A multimodal framework fuses CatBoost, ResNet image embeddings, and residual discordance scoring with multi-agent reasoning to assign interpretable OA phenotypes and management recommendations.
Predictive validity of biochemical biomarkers in knee osteoarthritis: data from the FNIH OA Biomarkers Consortium
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A Discordance-Aware Multimodal Framework with Multi-Agent Clinical Reasoning
A multimodal framework fuses CatBoost, ResNet image embeddings, and residual discordance scoring with multi-agent reasoning to assign interpretable OA phenotypes and management recommendations.