Evidence mapPaperPMID 41374356Full record

ArticleDiagnostics (Basel, Switzerland)2025

A ResNet-50-UNet Hybrid with Whale Optimization Algorithm for Accurate Liver Tumor Segmentation.

Proloy Kumar Mondol, Md Ariful Islam Mozumder, Hee Cheol Kim, Mohammad Hassan Ali Al-Onaizan, Dina S M Hassan, Mahmood Al-Bahri, Mohammed Saleh Ali Muthanna

Abstract read
In one paragraph

Article in Diagnostics (Basel, Switzerland), 2025. 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. Review
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

7 authors.

Proloy Kumar MondolInstitute of Digital Anti-Aging Healthcare, Inje University, Gimhae-si 50834, Republic of Korea.
Md Ariful Islam MozumderInstitute of Digital Anti-Aging Healthcare, Inje University, Gimhae-si 50834, Republic of Korea.ORCID 0000-0001-6095-0700
Hee Cheol KimInstitute of Digital Anti-Aging Healthcare, Inje University, Gimhae-si 50834, Republic of Korea.ORCID 0000-0002-5399-7647
Mohammad Hassan Ali Al-OnaizanDepartment of Intelligent Systems Engineering, Faculty of Engineering and Design, Middle East University, Amman 11831, Jordan.ORCID 0009-0008-5321-077X
Dina S M HassanDepartment of Information Technology, College of Computer and Information Sciences, Princess Nourah Bint Abdulrahman University, Riyadh P.O. Box 84428, Saudi Arabia.ORCID 0000-0002-2186-6052
Mahmood Al-BahriFaculty of Computing and IT, Sohar University, Sohar 311, Oman.
Mohammed Saleh Ali MuthannaFaculty of Computing and IT, Sohar University, Sohar 311, Oman.ORCID 0000-0002-1165-7812

Funding

This paper is supported by the Middle East University in Amman, Jordan, for providing financial support to cover the publication fees associated with this research article, and in part by This paper is supported by Princess Nourah bint Abdulrahman Univers PNURSP2025R751
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

bio-inspired optimizationdeep learningLiTs-UNet-WOAmetaheuristic optimizationResNet-50UNetWhale Optimization Algorithm

Identifiers

PMID41374356
PMCPMC12691410

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.