Evidence map›Paper›PMID 41226080›Full record

ArticleDiagnostics (Basel, Switzerland)2025

Beyond Cancer Detection: An AI Framework for Multidimensional Risk Profiling on Contrast-Enhanced Mammography.

Graziella Di Grezia, Antonio Nazzaro, Elisa Cisternino, Alessandro Galiano, Luca Marinelli, Sara Mercogliano, Vincenzo Cuccurullo, Gianluca Gatta

Abstract read
PubMed Full text at PMC Publisher
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 3 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
3citing papers in PubMed, 1 pooled it
–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

3 citing papers in PubMed, 1 synthesis or guideline pooled it.

  1. Pooled it
  2. Article
  3. 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.

Graziella Di GreziaDepartment of Life Sciences, Health and Healthcare Professions, Link Campus University, Via del Casale di S. Pio V, 44, 00165 Rome, Italy.ORCID 0000-0003-4507-3505
Antonio NazzaroIndependent Researcher, 83100 Avellino, Italy.ORCID 0009-0001-1463-8940
Elisa CisterninoDepartment of Radiology, P.O. A. Perrino Hospital, Strada Statale 7 per Mesagne, 72100 Brindisi, Italy.ORCID 0009-0004-3657-5364
Alessandro GalianoDepartment of Radiology, P.O. A. Perrino Hospital, Strada Statale 7 per Mesagne, 72100 Brindisi, Italy.
Luca MarinelliDiagnostic Imaging Institute, University of Campania Luigi Vanvitelli, 80138 Naples, Italy.
Sara MercoglianoBreast Unit, Radiology and Diagnostic Imaging Department, AORN Sant Anna e Sebastiano, 81100 Caserta, Italy.
Vincenzo CuccurulloDepartment of Precision Medicine, University of Campania Luigi Vanvitelli, 80138 Naples, Italy.ORCID 0000-0003-0474-7163
Gianluca GattaDepartment of Advanced Medical and Surgical Sciences, University of Campania Luigi Vanvitelli, 80138 Naples, Italy.ORCID 0000-0003-0874-8294

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

background parenchymal enhancementbreast densitycontrast-enhanced mammographydeep learninginterobserver variabilitymulti-task learningpreventive imaging

Identifiers

PMID41226080
PMCPMC12609095

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.