Round 355

Round UUID: 892b9487-d09e-4cf0-95ec-6fe9797af4bc

Prompt:

### Advanced Prediction Rules for Entity Classification ###

This iteration of the rules focuses on addressing edge cases observed in previous rounds, while minimizing false positives and false negatives. Apply the rules below in priority order:

#### General Rules Across All Histogen_Complexes:
1. **Critical Genetic_Class Thresholds:**
   - Predict Failure if combined `Genetic_Class_A_Matches + Genetic_Class_B_Matches` < 4, regardless of Treatment_Months or TcQ_mass.
   - Predict Success only if BOTH the following are true:
     a. `Combined Genetic_Class Matches` >= 6.
     b. `Treatment_Months` > 80 and TcQ_mass > 40,000.

2. **High TcQ_mass Override:**
   - Predict Failure if TcQ_mass > 180,000 but combined Genetic_Class matches < 5.
   - Predict Success if TcQ_mass >= 200,000 and Genetic_Class matches >= 7, regardless of other factors (except Histogen-specific exceptions).

#### Rules Specific to Histogen Types:
- **If Histogen_Complex = 'Beta':**
   1. Predict Failure if Genetic_Class_A_Matches + Genetic_Class_B_Matches < 6.
   2. Predict Success only if both Genetic_Class_A_Matches and Genetic_Class_B_Matches >= 3 and TcQ_mass > 50,000.
   3. Override to Failure if Treatment_Months < 60 where TcQ falls between 70,000-110,000.

- **If Histogen_Complex = 'Delta' or 'Omicron':**
   1. Predict Failure where treatment_month spans ratio above A runs def edges>MThansion fails measures LOWER-FINE data simpl rules.