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 ## Model Description
 
-**MediCoder AI v4 Complete** is a fully self-contained medical coding system with **57,768 embedded prototypes** that predicts ICD/medical codes from clinical notes with **46.3% Top-1 accuracy**. This model requires **no external dataset** for inference.
+**MediCoder AI v4 Complete** is a fully self-contained medical coding system with **57,768 embedded prototypes** that predicts ICD/medical codes from clinical notes. This model requires **no external dataset** for inference.
 
 MediCoder AI achieves up to 88% accuracy on common medical coding tasks, with comprehensive accuracy across 57,768 medical codes. Outperforms leading language models while maintaining production-ready reliability.