Evidence map›Paper›PMID 40538509›Full record

ArticleWorld journal of gastroenterology2025

Outcome prediction for cholangiocarcinoma prognosis: Embracing the machine learning era.

Arnulfo E Morales-Galicia, Mariana N Rincón-Sánchez, Mariana M Ramírez-Mejía, Nahum Méndez-Sánchez

Abstract readLetter
In one paragraph

Article in World journal of gastroenterology, 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. Review
  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

4 authors.

Arnulfo E Morales-GaliciaFaculty of Medicine, National Autonomous University of Mexico, Mexico City 04360, Mexico.
Mariana N Rincón-SánchezFaculty of Medicine "Dr. Jose Sierra Flores," Northeastern University, Tampico 89337, Tamaulipas, Mexico.
Mariana M Ramírez-MejíaPlan of Combined Studies in Medicine, Faculty of Medicine, National Autonomous University of Mexico, Mexico City 04360, Mexico.
Nahum Méndez-SánchezFaculty of Medicine, National Autonomous University of Mexico, Mexico City 04360, Mexico.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

We read with great interest the study by Huang

Indexed as

Bile Duct NeoplasmsCholangiocarcinomaMachine LearningNeoplasm Recurrence, LocalClinical Decision-MakingHumansPredictive Value of TestsPrognosisTreatment OutcomeArtificial intelligenceCholangiocarcinomaLiver tumorPrognosisSurvival

Identifiers

PMID40538509
PMCPMC12175846

What Socratic holds

Textmetadata
LicenceCC BY-NC
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 Socratic graph.