Evidence map›Paper›PMID 42122057›Full record

ArticleDiagnostics (Basel, Switzerland)2026

Training AI to Improve Distinction of Triple-Negative Invasive Breast Cancer from Cysts and Fibroadenomas on Ultrasound.

Wendie A Berg, Andriy I Bandos, Linda H Larsen, Samantha L Heller, Regina J Hooley, Richard S Ha, Maham Siddique, Jeremy M Berg, Yuying Cao, R Chad McClennan and 1 more

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. 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

11 authors.

Wendie A BergDepartment of Radiology, University of Pittsburgh School of Medicine, Pittsburgh, PA 15213, USA.ORCID 0000-0002-8792-6185
Andriy I BandosDepartment of Biostatistics and Health Data Science, University of Pittsburgh School of Public Health, Pittsburgh, PA 15261, USA.
Linda H LarsenDepartment of Radiology, Keck School of Medicine of USC, Los Angeles, CA 90033, USA.
Samantha L HellerDepartment of Radiology, NYU Grossman School of Medicine, NYU Langone Health, New York, NY 10016, USA.
Regina J HooleyDepartment of Radiology and Biomedical Imaging, Yale School of Medicine, New Haven, CT 06520, USA.
Richard S HaDepartment of Radiology, Columbia University School of Medicine, New York, NY 10032, USA.
Maham SiddiqueDepartment of Radiology, Columbia University School of Medicine, New York, NY 10032, USA.
Jeremy M BergDepartment of Computational and Systems Biology, University of Pittsburgh School of Medicine, Pittsburgh, PA 15213, USA.
Yuying CaoSchool of Medicine, University of Pittsburgh, Pittsburgh, PA 15213, USA.ORCID 0000-0001-7413-179X
R Chad McClennanKoios Medical, Inc., Chicago, IL 60654, USA.ORCID 0009-0005-8128-036X
Ajit JairajKoios Medical, Inc., Chicago, IL 60654, USA.

Funding

Koios Medical, Inc. NA
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

artificial intelligenceBI-RADSbreast ultrasoundcomplicated cyststriple-negative invasive breast cancer

Identifiers

PMID42122057
PMCPMC13163247

What OpenQuestion holds

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LicenceCC BY
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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.