Evidence map›Paper›PMID 41470773›Full record

ArticleNutrients2025

Efficacy of Large Language Models in Providing Evidence-Based Patient Education for Celiac Disease: A Comparative Analysis.

Luisa Bertin, Federica Branchi, Carolina Ciacci, Anne R Lee, David S Sanders, Nick Trott, Fabiana Zingone

Abstract readComparative Study
In one paragraph

Article in Nutrients, 2025. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 2 papers, 1 of them a synthesis that pooled it.

0numbers the graph read from it
0cells of the map it votes in
2citing papers in PubMed, 1 pooled it
–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 synthesis or guideline pooled it.

  1. Pooled it
  2. 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

7 authors.

Luisa BertinDepartment of Surgery, Oncology, Gastroenterology, University of Padua, 35128 Padua, Italy.ORCID 0009-0001-9816-4171
Federica BranchiMedizinische Klinik Für Gastroenterologie, Infektiologie und Rheumatologie, Charité-Universitätsmedizin Berlin, 12203 Berlin, Germany.ORCID 0000-0001-9217-8241
Carolina CiacciDepartment of Medicine, Surgery and Dentistry, Scuola Medica Salernitana, University of Salerno, 84081 Salerno, Italy.ORCID 0000-0002-7426-1145
Anne R LeeDepartment of Medicine, Celiac Disease Center, Columbia University Medical Center, Columbia University, New York, NY 10032, USA.
David S SandersGastroenterology and Liver Unit, Royal Hallamshire Hospital, Sheffield S5 7AU, UK.
Nick TrottGastroenterology and Liver Unit, Royal Hallamshire Hospital, Sheffield S5 7AU, UK.
Fabiana ZingoneDepartment of Surgery, Oncology, Gastroenterology, University of Padua, 35128 Padua, Italy.ORCID 0000-0003-1133-1502

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

Celiac DiseaseLanguagePatient Education as TopicComprehensionCross-Sectional StudiesFemaleHealth LiteracyHumansLarge Language ModelsMaleartificial intelligenceglutenhealth literacypatient education

Identifiers

PMID41470773
PMCPMC12735979

What Socratic 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 Socratic graph.