Evidence map›Paper›PMID 40647554›Full record

ArticleCancers2025

A Deep Learning Model Integrating Clinical and MRI Features Improves Risk Stratification and Reduces Unnecessary Biopsies in Men with Suspected Prostate Cancer.

Emiliano Bacchetti, Axel De Nardin, Gianluca Giannarini, Lorenzo Cereser, Chiara Zuiani, Alessandro Crestani, Rossano Girometti, Gian Luca Foresti

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 9 papers.

0numbers the graph read from it
0cells of the map it votes in
9citing 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

9 citing papers in PubMed.

  1. Review
  2. AI for screening in healthcare: promise and challenges.Abdominal radiology (New York) · 2026
    Review
  3. Integrating Artificial Intelligence into Prostate MR Imaging: Technical Foundations, Clinical Applications, and Workflow Implications.Magnetic resonance in medical sciences : MRMS : an official journal of Japan Society of Magnetic Resonance in Medicine · 2026
    Review
  4. Review
  5. Article
  6. Review
  7. Article
  8. Review
  9. 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.

Emiliano BacchettiInstitute of Radiology, Department of Medicine (DMED), University of Udine, and University Hospital "Santa Maria della Misericordia", ASU FC, P.le S. M. Della Misericordia 15, 33100 Udine, Italy.
Axel De NardinArtificial Vision and Machine Learning Laboratory (AVML Lab), Department of Mathematics, Computer Science and Physics (DMIF), University of Udine, Via delle Scienze 206, 33100 Udine, Italy.ORCID 0000-0002-0762-708X
Gianluca GiannariniUrology Unit, University Hospital "Santa Maria della Misericordia", ASU FC, P.le S. M. Della Misericordia 15, 33100 Udine, Italy.ORCID 0000-0002-6995-246X
Lorenzo CereserInstitute of Radiology, Department of Medicine (DMED), University of Udine, and University Hospital "Santa Maria della Misericordia", ASU FC, P.le S. M. Della Misericordia 15, 33100 Udine, Italy.
Chiara ZuianiInstitute of Radiology, Department of Medicine (DMED), University of Udine, and University Hospital "Santa Maria della Misericordia", ASU FC, P.le S. M. Della Misericordia 15, 33100 Udine, Italy.
Alessandro CrestaniUrology Unit, Department of Medicine (DMED), University of Udine, and University Hospital "Santa Maria della Misericordia", ASU FC, P.le S. M. Della Misericordia 15, 33100 Udine, Italy.
Rossano GiromettiInstitute of Radiology, Department of Medicine (DMED), University of Udine, and University Hospital "Santa Maria della Misericordia", ASU FC, P.le S. M. Della Misericordia 15, 33100 Udine, Italy.
Gian Luca ForestiArtificial Vision and Real-Time Systems Laboratory (AViReS Lab), Department of Mathematics, Computer Science and Physics (DMIF), University of Udine, Via Delle Scienze 206, 33100 Udine, Italy.ORCID 0000-0002-8425-6892

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

artificial intelligencebiopsymagnetic resonance imagingprostate neoplasms

Identifiers

PMID40647554
PMCPMC12248439

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.