Author

E. Klang

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Preprint Aug 2026

LLMs for Medical Consultation Are Evaluated Too Late: The Preformulation Gap

Large language models for medical consultation are often evaluated after a clinical problem has already been made clear, although real consultations may begin with a vague, minimized, or misframed concern. We evaluated three API models across four physician-authored, multi-turn vignettes under baseline and entry-to-car...

Yining Hua, C. Ayubcha, Hongbin Na et al. · 0 citations

Review Open access Jul 2026

Generative large language models in the clinical management of Alzheimer’s disease and mild cognitive impairment

Current evidence does not support the use of LLMs for diagnosis, treatment selection, or patient education in AD/MCI without clinician oversight, and are further limited by small heterogeneous evaluations, sparse hallucination measurement, and absence of prospective clinical validation.

Y. Adiniaev, Mahmud Omar, Oved Daniel et al. · Neurological Sciences · 0 citations