Evidence map›Paper›PMID 42590107›Full record

ArticleJournal of clinical medicine2026

How Often Do Large Language Models Agree with Each Other-And with the Truth? A Consensus- and Complexity-Stratified Analysis of Data Extraction for Neuroimaging AI.

Nafiye Sanlier, Umid Sulaimanov, Ariorad Moniri, Behman Demir, Gular Ismayilova, Melih Yucel Sanlier, Ugur Erginoglu, Ahmed Rasim Bayramoglu, Maryam Sabah Al-Jebur, Simon Gashaw Ammanuel and 4 more

Abstract read
In one paragraph

Article in Journal of clinical 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

14 authors.

Nafiye SanlierDepartment of Neurological Surgery, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI 53792, USA.ORCID 0000-0002-4192-9268
Umid SulaimanovDepartment of Neurological Surgery, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI 53792, USA.ORCID 0000-0002-4839-3347
Ariorad MoniriSchool of Medicine, Acibadem University, Istanbul 34752, Turkey.ORCID 0000-0002-5171-3532
Behman DemirDepartment of Neurological Surgery, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI 53792, USA.ORCID 0000-0003-3474-2232
Gular IsmayilovaDepartment of Neurosurgery, University of Health Sciences, Istanbul Training and Research Hospital, Istanbul 34098, Turkey.ORCID 0009-0002-0244-6623
Melih Yucel SanlierDepartment of Emergency Medicine, Istanbul Medeniyet University, Prof. Dr. Suleyman Yalcin City Hospital, Istanbul 34722, Turkey.ORCID 0000-0002-5757-4502
Ugur ErginogluDepartment of Otolaryngology-Head and Neck Surgery, Basaksehir State Hospital, Istanbul 34480, Turkey.
Ahmed Rasim BayramogluDepartment of Neurological Surgery, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI 53792, USA.ORCID 0009-0000-9668-7246
Maryam Sabah Al-JeburDepartment of Neurological Surgery, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI 53792, USA.
Simon Gashaw AmmanuelDepartment of Neurological Surgery, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI 53792, USA.
Erkin OtlesBerbeeWalsh Department of Emergency Medicine, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI 53792, USA.ORCID 0000-0003-3169-6832
Abdullah KelesDepartment of Neurological Surgery, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI 53792, USA.
Ufuk ErginogluDepartment of Neurological Surgery, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI 53792, USA.ORCID 0000-0002-5387-4698
Mustafa K BaskayaDepartment of Neurological Surgery, School of Medicine and Public Health, University of Wisconsin-Madison, Madison, WI 53792, USA.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

artificial intelligencedata extractionevidence synthesislarge language modelsneuroimagingvariable complexity

Identifiers

PMID42590107
PMCPMC13467224

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.