Evidence map›Paper›PMID 41515664›Full record

ArticleDiagnostics (Basel, Switzerland)2026

Publicly Available Large Language Models for Trichoscopy: A Head-to-Head Comparison with Dermatologists.

Basil Signer, Ali Mokhtari, Simone Cazzaniga, Flurin Brand, Gemma Caro, Pierre A de Viragh, Kristine Heidemeyer, Aref Hosseini, Matilde Iorizzo, Alexandra Junge and 8 more

Abstract read
PubMed Full text at PMC Publisher
In one paragraph

Article in Diagnostics (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

18 authors.

Basil SignerDepartment of Dermatology, Inselspital, Bern University Hospital, 3010 Bern, Switzerland.
Ali MokhtariARTORG Center for Biomedical Engineering Research, University of Bern, 3010 Bern, Switzerland.
Simone CazzanigaDepartment of Dermatology, Inselspital, Bern University Hospital, 3010 Bern, Switzerland.ORCID 0000-0001-8161-6138
Flurin BrandDepartment of Dermatology, Inselspital, Bern University Hospital, 3010 Bern, Switzerland.ORCID 0009-0007-3336-167X
Gemma CaroDepartment of Dermatology, Ente Ospedaliero Cantonale (EOC), Bellinzona Regional Hospital, 6500 Bellinzona, Switzerland.
Pierre A de ViraghDepartment of Dermatology, Inselspital, Bern University Hospital, 3010 Bern, Switzerland.
Kristine HeidemeyerDepartment of Dermatology, Inselspital, Bern University Hospital, 3010 Bern, Switzerland.ORCID 0000-0001-9217-6086
Aref HosseiniDepartment of Dermatology, Inselspital, Bern University Hospital, 3010 Bern, Switzerland.
Matilde IorizzoPrivate Dermatology Practice, 6500 Bellinzona, Switzerland.ORCID 0000-0003-4227-5443
Alexandra JungeDepartment of Dermatology, Inselspital, Bern University Hospital, 3010 Bern, Switzerland.ORCID 0009-0008-5117-1551
Zora MartignoniDepartment of Dermatology, Inselspital, Bern University Hospital, 3010 Bern, Switzerland.
Pascal Edouard ReygagneCentre Sabouraud, Hôpital St. Louis, 75010 Paris, France.
Bianca Maria PiracciniPrivate Dermatology Practice, 40137 Bologna, Italy.
Michela StaraceDermatology Unit, IRCCS Azienda Ospedaliero-Universitaria di Bologna, 40138 Bologna, Italy.ORCID 0000-0002-3981-1527
Antonia Reimer-TaschenbreckerDepartment of Dermatology, Inselspital, Bern University Hospital, 3010 Bern, Switzerland.ORCID 0000-0002-3378-4476
Charlotte VogelDepartment of Dermatology, Inselspital, Bern University Hospital, 3010 Bern, Switzerland.
Dominik ObristARTORG Center for Biomedical Engineering Research, University of Bern, 3010 Bern, Switzerland.ORCID 0000-0002-6062-9076
Seyed Morteza Seyed JafariDepartment of Dermatology, Inselspital, Bern University Hospital, 3010 Bern, Switzerland.

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

PubMed holds no abstract for this paper.

Indexed as

alopeciaartificial intelligencecomparative studydermatologistsdiagnostic accuracylarge language modelsprospective studytrichoscopy

Identifiers

PMID41515664
PMCPMC12785308

What OpenQuestion holds

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Registered trials

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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.