Comparing large language models and human doctors in symptom-driven online medical consultations: A case study on trigeminal neuralgia

LLMs demonstrate strengths in perceived empathy and clarity but fall short in clinical accuracy and depth when addressing complex cases. Although they outperform doctors in communication-related aspects, their limitations in high-risk decision-making remain evident. As such, LLMs hold promise as adjunct tools for non-urgent consultations, but further refinement is needed to meet the standards of precise and personalized healthcare delivery.

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Publication Details

Journal
Digital Health
Published
2025-05-01
DOI
https://doi.org/10.1177/20552076251388140
Citations
1
Primary Topic
Mental Health via Writing
Type
article
Field-Weighted Citation Impact
2.44
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article

Comparing large language models and human doctors in symptom-driven online medical consultations: A case study on trigeminal neuralgia

Dongfang Sheng, Lirui Duan, Zhong Yao, X. Li et al.
1 citations
Digital Health
Mental Health via Writing
2.44
article

Comparing large language models and human doctors in symptom-driven online medical consultations: A case study on trigeminal neuralgia

Dongfang Sheng, Lirui Duan, Zhong Yao, X. Li, Yanfei Wu
article en
1 citations

Abstract

LLMs demonstrate strengths in perceived empathy and clarity but fall short in clinical accuracy and depth when addressing complex cases. Although they outperform doctors in communication-related aspects, their limitations in high-risk decision-making remain evident. As such, LLMs hold promise as adjunct tools for non-urgent consultations, but further refinement is needed to meet the standards of precise and personalized healthcare delivery.

Digital HealthVol. 11
Shandong University (CN), Qilu Hospital of Shandong University (CN)
Openalex Percentile: Top 9%
Mental Health via Writing
2.44
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