Mird226 — Better

As we use more targeted Alpha and Beta therapies (like Lu-177), the need for precision beyond the standard MIRD model becomes mandatory.

Could you clarify if refers to a specific isotope (like Radium-226 ) or a specific MIRD Pamphlet number ? mird226 better

| Area | Action | Expected gain | |------|--------|----------------| | | Remove outliers, fix label errors, balance classes | +5–15% accuracy | | Feature extraction | Switch from MFCCs to CQT or learnable frontend | Better timbre/harmonic representation | | Model architecture | Add residual connections or attention | Reduced overfitting, higher detail | | Training regime | Use cosine annealing + early stopping | Faster convergence | | Post-processing | Apply median filtering or Viterbi decoding | Smoother predictions | As we use more targeted Alpha and Beta