Evidence map›Paper›PMID 40941719›Full record

ArticleDiagnostics (Basel, Switzerland)2025

An Explainable Deep Learning Framework for Multimodal Autism Diagnosis Using XAI GAMI-Net and Hypernetworks.

Wajeeha Malik, Muhammad Abuzar Fahiem, Tayyaba Farhat, Runna Alghazo, Awais Mahmood, Mousa Alhajlah

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 6 papers.

0numbers the graph read from it
0cells of the map it votes in
6citing 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

6 citing papers in PubMed.

  1. Review
  2. Article
  3. Review
  4. Article
  5. Toward FIAPFrontiers in neuroinformatics · 2026
    Article
  6. 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

6 authors.

Wajeeha MalikDepartment of Computer Science, Lahore College for Women University, Lahore 54500, Pakistan.ORCID 0009-0008-3909-0126
Muhammad Abuzar FahiemDepartment of Computer Science, Lahore College for Women University, Lahore 54500, Pakistan.ORCID 0000-0003-4962-4546
Tayyaba FarhatFaculty of Computer Science and Information Technology, The Superior University, Lahore 54600, Pakistan.ORCID 0000-0002-2233-0559
Runna AlghazoDepartment of Education, Health, & Behavioral Studies (EHBS), University of North Dakota, Grand Forks, ND 58202, USA.
Awais MahmoodComputer Science and Information Systems Department, Applied Computer Science College, King Saud University, P.O. Box 51178, Riyadh 11543, Saudi Arabia.ORCID 0000-0003-4163-7625
Mousa AlhajlahComputer Science and Information Systems Department, Applied Computer Science College, King Saud University, P.O. Box 51178, Riyadh 11543, Saudi Arabia.ORCID 0000-0003-4799-6004

Funding

King Saud University ORF-2025-458
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Autism Spectrum Disorder (ASD)Convolutional Neural Network (CNN)Explainable artificial intelligence (XAI)GAMI-NetGraph Neural Network (GNN)Hypernetworks

Identifiers

PMID40941719
PMCPMC12427627

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.