Evidence map›Paper›PMID 42507827›Full record

ArticleThe International journal of health planning and management2026

The Spatiotemporal Threshold Effects of Health Expenditure and Health Developmental Assistances on Health-Related Outcome in Sub-Saharan Africa Post Covid19: The Case of the Public-Private Partnerships Donors.

Toh Ryan Peters Akembom, Andam Andin Ndi Buma, Hubert Visas, Jabbar Ul-Haq

Abstract read
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Article in The International journal of health planning and management, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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1 · What the graph read from it

What it found

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2 · The registry

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3 · Its place in the literature

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4 · The record

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5 · Who and what money

Authors and funding

4 authors.

Toh Ryan Peters AkembomBeijing Technology and Business University, Beijing, China.ORCID https://orcid.org/0009-0009-9472-6710
Andam Andin Ndi BumaCollege of Humanities and Development Studies, China Agricultural University, Beijing, China.ORCID https://orcid.org/0009-0000-0821-8547
Hubert VisasUniversity of International Business and Economics, Beijing, China.ORCID https://orcid.org/0000-0001-8020-2566
Jabbar Ul-HaqDepartment of Economics, University of Sargodha, Sargodha, Pakistan.ORCID https://orcid.org/0000-0002-5314-6092

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

The COVID-19 pandemic has not only revealed pre-existing vulnerabilities in global health systems and imposed heavy costs on countries worldwide, but also exacerbated existing disparities. These institutional and financing limitations were part of the development strategy, which did not adequately accommodate the health risks accompanying the outbreak of the virus. This disruption has ongoing implications for access to healthcare and treatment, particularly in economically disadvantaged and marginalised communities. This study documents the spatial spillover and threshold effects of health development assistance per capita (HDApc) and health expenditure (HEAEXP) on health-related outcomes (HROs) in Sub-Saharan Africa (SSA), which is a potential vector of the dissimilation of viruses. The study utilises panel data from 38 SSA countries spanning the period from 2000 to 2021. Employing the fixed effect (FE), fixed effect spatial Durbin Model (FE-SDM) and the threshold methods, and adding immunisation rate, GDP per capita growth and democracy as additional variables, this study finds that (1) HDApc and HEAEXP significantly improve the health status of the population, (2) HDApc and HEAEXP have a favourable spatial effect as both significantly reduce the under-five mortality rate, infant mortality rate, age-standardized deaths from infectious diseases, and the death rate in neighbouring countries, (3) HDApc has a double threshold effect on HROs and that its effect on the HROs is higher at higher threshold level of 12%.

Indexed as

COVID-19Health ExpendituresPublic-Private Sector PartnershipsAfrica South of the SaharaHumanshealth developmental assistancehealth expenditurehealth outcomesspatiotemporal effectsub‐saharan africathreshold effect

Identifiers

PMID42507827
PMCPMC13551530

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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.