Evidence map›Paper›PMID 42354464›Full record

ArticleHealthcare (Basel, Switzerland)2026

How Reliably Do Large Language Models Reproduce Vital Pulp Therapy Guidelines? A Mixed-Effects Evaluation of Guideline-Concordance and Error Directionality.

Sine Güngör Us, Arzu Şahin Mantı, Arzu Kaya Mumcu

Abstract read
In one paragraph

Article in Healthcare (Basel, Switzerland), 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

3 authors.

Sine Güngör UsDepartment of Endodontics, Faculty of Dentistry, Gazi University, 06490 Ankara, Turkey.ORCID 0009-0009-1879-5407
Arzu Şahin MantıPrivate Practice, 06490 Ankara, Turkey.ORCID 0000-0001-6963-2610
Arzu Kaya MumcuDepartment of Endodontics, Faculty of Dentistry, Kütahya Sağlık Bilimleri University, 43100 Kütahya, Turkey.ORCID 0000-0002-7291-144X

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

error directionalityguideline-concordancelarge language modelsmixed-effects logistic regressionprompt engineeringvital pulp therapy

Identifiers

PMID42354464
PMCPMC13299513

What OpenQuestion holds

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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.