Round UUID: b6e27f2f-31df-4112-af77-4f93a0127828
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 1 or less.
- Predict 'Failure' if 'Genetic_Class_A_Matches' is at least 2 and 'TcQ_mass' is below 30,000.
- 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 4 regardless of 'TcQ_mass'.
- Predict 'Success' only if 'Genetic_Class_A_Matches' is at least 4 and 'TcQ_mass' is above 80,000; 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 2 or less, 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:
- For 'Cohort: Melbourne', predict 'Failure' unless 'TcQ_mass' is above 50,000 and 'Genetic_Class_A_Matches' is at least 4;
- For 'Cohort: Lisbon', predict 'Failure' if 'Treatment_Months' is greater than 150.
- Predict 'Failure' if 'TcQ_mass' is between 15,000 and 30,000 when 'Histogen_Complex' is not 'Delta'.
- Assume 'Success' if 'TcQ_mass' is below 15,000 or if 'Genetic_Class_A_Matches' is at least 3 and 'Histogen_Complex' is not 'Delta'.
2. **TcQ_mass Criteria:**
- If 'TcQ_mass' is below 20,000 and 'Histogen_Complex' is 'Delta', predict 'Failure'.
- If 'TcQ_mass' is between 20,000 and 40,000 and 'Treatment_Months' is over 80, predict 'Success' only if 'Genetic_Class_A_Matches' is at least 4.
- If 'TcQ_mass' is 40,000 or more, predict 'Success' only if 'Genetic_Class_A_Matches' is at least 4.
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 4, 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 20,000; otherwise, predict 'Failure'.
4. **Cohort Influence:**
- For 'Cohort: Melbourne', predict 'Failure' unless 'TcQ_mass' is over 50,000 and 'Treatment_Months' is below 150.
- For 'Cohort: Delhi', predict 'Failure' if 'Treatment_Months' exceeds 105 and 'TcQ_mass' is below 20,000 regardless of matches.
- For 'Cohort: Lisbon', predict 'Success' only if 'Genetic_Class_A_Matches' is 4 or more and 'TcQ_mass' is above 40,000.
5. **Conditional Rule Adjustments:**
- If 'Histogen_Complex' is 'Beta' and 'TcQ_mass' is above 80,000, predict 'Success' without additional conditions.
- If 'Histogen_Complex' is 'Omicron' and 'Treatment_Months' is 80 or more, predict 'Failure' unless 'TcQ_mass' is above 30,000.
- If 'Histogen_Complex' is 'Omicron' and 'Genetic_Class_A_Matches' is 1 or 2, predict 'Failure'.
- If 'Histogen_Complex' is 'Delta' and 'TcQ_mass' is above 15,000, predict 'Success'.
6. **Fallback Condition:**
- If no other rules apply, predict 'Failure' to minimize false positives.