Evidence map›Paper›PMID 41567412›Full record

ReviewDigital health

Reforming Uganda's digital health data systems: A policy analysis for inclusive, equitable, and decolonised data governance.

Stuart Ssebibubbu, Frank Ssekamwa, Nimrod Muhumuza, Moses Mulumba

Abstract readReview
In one paragraph

Review in Digital health. 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

4 authors.

Stuart SsebibubbuAfya na Haki Institute, Kampala, Uganda.ORCID https://orcid.org/0009-0005-3420-8592
Frank SsekamwaAfya na Haki Institute, Kampala, Uganda.ORCID https://orcid.org/0009-0005-5828-9681
Nimrod MuhumuzaAfya na Haki Institute, Kampala, Uganda.ORCID https://orcid.org/0000-0002-2905-9976
Moses MulumbaAfya na Haki Institute, Kampala, Uganda.ORCID https://orcid.org/0000-0001-5351-4687

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Uganda has rapidly digitised many health services, but persistent challenges in data governance - including fragmented systems, variable data quality, and the exclusion of vulnerable populations - hinder effective care and equity. This analysis reviews recent developments (2023-2025) in Uganda's digital health policy and practice, drawing on strategy documents, conference reports, and stakeholder input. It highlights how the COVID-19 pandemic accelerated innovation while exposing systemic weaknesses. For example, the Ministry of Health's (MoH) 2023 strategy explicitly targets data accessibility and integration, and the 2024 guidelines standardise management across the sector. Yet, execution gaps remain due to resource constraints and organisational silos. This article proposes an inclusive data governance framework with five pillars (inclusive governance, equity, interoperability, privacy, and capacity) and recommends concrete actions. By adopting these reforms, Uganda can transform its digital health systems into people-centred, equitable platforms that build trust, protect rights, and advance universal health coverage.

Indexed as

data protectiondecolonisationDigital healthdigital transformationeHealthequityhealth data governanceinclusivityUganda

Identifiers

PMID41567412
PMCPMC12816509

What Socratic holds

Textmetadata
LicenceCC BY-NC
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 Socratic graph.