Deploying medical AI in low-resource settings: a scoping review of challenges and strategies.

Al-Ganad A, Al-Shahdhi A, Al-Dhaifi O, Hajeb E, Hajeb H, Al-Motarreb A

DOI: 10.3389/fdgth.2026.1743634
Published: 2026
Container: Frontiers in digital health
Publisher: Not recorded
Open access: yes

Credibility signals

limited evidence Score 45/100 under policy 1.0.0. This is a metadata assessment, not a judgment of the paper's conclusions.

Show all credibility signals

cautionDOI registered: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
cautionDOI resolves: No matching Crossref record was present in this response. Source: Crossref; license: CC0 metadata
not scoredDirectory of Open Access Journals: No matching DOAJ record was present in this response. No allow-list match; this is not evidence of low credibility. Source: DOAJ; license: CC0
not scoredMEDLINE indexed: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredOpenAlex core source: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredKnown publisher allow-list: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredROR affiliation: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredRetraction Watch retraction: No retraction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch expression of concern: No expression of concern notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch correction: No correction notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
not scoredRetraction Watch reinstatement: No reinstatement notice matched this DOI in the deployed snapshot. No matching event found; coverage may be incomplete. Source: Retraction Watch; license: CC BY 4.0
supportingOpen access status: Normalized open-access status: open. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
not scoredPublication license: Not checked or no result supplied; no credibility inference made. Source: No authority result supplied; license: Unknown
not scoredPublication version: A publication version was supplied but is not scored. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer
cautionMetadata completeness: 5 of 6 scored descriptive metadata groups are present; missing fields increase uncertainty. Source: Normalized work metadata; license: Caller-provided; provenance license not supplied to scorer

Cite this work

BibTeX

@article{allodium:10.3389/fdgth.2026.1743634,
  title = {Deploying medical AI in low-resource settings: a scoping review of challenges and strategies.},
  author = {Al-Ganad A and Al-Shahdhi A and Al-Dhaifi O and Hajeb E and Hajeb H and Al-Motarreb A},
  year = {2026},
  journal = {Frontiers in digital health},
  doi = {10.3389/fdgth.2026.1743634},
  url = {https://doi.org/10.3389/fdgth.2026.1743634}
}

RIS

TY  - JOUR
TI  - Deploying medical AI in low-resource settings: a scoping review of challenges and strategies.
AU  - Al-Ganad A
AU  - Al-Shahdhi A
AU  - Al-Dhaifi O
AU  - Hajeb E
AU  - Hajeb H
AU  - Al-Motarreb A
PY  - 2026
JO  - Frontiers in digital health
DO  - 10.3389/fdgth.2026.1743634
UR  - https://doi.org/10.3389/fdgth.2026.1743634
ER  -

APA

A, A., A, A., O, A., E, H., H, H., & A, A. (2026). Deploying medical AI in low-resource settings: a scoping review of challenges and strategies.. Frontiers in digital health. https://doi.org/10.3389/fdgth.2026.1743634

Source records

pubmed · retrieved 2026-09-25T06:02:03.695Z