Evidence map›Paper›PMID 41899174›Full record

ArticleJournal of clinical medicine2026

Real-World Multimodal Machine Learning for Risk Enrichment Across the Alzheimer's Disease Spectrum.

Nazlı Gamze Bülbül, İnci Meliha Baytaş, Efekan Kavalcı, Elvan Karasu, Başak Ceren Okcu Korkmaz, Buse Gül Belen, İsmail Serhat Musaoğlu, Ayşe Rana Övüt, Nefise Eda Arslanoğlu, Muammer Urhan and 2 more

Abstract read
In one paragraph

Article in Journal of clinical medicine, 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

12 authors.

Nazlı Gamze BülbülDepartment of Neurology, University of Health Sciences Sultan Abdulhamid Han Research and Training Hospital, Istanbul 34668, Turkey.ORCID 0000-0001-8560-0774
İnci Meliha BaytaşDepartment of Computer Engineering, Bogazici University, Istanbul 34342, Turkey.ORCID 0000-0003-4765-2615
Efekan KavalcıDepartment of Computer Engineering, Bogazici University, Istanbul 34342, Turkey.
Elvan KarasuDepartment of Computer Engineering, Bogazici University, Istanbul 34342, Turkey.
Başak Ceren Okcu KorkmazDepartment of Neurology, University of Health Sciences Sultan Abdulhamid Han Research and Training Hospital, Istanbul 34668, Turkey.
Buse Gül BelenDepartment of Neurology, University of Health Sciences Sultan Abdulhamid Han Research and Training Hospital, Istanbul 34668, Turkey.ORCID 0000-0003-2038-6521
İsmail Serhat MusaoğluDepartment of Radiology, University of Health Sciences Sultan Abdulhamid Han Research and Training Hospital, Istanbul 34668, Turkey.ORCID 0009-0007-5225-0924
Ayşe Rana ÖvütDepartment of Nuclear Medicine, University of Health Sciences Sultan Abdulhamid Han Research and Training Hospital, Istanbul 34668, Turkey.ORCID 0000-0003-0243-4171
Nefise Eda ArslanoğluDepartment of Psychology, University of Health Sciences Sultan Abdulhamid Han Research and Training Hospital, Istanbul 34668, Turkey.ORCID 0000-0001-9533-6874
Muammer UrhanDepartment of Nuclear Medicine, University of Health Sciences Sultan Abdulhamid Han Research and Training Hospital, Istanbul 34668, Turkey.
Hakan MutluDepartment of Radiology, University of Health Sciences Sultan Abdulhamid Han Research and Training Hospital, Istanbul 34668, Turkey.ORCID 0000-0002-5370-8614
Mehmet Fatih ÖzdağDepartment of Neurology, University of Health Sciences Sultan Abdulhamid Han Research and Training Hospital, Istanbul 34668, Turkey.ORCID 0000-0003-1853-0467

Funding

TÜBİTAK National Observatory 121E594
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Alzheimer’s diseaseFDG-PETmild cognitive impairmentmultimodal machine learningreal-world datarisk enrichmentvolumetric MRI

Identifiers

PMID41899174
PMCPMC13026771

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.