Evidence map›Paper›PMID 41750770›Full record

ArticleDiagnostics (Basel, Switzerland)2026

An Interpretable Ensemble Transformer Framework for Breast Cancer Detection in Ultrasound Images.

Riyadh M Al-Tam, Aymen M Al-Hejri, Fatma A Hashim, Sachin M Narangale, Mugahed A Al-Antari, Sarah A Alzakari

Abstract read
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. Cited by 2 papers.

0numbers the graph read from it
0cells of the map it votes in
2citing 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

2 citing papers in PubMed.

  1. Article
  2. 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.

Riyadh M Al-TamFaculty of Administrative and Computer Sciences, University of Albaydha, Albaydha CV46+6X, Yemen.ORCID 0000-0002-9954-7529
Aymen M Al-HejriFaculty of Administrative and Computer Sciences, University of Albaydha, Albaydha CV46+6X, Yemen.
Fatma A HashimFaculty of Engineering, Helwan University, Cairo 11795, Egypt.
Sachin M NarangaleSchool of Media Studies, Swami Ramanand Teerth Marathwada University, Nanded 431606, Maharashtra, India.ORCID 0000-0001-9023-5927
Mugahed A Al-AntariDepartment of AI and Data Science, Sejong University, Seoul 05006, Republic of Korea.ORCID 0000-0002-4457-4407
Sarah A AlzakariDepartment of Computer Sciences, College of Computer and Information Sciences, Princess Nourah Bint Abdulrahman University, P.O. Box 84428, Riyadh 11671, Saudi Arabia.

Funding

Princess Nourah bint Abdulrahman University PNURSP2025R716
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

breast cancer detectioncomputer-aided diagnosis (CAD)ensemble learningtransfer learningultrasound imagingvision transformer

Identifiers

PMID41750770
PMCPMC12939200

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.