Evidence map›Paper›PMID 41595769›Full record

ArticleBiomedicines2026

Domain-Adaptive MRI Learning Model for Precision Diagnosis of CNS Tumors.

Wiem Abdelbaki, Hend Alshaya, Inzamam Mashood Nasir, Sara Tehsin, Salwa Said, Wided Bouchelligua

Abstract read
In one paragraph

Article in Biomedicines, 2026. 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

6 authors.

Wiem AbdelbakiCollege of Engineering and Technology, American University of the Middle East, Egaila 54200, Kuwait.ORCID 0000-0002-0798-2831
Hend AlshayaApplied College, Imam Mohammad Ibn Saud Islamic University (IMSIU), Riyadh 11432, Saudi Arabia.ORCID 0009-0002-1441-694X
Inzamam Mashood NasirHuman-Environment-Technology (HET) Systems Centre, Mykolas Romeris University, 08303 Vilnius, Lithuania.ORCID 0000-0002-3578-0081
Sara TehsinFaculty of Informatics, Kaunas University of Technology, 51368 Kaunas, Lithuania.ORCID 0000-0002-7302-413X
Salwa SaidComputer Science Department, University College of Haql, University of Tabuk, Tabuk 71491, Saudi Arabia.ORCID 0009-0005-3260-5949
Wided BouchelliguaApplied College, Imam Mohammad Ibn Saud Islamic University (IMSIU), Riyadh 11432, Saudi Arabia.ORCID 0009-0003-3620-6924

Funding

Imam Mohammad ibn Saud Islamic University IMSIU-DDRSP2501
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

brain tumor segmentationCNS tumorsconvolutional neural networkdomain adaptationmachine learningMRImulticenter variabilitytransformer models

Identifiers

PMID41595769
PMCPMC12838589

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.