Evidence map›Paper›PMID 42717036›Full record

ArticleNature medicine2026

Consensus framework for the validation of generative AI: call for collaborators on the Validation Accords.

Bright Huo, David Chartash, Lincoln Tsang, Gary S Collins, Giovanni E Cacciamani, Jelle Ruurda, Julio Mayol, Robert J Hinchliffe, Gordon Guyatt

Abstract readLetter
PubMed Publisher
In one paragraph

Article in Nature medicine, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

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

0 citing papers in PubMed.

No citing paper in PubMed yet.

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

9 authors.

Bright HuoDivision of General Surgery, Department of Surgery, McMaster University, Hamilton, Ontario, Canada. brighthuo@dal.ca.ORCID http://orcid.org/0000-0003-4999-4328
David ChartashDepartment of Biomedical Informatics and Data Science, School of Medicine, Yale University, New Haven, CT, USA.
Lincoln TsangEuropean Life Sciences Practice, Ropes & Gray LLP, London, UK.
Gary S CollinsDepartment of Applied Health Sciences, School of Health Sciences, College of Medicine and Health, University of Birmingham, Birmingham, UK.ORCID http://orcid.org/0000-0002-2772-2316
Giovanni E CacciamaniUSC Institute of Urology, University of Southern California, Los Angeles, CA, USA.ORCID http://orcid.org/0000-0002-8892-5539
Jelle RuurdaDepartment of Surgical Oncology, University Medical Center Utrecht, Utrecht, The Netherlands.
Julio MayolHospital Clínico San Carlos, Instituto de Investigación Sanitaria San Carlos, Universidad Complutense, Madrid, Spain.ORCID http://orcid.org/0000-0003-2411-6668
Robert J HinchliffeDepartment of Vascular Surgery, University of Bristol, Bristol, UK.
Gordon GuyattDepartment of Health Research Methods, Evidence, and Impact, McMaster University, Hamilton, Ontario, Canada.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Identifiers

PMID42717036

What OpenQuestion holds

Textmetadata
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.