Automated MoCA scoring for Arabic speakers using hybrid AI of multimodal speech, vision, and LLM integration.

Rabaya YJ, Qarariya SA, Abualhaija TM, Salah AA, Ashqar HI

DOI: 10.3389/fpsyg.2026.1833118
Published: 2026
Container: Frontiers in psychology
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/fpsyg.2026.1833118,
  title = {Automated MoCA scoring for Arabic speakers using hybrid AI of multimodal speech, vision, and LLM integration.},
  author = {Rabaya YJ and Qarariya SA and Abualhaija TM and Salah AA and Ashqar HI},
  year = {2026},
  journal = {Frontiers in psychology},
  doi = {10.3389/fpsyg.2026.1833118},
  url = {https://doi.org/10.3389/fpsyg.2026.1833118}
}

RIS

TY  - JOUR
TI  - Automated MoCA scoring for Arabic speakers using hybrid AI of multimodal speech, vision, and LLM integration.
AU  - Rabaya YJ
AU  - Qarariya SA
AU  - Abualhaija TM
AU  - Salah AA
AU  - Ashqar HI
PY  - 2026
JO  - Frontiers in psychology
DO  - 10.3389/fpsyg.2026.1833118
UR  - https://doi.org/10.3389/fpsyg.2026.1833118
ER  -

APA

YJ, R., SA, Q., TM, A., AA, S., & HI, A. (2026). Automated MoCA scoring for Arabic speakers using hybrid AI of multimodal speech, vision, and LLM integration.. Frontiers in psychology. https://doi.org/10.3389/fpsyg.2026.1833118

Source records

pubmed · retrieved 2026-09-25T23:43:53.026Z