ArticleHealth policy and planning2026
Assessing the cost implications of integrating and scaling up HIV services for key populations in Kenya and Malawi.
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. Not yet cited in PubMed.
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
0 citing papers in PubMed.
No citing paper in PubMed yet.
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
10 authors.
Funding
Abstract
Limited research has been conducted on strategies to improve the efficiency of HIV services for key populations (KPs). This study investigates ways to enhance healthcare delivery efficiency, focusing on HIV services for KPs. We explore two strategies: expanding service volume and offering multiple HIV services within a single health facility. Using data from the Linkages Across the Continuum of HIV Services for Key Populations Affected by HIV (LINKAGES) program in Kenya and Malawi, we exploit the variation in services provided to assess correlations between different service delivery configurations and their costs. We apply log-log fixed-effects regression models to analyze relationships between the total costs of four HIV services and the volume and range of services delivered. We find that service volume increases correlate with higher total costs, albeit less than proportionally, consistent with possible economies of scale. Negative correlations between service integration and total costs suggest that integrating HIV services for KPs could lead to reduced total costs for some service combinations. These results indicate potential strategies to increase the efficiency of HIV services for KPs, which can inform strategic planning and program execution in Kenya, Malawi, and similar 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.