Reasoning‐optimised large language models reach near‐expert accuracy on board‐style orthopaedic exams: A multi‐model comparison on 702 multiple‐choice questions

Authors

Rui Henriques (ORCID: https://orcid.org/0000-0002-3993-0171)
Kristian Samuelsson (ORCID: https://orcid.org/0000-0001-5383-3370)
Takuji Yokoe (ORCID: https://orcid.org/0000-0003-4117-2442)
Pedro Diniz (ORCID: https://orcid.org/0000-0001-9234-7041)
Felix Conrad Oettl (ORCID: https://orcid.org/0000-0001-9721-685X)
Hélder Pereira (ORCID: https://orcid.org/0000-0001-6441-6206)

Institutions

University of Miyazaki (JP)
Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento (PT)
University of Lisbon (PT)
Erasmus Hospital (BE)
Centre Hospitalier Universitaire Brugmann (BE)
Universitätsklinik Balgrist (CH)
Institute for Biotechnology and Bioengineering (PT)
Centro Hospitalar Póvoa de Varzim Vila do Conde EPE
University of Gothenburg (SE)
University of Minho (PT)

Publication Details

Journal: Knee Surgery Sports Traumatology Arthroscopy
Published: 2025-12-17
DOI: https://doi.org/10.1002/ksa.70222
Citations: 1
Primary Topic: Clinical Reasoning and Diagnostic Skills
Type: article
Field-Weighted Citation Impact: 1.52

Funders

Fundação para a Ciência e a Tecnologia

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article

Reasoning‐optimised large language models reach near‐expert accuracy on board‐style orthopaedic exams: A multi‐model comparison on 702 multiple‐choice questions

Rui Henriques, Kristian Samuelsson, Takuji Yokoe, Pedro Diniz et al.

Dec 17, 2025

1 citations

Knee Surgery Sports Traumatology Arthroscopy

Clinical Reasoning and Diagnostic Skills

1.52

article

Reasoning‐optimised large language models reach near‐expert accuracy on board‐style orthopaedic exams: A multi‐model comparison on 702 multiple‐choice questions

Rui Henriques, Kristian Samuelsson, Takuji Yokoe, Pedro Diniz, Felix Conrad Oettl, Hélder Pereira

December 17, 2025article en

1 citations

Abstract

No abstract available for this paper.

Knee Surgery Sports Traumatology ArthroscopyVol. 34(2)

University of Miyazaki (JP), Instituto de Engenharia de Sistemas e Computadores Investigação e Desenvolvimento (PT), University of Lisbon (PT), Erasmus Hospital (BE), Centre Hospitalier Universitaire Brugmann (BE), Universitätsklinik Balgrist (CH), Institute for Biotechnology and Bioengineering (PT), Centro Hospitalar Póvoa de Varzim Vila do Conde EPE, University of Gothenburg (SE), University of Minho (PT)

Fundação para a Ciência e a Tecnologia

Openalex Percentile: Top 11%

Clinical Reasoning and Diagnostic Skills

1.52

DOI Open Access PDF OpenAlex

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