Evidence map›Paper›PMID 42786250›Full record

ReviewNPJ digital medicine2026

Why responsible AI needs regional networks in low-resource health systems.

Emma-Jane Spencer, Jerome Singh, Keymanthri Moodley, Jeroen van den Hoven, Jip Hazelhorst, Diederik Gommers, Michel E van Genderen

Abstract readReview
In one paragraph

Review in NPJ digital medicine, 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

7 authors.

Emma-Jane SpencerDepartment of Adult Intensive Care, Erasmus MC, Rotterdam, The Netherlands.
Jerome SinghUniversity of Toronto, Toronto, Ontario, Canada.
Keymanthri MoodleyDepartment of Medicine, Stellenbosch University, Stellenbosch, South Africa.
Jeroen van den HovenDelft University of Technology, Delft, The Netherlands.
Jip HazelhorstErasmus MC Datahub, Erasmus MC University Medical Center, Rotterdam, The Netherlands.
Diederik GommersDepartment of Adult Intensive Care, Erasmus MC, Rotterdam, The Netherlands.
Michel E van GenderenDepartment of Adult Intensive Care, Erasmus MC, Rotterdam, The Netherlands. m.vangenderen@erasmusmc.nl.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

Responsible clinical AI requires regionally anchored networks tailored to local contexts. We propose a primary-care-first approach to prioritize local governance, ensuring decisions are context-driven; data sovereignty, to build trust and protect privacy; and community-driven infrastructure, ensuring sustainability. With capacity building, these networks support equitable AI by aligning with local needs, overcoming barriers to implementation, and enabling collaboration across regions to scale solutions effectively.

Identifiers

PMID42786250
PMCPMC13612398

What OpenQuestion holds

Textmetadata
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.