Evidence map›Paper›PMID 42511950›Full record

ArticleBiomedicines2026

ETDACVO: Structural-Fidelity-Aware Evolutionary Co-Optimization for Robust and Explainable Brain Tumor MRI Classification.

Indrakumar Krishnamurthy, Ravikumar Manjunath, Mohammed A S Al-Mohamadi, Lubna A Gabralla, Sami F Karali, Mohammed I Thanoon, Abed Saif Ahmed Alghawli, Abdulbasit A Darem

Abstract read
PubMed Full text at PMC Publisher
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. 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

8 authors.

Indrakumar KrishnamurthyDepartment of MCA and Computer Science, Jnanasahyadri, Kuvempu University, Shivamogga 577 451, India.ORCID 0009-0002-3906-8996
Ravikumar ManjunathDepartment of MCA and Computer Science, Jnanasahyadri, Kuvempu University, Shivamogga 577 451, India.
Mohammed A S Al-MohamadiDepartment of MCA and Computer Science, Jnanasahyadri, Kuvempu University, Shivamogga 577 451, India.
Lubna A GabrallaDepartment of Computer Sciences, Applied College, Princess Nourah bint Abdulrahman University, Riyadh 11671, Saudi Arabia.
Sami F KaraliComputing Department, College of Engineering and Computing at Al-Lith, Umm Al-Qura University, Mecca 24382, Saudi Arabia.ORCID 0000-0001-5799-1376
Mohammed I ThanoonComputing Department, College of Engineering and Computing at Al-Lith, Umm Al-Qura University, Mecca 24382, Saudi Arabia.ORCID 0000-0001-5780-9749
Abed Saif Ahmed AlghawliComputer Science Department, College of Sciences and Humanities, Prince Sattam Bin Abdulaziz University, Aflaj 16278, Saudi Arabia.ORCID 0000-0002-6586-2141
Abdulbasit A DaremCenter for Scientific Research and Entrepreneurship, Northern Border University, Arar 73213, Saudi Arabia.ORCID 0000-0002-5650-1838

Funding

Deanship of Scientific Research at Northern Border University NBU-FFR-2026-2903-02Princess Nourah bint Abdulrahman University Researchers Supporting Project PNURSP2026R178Princess Nourah bint Abdulrahman University, Riyadh, Saudi Arabia and Prince Sattam bin Ab-dulaziz University PSAU/2026/R/1447
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

adaptive optimizationbrain tumor MRIdomain generalizationETDACVOevolutionary algorithmsexplainable AIhybrid CNN–transformer modelsmedical image learning

Identifiers

PMID42511950
PMCPMC13405514

What OpenQuestion holds

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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.