Highlight specific technical changes, such as new loss functions or hierarchical clustering to prevent data leakage . 4. Experimental Results

Identify the limitations that necessitated the "Extended" version.

Explain what these improvements mean for the field (e.g., faster medical diagnosis or better multimodal reasoning).

Compare performance against the baseline Emina_S_Medena and other state-of-the-art models like MedGemma .

List the specific novelties—such as increased parameters, new data modalities (similar to E-MM1 ), or improved accuracy. 3. Methodology (The "Extended" Components)

Summarize the primary outcome or performance gain. 2. Introduction