Evidence map›Paper›PMID 42616700›Full record

ArticlePLOS global public health2026

Design and implementation of a multi-country targeted health facility assessment to measure integrated, people-centered, quality of services.

Shivam Gupta, Japneet Kaur, Rohit Jain, Alexander K Rowe, Pankhuri Jha, Rasheed Raji, Arjun Arakal, Chris White, Marasi Mwencha, Shunsuke Mabuchi

Abstract read
In one paragraph

Article in PLOS global public health, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

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.

2 · The registry

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.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

10 authors.

Shivam GuptaJohns Hopkins Bloomberg School of Public Health, Baltimore, Maryland, United States of America.ORCID https://orcid.org/0000-0003-1116-0459
Japneet KaurThe Global Fund to Fight AIDS, Tuberculosis and Malaria, Geneva, Switzerland.
Rohit JainThe Global Fund to Fight AIDS, Tuberculosis and Malaria, Geneva, Switzerland.ORCID https://orcid.org/0000-0002-0528-4108
Alexander K RoweThe Global Fund to Fight AIDS, Tuberculosis and Malaria, Geneva, Switzerland.ORCID https://orcid.org/0000-0002-1383-4341
Pankhuri JhaThe Global Fund to Fight AIDS, Tuberculosis and Malaria, Geneva, Switzerland.ORCID https://orcid.org/0009-0007-8816-7217
Rasheed RajiThe Global Fund to Fight AIDS, Tuberculosis and Malaria, Geneva, Switzerland.
Arjun ArakalThe Global Fund to Fight AIDS, Tuberculosis and Malaria, Geneva, Switzerland.
Chris WhiteThe Gates Foundation, Seattle, Washington, United States of America.ORCID https://orcid.org/0009-0003-3276-8620
Marasi MwenchaThe Global Fund to Fight AIDS, Tuberculosis and Malaria, Geneva, Switzerland.
Shunsuke MabuchiThe Global Fund to Fight AIDS, Tuberculosis and Malaria, Geneva, Switzerland.

Funding

Bill & Melinda Gates Foundation INV-000736Bill & Melinda Gates Foundation INV-007346
6 · The paper itself

Abstract

Integrated, people-centred, high-quality health services are essential to achieving universal health coverage, yet traditional health facility assessments often focus on structural inputs and are too resource-intensive to support frequent, programmatic use. The Global Fund to Fight AIDS, Tuberculosis (TB), and Malaria developed the Targeted Health Facility Assessment (tHFA) to inform country plans and monitor progress on the Global Fund Strategy (2023-2028) of maximizing people-centred integrated systems for health. This paper describes the development, methodology, and implementation of the tHFA baseline round and discusses issues related to institutionalizing these assessments to monitor and improve service delivery processes and outcomes in low- and middle-income countries (LMICs). The tHFA is a cross-sectional, multi-country facility assessment designed to monitor progress on four key performance indicators in the Global Fund's strategic monitoring framework and seven programmatic indicators for horizontal program investments. In 2024-2025, the Global Fund implemented a baseline survey across 2,272 facilities in 18 LMICs using a modular questionnaire covering integrated delivery of antenatal care, HIV, TB, and malaria services, supportive supervision, community health worker (CHW) support, and patient-reported experience measures. Probability sampling was used to select 120 health facilities per country, and data were collected through direct observation, health worker interviews, and record reviews. Post-stratification weighting accounted for facility replacement and other sampling deviations, and data quality assurance was embedded throughout via training, pilot testing, and real-time monitoring. The tHFA is a pragmatic, agile, and scalable approach designed to monitor integrated service delivery and people-centred quality of care in LMICs. Its focused scope, inclusion of CHWs, and alignment with the Global Fund's strategic objectives position it as a tool designed to guide decision-making, inform grant monitoring, and strengthen health systems across LMICs. Its impact on these outcomes will be assessed through planned follow-up rounds of the tHFA over the strategy cycle.

Identifiers

PMID42616700
PMCPMC13489417

What OpenQuestion holds

Textmetadata
LicenceCC BY
Read underepoch 390

Registered trials

None linked

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.