Round UUID: b0304e6e-a28f-4dd1-a2d2-c4432bb513ff
Prompt:
Based on the analysis of the dataset, please follow these explicit 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:
- If 'Histogen_Complex' is 'Omega' and 'Genetic_Class_A_Matches' is at least 2, predict 'Success'.
- Otherwise, predict 'Failure'.
- If 'Treatment_Months' is between 66 and 89:
- If 'Histogen_Complex' is 'Delta', predict 'Failure'.
- If 'Histogen_Complex' is not 'Delta', predict 'Success' regardless of 'Treatment_Months'.
- If 'Treatment_Months' is 90 or more:
- If 'Histogen_Complex' is 'Delta' and 'TcQ_mass' is below 30000, predict 'Failure'.
- If 'Cohort' is 'Melbourne', predict 'Failure' unless 'TcQ_mass' is above 30000 and 'Genetic_Class_A_Matches' is at least 3.
- 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 between 16000 and 30000, combine it with 'Treatment_Months' and 'Genetic_Class_A_Matches' to make a prediction.
- If 'TcQ_mass' is above or equal to 30000 and 'Genetic_Class_A_Matches' is at least 2, predict 'Success'.
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 30000 and 'Treatment_Months' is below 150; otherwise, check other rules carefully to avoid false positives.
- For 'Cohort: Delhi', predict 'Failure' if 'Treatment_Months' exceeds 105 and 'TcQ_mass' is below 20000 regardless of matches.
5. **Fallback Condition:**
- If no other rules apply, predict 'Failure' to minimize false positives.