Evidence map›Paper›PMID 40149353›Full record

ArticleCancers2025

Predicting Pathogenic Variants of Breast Cancer Using Ultrasound-Derived Machine Learning Models.

Nicoleta Zenovia Antone, Roxana Pintican, Simona Manole, Liviu-Andrei Fodor, Carina Lucaciu, Andrei Roman, Adrian Trifa, Andreea Catana, Carmen Lisencu, Rares Buiga and 2 more

Abstract read
In one paragraph

Article in Cancers, 2025. 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. Review
  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

12 authors.

Nicoleta Zenovia AntoneDepartment of Oncological Surgery and Oncological Gynecology, "Iuliu Hatieganu" University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania.
Roxana PinticanDepartment of Radiology, Prof. Dr Ion Chiricuta Oncology Institute, 400015 Cluj-Napoca, Romania.
Simona ManoleDepartment of Radiology, "Iuliu Hatieganu" University of Medicine and Pharmacy, 400012 Cluj-Napoca, Romania.
Liviu-Andrei FodorInternational Institute for the Advanced Studies of Psychotherapy and Applied Mental Health, Babeş-Bolyai University, 400015 Cluj-Napoca, Romania.ORCID 0000-0003-3461-1240
Carina LucaciuDepartment of Radiology, Prof. Dr Ion Chiricuta Oncology Institute, 400015 Cluj-Napoca, Romania.
Andrei RomanDepartment of Radiology, Prof. Dr Ion Chiricuta Oncology Institute, 400015 Cluj-Napoca, Romania.
Adrian TrifaBreast Cancer Center, Prof. Dr Ion Chiricuta Oncology Institute, 400015 Cluj-Napoca, Romania.ORCID 0000-0002-0229-8643
Andreea CatanaBreast Cancer Center, Prof. Dr Ion Chiricuta Oncology Institute, 400015 Cluj-Napoca, Romania.
Carmen LisencuBreast Cancer Center, Prof. Dr Ion Chiricuta Oncology Institute, 400015 Cluj-Napoca, Romania.
Rares BuigaDepartment of Pathology, Prof. Dr Ion Chiricuta Oncology Institute, 400015 Cluj-Napoca, Romania.
Catalin VladDepartment of Oncological Surgery and Oncological Gynecology, "Iuliu Hatieganu" University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania.
Patriciu Achimas CadariuDepartment of Oncological Surgery and Oncological Gynecology, "Iuliu Hatieganu" University of Medicine and Pharmacy, 400347 Cluj-Napoca, Romania.ORCID 0000-0001-9928-5883

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

breast cancermachine learningmajor penetrance genepathogenic/likely pathogenic variantradiomics

Identifiers

PMID40149353
PMCPMC11940624

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.