Round UUID: 42823740-87f7-4d61-99fc-1e70f526c1cd
Prompt:
Based on a thorough evaluation of the dataset, please adhere to these explicit and structured 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 'Success' only if 'Genetic_Class_A_Matches' is at least 8 and 'TcQ_mass' is above 65000; otherwise, predict 'Failure'.
- If 'Histogen_Complex' is 'Delta':
- Predict 'Success' only if 'Genetic_Class_A_Matches' is at least 9 and 'TcQ_mass' is above 75000; otherwise, predict 'Failure'.
- If 'Histogen_Complex' is 'Beta':
- Predict 'Success' only if 'Genetic_Class_A_Matches' is at least 6 and 'TcQ_mass' is above 60000; otherwise, predict 'Failure'.
- If 'Treatment_Months' is between 66 and 89:
- Predict 'Failure' if 'Histogen_Complex' is 'Delta' and either 'Genetic_Class_A_Matches' is less than 9 or 'TcQ_mass' is below 80000.
- Predict 'Success' if 'Genetic_Class_A_Matches' is 6 or more and 'TcQ_mass' is above 70000; otherwise, predict 'Failure'.
- If 'Treatment_Months' is 90 or more:
- For 'Cohort: Melbourne', predict 'Failure' unless both 'TcQ_mass' is above 120000 and 'Genetic_Class_A_Matches' is at least 6.
- For 'Cohort: Lisbon', predict 'Failure' if 'Treatment_Months' exceeds 150 and 'Genetic_Class_A_Matches' is less than 6.
- Predict 'Failure' if 'TcQ_mass' is below 25000 regardless of cohort.
- Predict 'Success' only if 'TcQ_mass' is at least 30000 and 'Genetic_Class_A_Matches' is at least 8.
2. **TcQ_mass Criteria:**
- If 'TcQ_mass' is below 25000, predict 'Failure'.
- If 'TcQ_mass' is between 25000 and 55000 and 'Treatment_Months' is over 80, predict 'Failure'.
- If 'TcQ_mass' is between 55000 and 100000, predict 'Success' only if 'Genetic_Class_A_Matches' is at least 8; otherwise, predict 'Failure'.
- If 'TcQ_mass' is above 100000, predict 'Success' only if 'Genetic_Class_A_Matches' is 6 or more and 'Treatment_Months' is below 150; otherwise, predict 'Failure'.
3. **Genetic Class Match Rule:**
- If 'Genetic_Class_A_Matches' is 9 or more, predict 'Success'.
- If 'Genetic_Class_A_Matches' is between 6 and 8, predict 'Success' only if 'TcQ_mass' is above 75000; otherwise, predict 'Failure'.
- If 'Genetic_Class_A_Matches' is less than 5, predict 'Failure'.
- If 'Genetic_Class_A_Matches' is between 5 and 6:
- If 'Histogen_Complex' is 'Delta', predict 'Failure' unless 'TcQ_mass' is above 60000.
- If 'Histogen_Complex' is 'Beta', predict 'Success' if 'TcQ_mass' is above 60000; otherwise, predict 'Failure'.
- Otherwise, predict 'Success' only if 'TcQ_mass' exceeds average for the cohort; otherwise, predict 'Failure'.
4. **Cohort Influence:**
- For 'Cohort: Melbourne', predict 'Failure' unless 'TcQ_mass' is over 120000 and 'Treatment_Months' is below 150.
- For 'Cohort: Delhi', predict 'Failure' if 'Treatment_Months' exceeds 110 and 'TcQ_mass' is below 30000.
- For 'Cohort: Lisbon', predict 'Success' only if 'Genetic_Class_A_Matches' is 8 or more and 'TcQ_mass' is above 90000.
5. **Conditional Rule Adjustments:**
- If 'Histogen_Complex' is 'Beta' and 'TcQ_mass' is above 300000, predict 'Success'.
- If 'Histogen_Complex' is 'Omicron' and 'Treatment_Months' is 80 or more, predict 'Failure' unless 'TcQ_mass' is above 70000 and 'Genetic_Class_A_Matches' is at least 8.
- If 'Histogen_Complex' is 'Omicron' and 'Genetic_Class_A_Matches' is less than 6, predict 'Failure'.
- If 'Histogen_Complex' is 'Delta' and 'TcQ_mass' is above 50000, predict 'Success' only if 'Genetic_Class_A_Matches' is 7 or more.
6. **Fallback Condition:**
- If no other rules apply, predict 'Failure' to minimize false positives.