Evidence map›Paper›PMID 27526854›Full record

ArticleHuman resources for health2016

Do health care workforce, population, and service provision significantly contribute to the total health expenditure? An econometric analysis of Serbia.

M Santric-Milicevic, V Vasic, Z Terzic-Supic

Abstract read
In one paragraph

Article in Human resources for health, 2016. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 10 papers.

0numbers the graph read from it
0cells of the map it votes in
10citing 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

10 citing papers in PubMed.

  1. Article
  2. Determinants of Public Health Personnel Spending in Spain.International journal of environmental research and public health · 2023
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4 · The record

Corrections and comments

5 · Who and what money

Authors and funding

3 authors.

M Santric-MilicevicInstitute of Social Medicine, Faculty of Medicine, University of Belgrade, Dr Subotica 15, 11000, Belgrade, Serbia. msantric@med.bg.ac.rs.
V VasicDepartment of Statistics and Mathematics, Faculty of Economics, University of Belgrade, Kamenicka 6, 11000, Belgrade, Serbia.
Z Terzic-SupicInstitute of Social Medicine, Faculty of Medicine, University of Belgrade, Dr Subotica 15, 11000, Belgrade, Serbia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

backgroundIn times of austerity, the availability of econometric health knowledge assists policy-makers in understanding and balancing health expenditure with health care plans within fiscal constraints. The objective of this study is to explore whether the health workforce supply of the public health care sector, population number, and utilization of inpatient care significantly contribute to total health expenditure.

methodsThe dependent variable is the total health expenditure (THE) in Serbia from the years 2003 to 2011. The independent variables are the number of health workers employed in the public health care sector, population number, and inpatient care discharges per 100 population. The statistical analyses include the quadratic interpolation method, natural logarithm and differentiation, and multiple linear regression analyses. The level of significance is set at P < 0.05.

resultsThe regression model captures 90 % of all variations of observed dependent variables (adjusted R square), and the model is significant (P < 0.001). Total health expenditure increased by 1.21 standard deviations, with an increase in health workforce growth rate by 1 standard deviation. Furthermore, this rate decreased by 1.12 standard deviations, with an increase in (negative) population growth rate by 1 standard deviation. Finally, the growth rate increased by 0.38 standard deviation, with an increase of the growth rate of inpatient care discharges per 100 population by 1 standard deviation (P < 0.001).

conclusionsStudy results demonstrate that the government has been making an effort to control strongly health budget growth. Exploring causality relationships between health expenditure and health workforce is important for countries that are trying to consolidate their public health finances and achieve universal health coverage at the same time.

Indexed as

Delivery of Health CareHealth ExpendituresPublic SectorGovernmentHealth Care SectorHealth PersonnelHealth WorkforceHospitalizationHumansSerbiaEconometric analysisHealth care workforcePopulation growthSerbiaService provisionTotal health expenditure

Identifiers

PMID27526854
PMCPMC4986341

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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.