ArticleBMC health services research2020
An empirical study on the determinants of health care expenses in emerging economies.
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 12 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
12 citing papers in PubMed.
- Modeling the impact of environmental and socioeconomic factors on health expenditure in Türkiye.iScience · 2026Article
- Macroeconomic fluctuations and the prioritization of healthcare funding by local governments: longitudinal evidence from 5461 Brazilian municipalities.Health policy and planning · 2026Article
- Evaluating the impact of national hospital plan on healthcare service performance in Albania: evidence from the regional Memorial Hospital in Fier.BMC health services research · 2026Article
- Economic and demographic influences on health expenditures: robust approaches for income and aging effects.Health economics review · 2025Article
- Governance and public health expenditure in Côte d'Ivoire: examination of the dynamic relationship.Health economics review · 2025Article
- The impact of public health expenditure and gross domestic product per capita on the risk of catastrophic health expenditures for OECD countries.Frontiers in public health · 2023Article
- Enhanced lung image segmentation using deep learning.Neural computing & applications · 2022Article
- Exploring the Dynamic Nexus Among Economic Growth, Industrialization, Medical Technology, and Healthcare Expenditure: A PMG-ARDL Panel Data Analysis on Income-Level Classification Along West African Economies.Frontiers in public health · 2022Article
- A Dynamic Analysis of the Demand for Health Care in Post-Apartheid South Africa.Nursing reports (Pavia, Italy) · 2021Article
- Dynamics of Public Spending on Health and Socio-Economic Development in the European Union: An Analysis from the Perspective of the Sustainable Development Goals.Healthcare (Basel, Switzerland) · 2021Article
- What Drives Outpatient Care Costs in Kenya? An Analysis With Generalized Estimating Equations.Frontiers in public health · 2021Article
- Out-of-pocket healthcare expenditure in emerging economies: Evidence from panel data analysis.The journal of medicine accessArticle
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
7 authors.
Funding
Abstract
backgroundEmerging countries continue to suffer gravely from insufficient healthcare funding, which adversely affects access to quality healthcare and ultimately the health status of citizens. By using panel data from the World Development Indicators, the study examined the determinants of health care expenditure among twenty-two (22) emerging countries from the year 2000 to 2018.
methodsThe study employed cross-section dependence and homogeneity tests to confirm cross-sectional dependence and to deal with homogeneity issues. The Quantile regression technique is employed to test for the relationship between private and public health care expenses and its determinants. The Pooled mean group causality test is used to examine the causal connections among the variables.
resultsThe outcome of the quantile regression test revealed that economic growth and aging population could induce healthcare costs in emerging countries. However, the impact of industrialization, agricultural activities, and technological advancement on health expenses are found to be noticeably heterogeneous at the various quantile levels. Unidirectional causality was found between industrialization and public health expenses; whereas two-way causal influence was reveled amongst public health expenditure and GDP per capita; public health expenditure and agricultural activities.
conclusionIt is therefore suggested that effective and integrated strategies should be considered by industries and agricultural sectors to help reduce preventable diseases that will ultimately reduce healthcare costs among the emerging countries.
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.