Evidence map›Paper›PMID 42073628›Full record

ReviewCancers2026

AI-Driven Breast Cancer Diagnosis: A Systematic Review of Imaging Modalities, Deep Learning, and Explainability.

Margo Sabry, Hossam Magdy Balaha, Khadiga M Ali, Ali Mahmoud, Dibson Gondim, Mohammed Ghazal, Tayseer Hassan A Soliman, Ayman El-Baz

Abstract readReview
PubMed Full text at PMC Publisher
In one paragraph

Review in Cancers, 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

8 authors.

Margo SabryInformation Systems Department, Assiut University, Assiut 71515, Egypt.ORCID 0009-0002-4770-960X
Hossam Magdy BalahaBioengineering Department, J.B. Speed School of Engineering, University of Louisville, Louisville, KY 40292, USA.ORCID 0000-0002-0686-4411
Khadiga M AliPathology Department, Faculty of Medicine, Mansoura University, Mansoura 35516, Egypt.ORCID 0000-0001-7556-7173
Ali MahmoudBioengineering Department, J.B. Speed School of Engineering, University of Louisville, Louisville, KY 40292, USA.
Dibson GondimDepartment of Pathology and Laboratory Medicine, University of Louisville, Louisville, KY 40292, USA.ORCID 0000-0003-0604-8403
Mohammed GhazalElectrical, Computer, and Biomedical Engineering Department, Abu Dhabi University, Abu Dhabi 59911, United Arab Emirates.ORCID 0000-0002-9045-6698
Tayseer Hassan A SolimanInformation Systems Department, Assiut University, Assiut 71515, Egypt.
Ayman El-BazBioengineering Department, J.B. Speed School of Engineering, University of Louisville, Louisville, KY 40292, USA.ORCID 0000-0001-7264-1323

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

breast cancer (BC)computer-aided diagnosis (CAD)deep learning (DL)eXplainable artificial intelligence (XAI)machine learning (ML)

Identifiers

PMID42073628
PMCPMC13114346

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.