Evidence map›Paper›PMID 40647641›Full record

ArticleDiagnostics (Basel, Switzerland)2025

A Meta-Learning-Based Ensemble Model for Explainable Alzheimer's Disease Diagnosis.

Fatima Hasan Al-Bakri, Wan Mohd Yaakob Wan Bejuri, Mohamed Nasser Al-Andoli, Raja Rina Raja Ikram, Hui Min Khor, Zulkifli Tahir, The Alzheimer's Disease Neuroimaging Initiative

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 3 papers.

0numbers the graph read from it
0cells of the map it votes in
3citing 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

3 citing papers in PubMed.

  1. Article
  2. Article
  3. 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

7 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.
Zulkifli TahirFaculty of Engineering, Universitas Hasanuddin, Gowa 92171, Indonesia.
The Alzheimer's Disease Neuroimaging Initiative

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 disease diagnosisclinical dataensemble learningexplainable artificial intelligence (XAI)interpretable modelslateral ventriclesmeta-modelmid-slice MRIMMSEneuroimaging

Identifiers

PMID40647641
PMCPMC12248535

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.