Evidence map›Paper›PMID 41464136›Full record

ArticleDiagnostics (Basel, Switzerland)2025

Multimodal Self-Supervised Learning for Early Alzheimer's: Cross-Modal MRI-PET, Longitudinal Signals, and Site Invariance.

Soumaya Belhaj Ali, Naglaa E Ghannam, H Mancy, Basma Gh Elkilany

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 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

4 authors.

Soumaya Belhaj AliDepartment of Mathematics, College of Science and Humanities in Al-Kharj, Prince Sattam Bin Abdulaziz University, Al-Kharj 11942, Saudi Arabia.
Naglaa E GhannamDepartment of Computer Engineering and Information, College of Engineering in Wadi Alddawasir, Prince Sattam Bin Abdulaziz University, Al-Kharj 16273, Saudi Arabia.ORCID 0000-0001-7145-5617
H MancyDepartment of Computer Science, College of Engineering and Computer Sciences, Prince Sattam Bin Abdulaziz University, Al-Kharj 11942, Saudi Arabia.ORCID 0000-0001-5797-156X
Basma Gh ElkilanyComputer Engineering and Control Department, Faculty of Engineering, Tanta University, Tanta 31527, Egypt.ORCID 0000-0003-1204-9306

Funding

Prince Sattam Bin Abdulaziz University (PSAU/2025/03/33734)
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

ADNIAlzheimer’s diseasecontrastive learningdomain adaptationlongitudinal modelingMRIOASIS-3PETprognosisself-supervised learningsite invariancesurvival analysisTADPOLE

Identifiers

PMID41464136
PMCPMC12732103

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.