ArticleHealth policy and planning2026
Measuring and assessing corruption in public health systems in low- and middle-income countries: a scoping review of methods.
Article in Health policy and planning, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 1 paper.
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
1 citing paper in PubMed.
- Do subsidies reach the sick? Implementation challenges and equity implications of pharmaceutical subsidy reform in Iran: a qualitative study.International journal for equity in health · 2026Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
4 authors.
Funding
Abstract
Corruption in health systems has serious implications for health outcomes and equitable care. Although various methods exist to measure it, their application, purpose, effectiveness, and context have not yet been systematically consolidated to enable learning. We conducted a scoping review to identify empirical approaches used to measure health-sector corruption globally, with a focus on low- and middle-income countries. We examined the opportunities and challenges of these methods and developed a typology to guide future research. We searched Econlit, Embase, Global Health, Medline, Social Policy and Practice, Web of Science, and websites of international organisations focused on corruption research. Reference lists of included studies were also hand-searched. Two rounds of searches were conducted: first for studies published between 2000 and 2022, then for earlier publications dating back to 1993. Thirty-seven studies were narratively synthesised. Common methods included surveys, interviews, focus groups, and audits. Surveys were more common before 2000. Ethnography, investigative journalism, co-production, and crowdsourcing-though previously recommended-were rarely used or reported in the literature. Often, measuring corruption was not the primary aim, and methods were poorly described. Many lacked a clear definition of corruption or a theoretical grounding. Our review and typology highlight trade-offs between rigour, feasibility, and utility. As demand for evidence in this field grows, consensus on corruption definitions and sub-types is needed to guide study design and improve comparability across contexts. Promising directions include theory-informed mixed methods, context-sensitive designs, qualitative pilots, and interdisciplinary approaches.
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.