PCA-Enhanced Deep Features for Alzheimer's Disease Stage Classification with EFMM.

Marwa Mawfaq Mohamedsheet Al-Hatab, Ruaa H Ali Al-Mallah, Maysaloon Abed Qasim, Mohammed Falah Mohammed, Taha H Rassem, Abdulghani Ali Ahmed

Abstract read

PubMed Full text at PMC Publisher

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

6 authors.

Marwa Mawfaq Mohamedsheet Al-HatabTechnical Engineering College, Northern Technical University, Mosul 41002, Iraq.ORCID 0000-0001-6551-7631

Ruaa H Ali Al-MallahTechnical Engineering College for Computer and Artificial Intelligence, Northern Technical University, Mosul 41002, Iraq.ORCID 0000-0002-9672-5473

Maysaloon Abed QasimTechnical Engineering College for Computer and Artificial Intelligence, Northern Technical University, Mosul 41002, Iraq.

Mohammed Falah MohammedMechatronics Engineering Department, College of Engineering, University of Mosul, Mosul 41002, Iraq.ORCID 0000-0002-5155-7461

Taha H RassemSchool of Computer Science and Informatics, De Montfort University, Leicester LE1 9BH, UK.ORCID 0000-0001-6259-0622

Abdulghani Ali AhmedSchool of Computer Science and Informatics, King's College London, London WC2R 2LS, UK.ORCID 0000-0001-9748-6067

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 diseaseAlzheimer’s disease classificationdeep feature extractionenhanced fuzzy min–max neural networkmachine learningmagnetic resonance imagingprincipal component analysis

Identifiers

PMID42587665

DOI10.3390/diagnostics16152428

PMCPMC13464403

What OpenQuestion holds

Textmetadata

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.