observation and modeling of fertility loss attributable to natural disasters from 1990-2021.Communications medicine · 2026Article
- Global, regional and national burden of epilepsy secondary to four major neonatal disorders: insights from the Global Burden of Disease Study 2021.Translational pediatrics · 2026Article
- Exploring factors influencing medical specialty choice among undergraduates in The Gambia: a situated expectancy-value theory approach.BMC medical education · 2026Article
- Decomposition of cross-country socioeconomic inequality in mortality by 288 causes of death and 84 risk factors from 1990 to 2021.Nature communications · 2026Article
- Global and Regional Temporal Changes in Cross-Country Inequalities of Site-Specific Osteoarthritis Burden, 1990 to 2021.Arthritis care & research · 2026Article
- A decision-tree model to evaluate the impacts of workforce investments aimed at strengthening emergency obstetric and neonatal care (EmONC) facilities in Burundi.Cost effectiveness and resource allocation : C/E · 2026Article
- Equity in health resource allocation in Guangdong Province, China, from 2013-2021: research based on the Dagum Gini coefficient and exploratory spatial data analysis.Cost effectiveness and resource allocation : C/E · 2026Article
- Global lifetime risk of developing myocarditis, 1990-2021: a systematic analysis from the Global Burden of Disease Study 2021.BMJ open · 2026Article
- Weather elements and the risk of tuberculosis incidence in China from 2005 to 2019: a county-level large observational study.Journal of global health · 2026Observational
- Global Burden and Forecasting of Musculoskeletal Disability Attributable to High BMI, 1990-2040: A GBD 2021 and Mendelian Randomization Study.Journal of pain research · 2026Article
- Training needs and influencing factors among rural-oriented general practitioners in Chongqing, China: a cross-sectional survey and latent profile analysis.Frontiers in public health · 2026Article
- Spatiotemporal coupling coordination between population aging and healthcare resource capacity in China: a provincial-level analysis, 2000-2023.Frontiers in public health · 2026Article
3 more citing papers are in PubMed but not listed here.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
11 authors at 6 institutions in 2 countries.
Funding
Abstract
objectiveTo explore inequalities in human resources for health (HRH) in relation to all cause and cause specific mortality globally in 1990-2019.
designObservational study.
setting172 countries and territories. DATA SOURCES: Databases of the Global Burden of Disease Study 2019, United Nations Statistics, and Our World in Data.
main outcome measuresThe main outcome was age standardized all cause mortality per 100 000 population in relation to HRH density per 10 000 population, and secondary outcome was age standardized cause specific mortality. The Lorenz curve and the concentration index (CCI) were used to assess trends and inequalities in HRH.
resultsGlobally, the total HRH density per 10 000 population increased, from 56.0 in 1990 to 142.5 in 2019, whereas age standardized all cause mortality per 100 000 population decreased, from 995.5 in 1990 to 743.8 in 2019. The Lorenz curve lay below the equality line and CCI was 0.43 (P<0.05), indicating that the health workforce was more concentrated among countries and territories ranked high on the human development index. The CCI for HRH was stable, at about 0.42-0.43 between 1990 and 2001 and continued to decline (narrowed inequality), from 0.43 in 2001 to 0.38 in 2019 (P<0.001). In the multivariable generalized estimating equation model, a negative association was found between total HRH level and all cause mortality, with the highest levels of HRH as reference (low: incidence risk ratio 1.15, 95% confidence interval 1.00 to 1.32; middle: 1.14, 1.01 to 1.29; high: 1.18, 1.08 to 1.28). A negative association between total HRH density and mortality rate was more pronounced for some types of cause specific mortality, including neglected tropical diseases and malaria, enteric infections, maternal and neonatal disorders, and diabetes and kidney diseases. The risk of death was more likely to be higher in people from countries and territories with a lower density of doctors, dentistry staff, pharmaceutical staff, aides and emergency medical workers, optometrists, psychologists, personal care workers, physiotherapists, and radiographers.
conclusionsInequalities in HRH have been decreasing over the past 30 years globally but persist. All cause mortality and most types of cause specific mortality were relatively higher in countries and territories with a limited health workforce, especially for several specific HRH types among priority diseases. The findings highlight the importance of strengthening political commitment to develop equity oriented health workforce policies, expanding health financing, and implementing targeted measures to reduce deaths related to inadequate HRH to achieve universal health coverage by 2030.
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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.