EVLF-FM is introduced, a multimodal vision language foundation model that combines broad diagnostic capabilities with fine-grained explainability and a hybrid training strategy combining supervised and visual reinforcement fine-tuning enables EVLF-FM to generate clinically interpretable explanations aligned with visual...
Yang Bai, Hao-Ran Cheng, Yang Zhou et al.· Nature Medicine· 0 citations
Macular microvascular impairment begins in prediabetes, and among OCTA metrics, choriocapillaris FD density showed the strongest discriminatory ability and was the most influential feature in SHAP analysis, suggesting greater sensitivity of choriocapillaris metrics for monitoring early metabolic disease.
GPT-4’s performance on the UKMLA improved significantly over 18 months, suggesting that iterative vendor-side model updates enhance clinical reasoning capabilities, and may serve as a supplementary educational tool for medical students and clinicians.
Ravanth Baskaran, Sai Sirikonda, Aditya Singh et al.· Frontiers in Medicine· 0 citations
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