Evidence map›Paper›PMID 42449811›Full record

ArticleDiagnostics (Basel, Switzerland)2026

FLAME: Federated Learning and Aggregated Multi-Model Ensemble for Multi-Class Alzheimer's Disease Stage Classification from Structured Clinical Data.

Karim Gasmi, Lassaad Ben Ammar, Moez Krichen, Ahod Alghuried

Abstract read
In one paragraph

Article in Diagnostics (Basel, Switzerland), 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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.

Karim GasmiDepartment of Computer Science, College of Computer and Information Sciences, Jouf University, Sakaka 72388, Saudi Arabia.ORCID 0000-0003-0138-2226
Lassaad Ben AmmarDepartment of Computer Sciences, College of Computer Engineering and Sciences, Prince Sattam bin Abdulaziz University, Al-Kharj 11942, Saudi Arabia.ORCID 0000-0002-4698-3693
Moez KrichenFaculty of Computing and Information, Al-Baha University, Al-Baha 65528, Saudi Arabia.ORCID 0000-0001-8873-9755
Ahod AlghuriedDepartment of Computer Sciences, College of Computer Engineering and Sciences, Prince Sattam bin Abdulaziz University, Al-Kharj 11942, Saudi Arabia.ORCID 0009-0002-5681-7223

Funding

Prince Sattam Bin Abdulaziz University PSAU/2024/03/31787
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Alzheimer’s disease classificationclinical tabular datadeep neural networkhybrid ensemble learningmulti-class classificationprivacy-preserving machine learningSDG 3weight optimisation

Identifiers

PMID42449811
PMCPMC13359660

What Socratic 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 Socratic graph.