放射線科医と患者のコミュニケーションにおける大規模言語モデル:臨床実践のためのナラティブレビュー
Jatin Naidu1,2, Hitesh Muthyala3, Sonia S Naidu4
1Radiology, Division of Surgery and Interventional Science, University College London, London, GBR.
Abstract:
Large language models (LLMs) are used in radiology to simplify reports, translate findings, and support patient-facing communication, yet their clinical value and safety remain uncertain. This narrative review was conducted in accordance with the Scale for the Assessment of Narrative Review Articles (SANRA) quality criteria and synthesises evidence from 49 studies published between 2020 and 2025, focusing on clinician-mediated use of LLMs across four domains: report simplification, multilingual translation, patient education, and patient attitudes. Across studies, LLMs consistently improved readability by 2-6 grade levels, but only one randomised trial directly assessed patient comprehension. A professional review was required in up to 80% of outputs in controlled settings, compared with <10% in observational studies. Harmful factual errors were uncommon but non-negligible (0-10% depending on task and model). Translation performance was highest for high-resource languages, while semantic drift was more frequent in low-resource languages, necessitating bilingual review. Patients generally accepted AI-assisted communication when clinician oversight was explicit. Current regulatory and professional guidance support supervised, institution-hosted deployment. Evidence supports specific use cases, patient summaries, translation drafts, and educational materials, but does not justify autonomous deployment or direct patient self-use. Key evidence gaps remain in comprehension outcomes, workflow impact, and real-world validation.
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