Research graph
References from Protocol: Systematic mapping of recent global research on health system financing using machine learning. Local targets link to admitted publications; unresolved targets remain external evidence.
Mapping Global Research on Climate and Health Using Machine Learning (a Systematic Evidence Map).
10.12688/wellcomeopenres.16415.1 · 2021 · External reference
Health Financing in Fragile and Conflict-Affected Settings: What Do We Know, Seven Years On?.
10.1016/j.socscimed.2019.04.019 · 2019 · External reference
Latent Dirichlet Allocation.
2003 · External reference
BERTopic: Neural Topic Modeling with a Class-Based TF-IDF Procedure.
10.48550/arxiv.2203.05794 · 2022 · External reference
The Rise of Health Economics: Transforming the Landscape of Economic Research.
10.1002/hec.70044 · 2026 · External reference
The Lancet Global Health Commission on Financing Primary Health Care: Putting People at the Centre.
10.1016/s2214-109x(22)00005-5 · 2022 · External reference
Financing Global Health 2025: Cuts in Aid and Future Outlook.
2025 · External reference
A Methodology for Systematic Mapping in Environmental Sciences.
10.1186/s13750-016-0059-6 · 2016 · External reference
Assessing Intervention Effects on Healthcare-Related Financial Protection in Low- and Middle-Income Countries: A Rapid Evidence Review.
10.1093/heapol/czag065 · External reference
A Descriptive Framework for Country-Level Analysis of Health Care Financing Arrangements.
10.1016/s0168-8510(00)00149-4 · 2001 · External reference
Global, Regional, and National Health-Care Inefficiency and Associated Factors in 201 Countries, 1995–2022: A Stochastic Frontier Meta-Analysis for the Global Burden of Disease Study 2023.
10.1016/s2214-109x(25)00178-0 · 2025 · External reference
Searching for Studies: A Guide to Information Retrieval for Campbell Systematic Reviews.
10.1002/cl2.1433 · 2024 · External reference
Systematic mapping of recent global research on health system financing using machine learning [Extended data].
10.17605/osf.io/r3cfa · 2026 · External reference
10.21105/joss.00205 · 2017 · Admitted local publication
UMAP: Uniform Manifold Approximation and Projection for Dimension Reduction.
10.48550/arxiv.1802.03426 · 2018 · External reference
How Does Public Financial Management (PFM) Influence Health System Efficiency: A Scoping Review.
10.12688/wellcomeopenres.22533.1 · 2024 · External reference
MeSH Tree Structures.
External reference
10.1787/9789264270985-en
10.1787/9789264270985-en · 2017 · External reference
10.1787/8f9e3f98-en
10.1787/8f9e3f98-en · 2025 · External reference
Applying an Equity Lens to Interventions: Using PROGRESS Ensures Consideration of Socially Stratifying Factors to Illuminate Inequities in Health.
10.1016/j.jclinepi.2013.08.005 · 2014 · External reference
Health System Performance Assessment - a Framework for Policy Analysis.
2022 · External reference
Preferred Reporting Items for Systematic Review and Meta-Analysis Protocols (PRISMA-P) 2015: Elaboration and Explanation.
10.1136/bmj.g7647 · 2015 · External reference
Use of Cost-Effectiveness Analysis to Compare the Efficiency of Study Identification Methods in Systematic Reviews.
10.1186/s13643-016-0315-4 · 2016 · External reference
EPPI-Reviewer: Advanced Software for Systematic Reviews, Maps and Evidence Synthesis.
2023 · External reference
Cracks in the System: The Effects of the Coronavirus Pandemic on Public Health Systems.
10.1177/0275074020941667 · 2020 · External reference
Visualizing Data Using T-SNE.
2008 · External reference
The World Health Report 2000: Health Systems—Improving Performance.
2000 · External reference
The World Health Report 2010 Health Systems Financing: The Path to Universal Coverage.
2010 · External reference
