Round UUID: 0e48eca5-94d6-4ed5-9ac6-abab4951e8e1
Prompt:
Based on the patterns observed in the dataset, please follow these clear and specific rules to predict the outcome:
1. **Treatment Months Rule:**
- If 'Treatment_Months' is less than 10, predict 'Success'.
- If 'Treatment_Months' is between 10 and 65, predict 'Failure' unless the following conditions apply:
- If 'Histogen_Complex' is 'Omega' and 'Genetic_Class_A_Matches' is at least 2, predict 'Success'.
- If 'Treatment_Months' is 66 or more:
- If 'Histogen_Complex' is 'Delta', predict 'Failure'.
- If 'Treatment_Months' is between 66 and 89 and 'Genetic_Class_A_Matches' is less than 2, predict 'Failure'.
- If 'Treatment_Months' is 90 or more, retain checks with 'TcQ_mass' and other factors to avoid false positives.
- If 'Treatment_Months' is greater than 150, predict 'Success' only if 'TcQ_mass' is below 15000, or if 'Histogen_Complex' is not 'Delta'.
2. **TcQ_mass Criteria:**
- If 'TcQ_mass' is below 16000 and 'Histogen_Complex' is 'Delta', predict 'Failure'.
- If 'TcQ_mass' is above or equal to 30000 and 'Genetic_Class_A_Matches' is at least 2, predict 'Success'.
- If 'TcQ_mass' is between 15000 and 30000, evaluate 'Treatment_Months' and 'Genetic_Class_A_Matches' before making a prediction.
3. **Genetic Class Match Rule:**
- If 'Genetic_Class_A_Matches' is 5 or more, predict 'Success'.
- If 'Genetic_Class_A_Matches' is equal to 1 or the sum of 'Genetic_Class_A_Matches' and 'Genetic_Class_B_Matches' is less than 3, predict 'Failure'.
4. **Cohort Influence:**
- For 'Cohort: Melbourne', predict 'Success' if 'TcQ_mass' is above 16000 and 'Treatment_Months' is below 150; otherwise, check other rules to avoid false positives and consider 'Histogen_Complex' type.
5. **Fallback Condition:**
- If no other rules apply, predict 'Failure' to limit false positives.