Evidence map›Paper›PMID 41228191›Full record

ArticleCancers2025

Artificial Intelligence for Lymph Node Detection and Malignancy Prediction in Endoscopic Ultrasound: A Multicenter Study.

Belén Agudo Castillo, Miguel Mascarenhas Saraiva, António Miguel Martins Pinto da Costa, João Ferreira, Miguel Martins, Francisco Mendes, Pedro Cardoso, Joana Mota, Maria João Almeida, João Afonso and 18 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. Article
  2. Review
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

28 authors.

Belén Agudo CastilloHospital Universitario Puerta de Hierro Majadahonda, 28222 Madrid, Spain.ORCID 0000-0003-2504-351X
Miguel Mascarenhas SaraivaCentro Hospitalar Universitário São João, 4200-319 Porto, Portugal.ORCID 0000-0002-0340-0830
António Miguel Martins Pinto da CostaHospital Universitario Puerta de Hierro Majadahonda, 28222 Madrid, Spain.
João FerreiraDepartment of Mechanical Engineering, Faculty of Engineering, The University of Porto, 4200-465 Porto, Portugal.
Miguel MartinsCentro Hospitalar Universitário São João, 4200-319 Porto, Portugal.
Francisco MendesCentro Hospitalar Universitário São João, 4200-319 Porto, Portugal.ORCID 0000-0002-5890-7049
Pedro CardosoCentro Hospitalar Universitário São João, 4200-319 Porto, Portugal.ORCID 0000-0002-5892-9424
Joana MotaCentro Hospitalar Universitário São João, 4200-319 Porto, Portugal.
Maria João AlmeidaCentro Hospitalar Universitário São João, 4200-319 Porto, Portugal.
João AfonsoCentro Hospitalar Universitário São João, 4200-319 Porto, Portugal.
Tiago RibeiroCentro Hospitalar Universitário São João, 4200-319 Porto, Portugal.
Marcos Eduardo Lera Dos SantosHospital das Clínicas da Faculdade de Medicina da USP, São Paulo 05403-010, Brazil.ORCID 0000-0001-9759-3807
Matheus de CarvalhoHospital das Clínicas da Faculdade de Medicina da USP, São Paulo 05403-010, Brazil.ORCID 0000-0002-9230-0953
María MorísHospital Universitario Marqués de Valdecilla, 39008 Santander, Spain.ORCID 0000-0001-9393-0626
Ana García García de ParedesHospital Universitario Ramon y Cajal, 28034 Madrid, Spain.ORCID 0000-0001-5498-6280
Daniel de la Iglesia GarcíaHospital Universitario Puerta de Hierro Majadahonda, 28222 Madrid, Spain.ORCID 0000-0002-1826-2282
Carlos Estebam Fernández-ZarzaHospital Universitario Puerta de Hierro Majadahonda, 28222 Madrid, Spain.
Ana Pérez GonzálezHospital Universitario Puerta de Hierro Majadahonda, 28222 Madrid, Spain.
Khoon-Sheng KokRoyal Liverpool Hospital, Liverpool L7 8YE, UK.
Jessica WidmerNYU Langone Health, New York, NY 10016, USA.
Uzma D SiddiquiCenter for Endoscopic Research and Therapeutics (CERT), University of Chicago, Chicago, IL 60637, USA.
Grace E KimCenter for Endoscopic Research and Therapeutics (CERT), University of Chicago, Chicago, IL 60637, USA.
Susana LopesCentro Hospitalar Universitário São João, 4200-319 Porto, Portugal.ORCID 0000-0002-0407-6016
Pedro Moutinho RibeiroCentro Hospitalar Universitário São João, 4200-319 Porto, Portugal.
Filipe Vilas-BoasCentro Hospitalar Universitário São João, 4200-319 Porto, Portugal.
Eduardo Hourneaux de MouraHospital das Clínicas da Faculdade de Medicina da USP, São Paulo 05403-010, Brazil.ORCID 0000-0002-8023-3722
Guilherme MacedoCentro Hospitalar Universitário São João, 4200-319 Porto, Portugal.ORCID 0000-0002-9387-9872
Mariano González-Haba RuizHospital Universitario Puerta de Hierro Majadahonda, 28222 Madrid, Spain.ORCID 0000-0001-8025-1704

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

artificial intelligencedeep learningendoscopic ultrasoundlymph nodes

Identifiers

PMID41228191
PMCPMC12607678

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.