Evidence map›Paper›PMID 40870912›Full record

ArticleDiagnostics (Basel, Switzerland)2025

A Feature-Augmented Explainable Artificial Intelligence Model for Diagnosing Alzheimer's Disease from Multimodal Clinical and Neuroimaging Data.

Fatima Hasan Al-Bakri, Wan Mohd Yaakob Wan Bejuri, Mohamed Nasser Al-Andoli, Raja Rina Raja Ikram, Hui Min Khor, Yus Sholva, Umi Kalsom Ariffin, Noorayisahbe Mohd Yaacob, Zuraida Abal Abas, Zaheera Zainal Abidin and 5 more

Abstract read
In one paragraph

Article in Diagnostics (Basel, Switzerland), 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 5 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
5citing papers in PubMed, 1 pooled it
–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

5 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Review
  3. Article
  4. Article
  5. Article
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

15 authors.

Fatima Hasan Al-BakriFaculty of Information and Communication Technology, Universiti Teknikal Malaysia Melaka, Melaka 76100, Malaysia.
Wan Mohd Yaakob Wan BejuriFaculty of Information and Communication Technology, Universiti Teknikal Malaysia Melaka, Melaka 76100, Malaysia.
Mohamed Nasser Al-AndoliFaculty of Computing Informatics, Multimedia University, Cyberjaya 63100, Malaysia.ORCID 0000-0001-6491-9938
Raja Rina Raja IkramFaculty of Information and Communication Technology, Universiti Teknikal Malaysia Melaka, Melaka 76100, Malaysia.
Hui Min KhorDepartment of Medicine, Faculty of Medicine, University of Malaya, Kuala Lumpur 50603, Malaysia.
Yus SholvaFakultas Teknik, Universitas Tanjungpura, Pontianak 78124, Indonesia.
Umi Kalsom AriffinLee Kong Chian Faculty of Engineering and Science, Universiti Tunku Abdul Rahman, Kajang 43200, Malaysia.
Noorayisahbe Mohd YaacobCentre for Software Technology and Management, Universiti Kebangsaan Malaysia (UKM), Bangi 43600, Malaysia.ORCID 0000-0002-6357-4859
Zuraida Abal AbasFaculty of Artificial Intelligence and Cyber Security, Universiti Teknikal Malaysia Melaka, Melaka 76100, Malaysia.ORCID 0000-0002-4608-7629
Zaheera Zainal AbidinFaculty of Artificial Intelligence and Cyber Security, Universiti Teknikal Malaysia Melaka, Melaka 76100, Malaysia.ORCID 0000-0003-4868-941X
Siti Azirah AsmaiFaculty of Artificial Intelligence and Cyber Security, Universiti Teknikal Malaysia Melaka, Melaka 76100, Malaysia.ORCID 0000-0003-0413-3225
Asmala AhmadFaculty of Information and Communication Technology, Universiti Teknikal Malaysia Melaka, Melaka 76100, Malaysia.ORCID 0000-0001-6180-1678
Ahmad Fadzli Nizam Abdul RahmanFaculty of Information and Communication Technology, Universiti Teknikal Malaysia Melaka, Melaka 76100, Malaysia.ORCID 0000-0001-7078-7556
Hidayah RahmalanFaculty of Information and Communication Technology, Universiti Teknikal Malaysia Melaka, Melaka 76100, Malaysia.ORCID 0000-0002-4204-7136
Md Fahmi Abd SamadFaculty of Mechanical Technology and Engineering, Universiti Teknikal Malaysia Melaka, Melaka 75450, Malaysia.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Alzheimer’s diseaseartificial intelligenceclinical dataclinical decisionCNNensemble learningexplainable AIGrad-CAMlateral ventriclesmeta-modelMMSEMRISHAP

Identifiers

PMID40870912
PMCPMC12386012

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.