Evidence map›Paper›PMID 40227611›Full record

ArticleCancers2025

Developing a Predictive Model for Significant Prostate Cancer Detection in Prostatic Biopsies from Seven Clinical Variables: Is Machine Learning Superior to Logistic Regression?

Juan Morote, Berta Miró, Patricia Hernando, Nahuel Paesano, Natàlia Picola, Jesús Muñoz-Rodriguez, Xavier Ruiz-Plazas, Marta V Muñoz-Rivero, Ana Celma, Gemma García-de Manuel and 4 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 1 paper.

0numbers the graph read from it
0cells of the map it votes in
1citing 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

1 citing paper in PubMed.

  1. 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

14 authors.

Juan MoroteDepartment of Urology, Vall Hebron University Hospital, 08035 Barcelona, Spain.
Berta MiróStatistics and Bioinformatics Unit, Vall d'Hebron Research Institute, 08035 Barcelona, Spain.ORCID 0000-0001-6049-8697
Patricia HernandoDepartment of Artificial Intelligence and Big Data, GMV Innovative Solutions Inc., 28760 Madrid, Spain.
Nahuel PaesanoDepartment of Surgery, Universitat Autònoma de Barcelona, 08193 Bellaterra, Spain.ORCID 0000-0001-9278-5543
Natàlia PicolaDepartment of Urology, Hospital Universitari de Bellvitge, 08907 Hospitalet de Llobregat, Spain.
Jesús Muñoz-RodriguezDepartment of Urology, Hospital Universitari Parc Tauli, 08208 Sabadell, Spain.
Xavier Ruiz-PlazasDepartment of Urology, Hospital Universitari Joan XXIII, 43005 Tarragona, Spain.
Marta V Muñoz-RiveroDepartment of Urology, Hospital Universitari Arnau de Vilanova, 25198 Lleida, Spain.
Ana CelmaDepartment of Urology, Vall Hebron University Hospital, 08035 Barcelona, Spain.
Gemma García-de ManuelDepartment of Urology, Hospital Universitari Josep Trueta, 17007 Girona, Spain.
Pol ServianDepartment of Urology, Hospital Universitari Germans Trias i Pujol, 08916 Badalona, Spain.
José M AbascalDepartment of Urology, Parc de Salut Mar, 08003 Barcelona, Spain.ORCID 0000-0001-8374-6593
Enrique TrillaDepartment of Urology, Vall Hebron University Hospital, 08035 Barcelona, Spain.
Olga MéndezResearch Group in Urology, Vall Hebron Research Institute, 08035 Barcelona, Spain.

Funding

Instituto de Salut Carlos III (SP) PI20/01666Ministerio de Asuntos Económicos y Transformación Digital (SP) MIA.2021.M02.0005
6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

logistic regressionmachine learningpredictive modelsprostate cancer detection

Identifiers

PMID40227611
PMCPMC11987821

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.