Round UUID: d65551ff-15d3-4e45-b6d2-f2bd2bc185e6
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 'Failure'.
- If 'Treatment_Months' is between 10 and 65:
- If 'Histogen_Complex' is 'Omega', predict 'Success'.
- If 'Histogen_Complex' is 'Omicron':
- Predict 'Failure' if 'Genetic_Class_A_Matches' is 2 or less.
- Predict 'Failure' if 'Genetic_Class_A_Matches' is at least 3, 'TcQ_mass' is below 25000.
- Otherwise, predict 'Success'.
- If 'Histogen_Complex' is 'Delta', predict 'Failure' regardless of 'Genetic_Class_A_Matches'.
- If 'Histogen_Complex' is 'Beta':
- Predict 'Failure' if 'Genetic_Class_A_Matches' is less than 3 regardless of 'TcQ_mass'.
- Predict 'Success' only if 'Genetic_Class_A_Matches' is at least 3 and 'TcQ_mass' is above 70000; otherwise, predict 'Failure'.
- Otherwise, predict 'Failure'.
- If 'Treatment_Months' is between 66 and 89:
- If 'Histogen_Complex' is 'Delta', predict 'Failure'.
- If 'Histogen_Complex' is not 'Delta' and 'Genetic_Class_A_Matches' is less than 3, predict 'Failure'.
- If 'Histogen_Complex' is not 'Delta' and 'Genetic_Class_A_Matches' is at least 3, predict 'Success'.
- If 'Treatment_Months' is 90 or more:
- Predict 'Failure' for 'Cohort: Melbourne' unless 'TcQ_mass' is above 40000 and 'Genetic_Class_A_Matches' is at least 3;
- For 'Cohort: Lisbon', predict 'Failure' if 'Treatment_Months' is greater than 150.
- Predict 'Failure' if 'TcQ_mass' is between 15000 and 30000 when 'Histogen_Complex' is not 'Delta'.
- Assume 'Success' if 'TcQ_mass' is below 15000 or if 'Genetic_Class_A_Matches' is at least 2 and '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 and 'Treatment_Months' is over 80, predict 'Success' only if 'Genetic_Class_A_Matches' is at least 3.
- If 'TcQ_mass' is 30000 or more, predict 'Success' only if 'Genetic_Class_A_Matches' is at least 3.
3. **Genetic Class Match Rule:**
- If 'Genetic_Class_A_Matches' is 5 or more, predict 'Success'.
- If 'Genetic_Class_A_Matches' is 1 or if the total with 'Genetic_Class_B_Matches' is less than 3, predict 'Failure'.
- If 'Genetic_Class_A_Matches' is between 2 and 4:
- If 'Histogen_Complex' is 'Delta', predict 'Failure' regardless of other conditions.
- If 'Histogen_Complex' is not 'Delta', only predict 'Success' if 'TcQ_mass' is above 20000; otherwise, predict 'Failure'.
4. **Cohort Influence:**
- For 'Cohort: Melbourne', predict 'Failure' unless 'TcQ_mass' is over 40000 and 'Treatment_Months' is below 150.
- For 'Cohort: Delhi', predict 'Failure' if 'Treatment_Months' exceeds 105 and 'TcQ_mass' is below 20000 regardless of matches.
- For 'Cohort: Lisbon', predict 'Success' only if 'Genetic_Class_A_Matches' is 3 or more and 'TcQ_mass' is above 40000.
5. **Conditional Rule Adjustments:**
- If 'Histogen_Complex' is 'Beta' and 'TcQ_mass' is above 70000, predict 'Success' without additional conditions.
- If 'Histogen_Complex' is 'Omicron' and 'Treatment_Months' is 80 or more, predict 'Failure' unless 'TcQ_mass' is above 23000.
- If 'Histogen_Complex' is 'Omicron' and 'Genetic_Class_A_Matches' is 2 or fewer, predict 'Failure'.
- If 'Histogen_Complex' is 'Delta' and 'TcQ_mass' is above 12000, predict 'Success'.
6. **Fallback Condition:**
- If no other rules apply, predict 'Failure' to minimize false positives.