Round UUID: 962db67e-b05b-4769-b6ea-700ddcc07d00
Prompt:
Based on the analysis of the dataset and previous prompts, 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:
- If 'Histogen_Complex' is 'Omega' and 'Genetic_Class_A_Matches' is at least 2, predict 'Success'.
- If 'Treatment_Months' is between 66 and 89 and 'Histogen_Complex' is 'Delta', predict 'Failure'.
- If 'Treatment_Months' is 90 or more:
- If 'Histogen_Complex' is 'Delta', predict 'Failure'.
- If 'Cohort' is 'Melbourne', predict 'Failure' unless 'TcQ_mass' is above 30000 and 'Genetic_Class_A_Matches' is at least 2.
- 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 if 'Genetic_Class_A_Matches' is at least 2, predict 'Success'.
- If 'TcQ_mass' is between 15000 and 30000, relate it back to 'Treatment_Months' and 'Genetic_Class_A_Matches' to avoid false negatives.
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. **Histogen Complex Focus:**
- If 'Histogen_Complex' is 'Omicron', then for 'Treatment_Months' between 90 and 110, predict 'Success' if 'TcQ_mass' is below 20000, else predict 'Failure'.
5. **Fallback Condition:**
- If no other rules apply, predict 'Failure' to limit false positives.