Round UUID: 554a824e-6fd1-4938-b0f7-6f2c380813d6
Prompt:
Based on a thorough analysis of the dataset, please adhere to the following refined 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' if 'Genetic_Class_A_Matches' is at least 8 and 'TcQ_mass' is above 50000. If 'Genetic_Class_A_Matches' is at least 6, predict 'Failure' if 'TcQ_mass' is below 60000.
- If 'Histogen_Complex' is 'Delta':
- Predict 'Success' if 'Genetic_Class_A_Matches' is at least 6 and 'TcQ_mass' is above 90000; otherwise, predict 'Failure'.
- If 'Histogen_Complex' is 'Beta':
- Predict 'Success' if 'Genetic_Class_A_Matches' is at least 5 and 'TcQ_mass' is above 150000; or if 'Genetic_Class_A_Matches' is at least 4 and 'TcQ_mass' above 120000; otherwise, predict 'Failure'.
- If 'Treatment_Months' is between 66 and 89:
- Predict 'Success' if 'Histogen_Complex' is 'Beta' and 'TF' above 80000 with a reduction in match class to 3; predict 'Failure' otherwise.
- Predict 'Failure' if 'Histogen_Complex' is 'Delta' and ('Genetic_Class_A_Matches' is less than 6 or 'TcQ_mass' is below 90000).
- Predict 'Success' if 'Genetic_Class_A_Matches' is 8 or more and 'TcQ_mass' is above 90000; otherwise, predict 'Failure'.
- If 'Treatment_Months' is 90 or more:
- For 'Cohort: Melbourne', predict 'Failure' unless both 'TcQ_mass' is above 160000 and 'Genetic_Class_A_Matches' is at least 7.
- For 'Cohort: Lisbon', predict 'Failure' if 'Treatment_Months' exceeds 150 and 'Genetic_Class_A_Matches' is less than 7.
- Predict 'Failure' if 'TcQ_mass' is below 80000; otherwise, predict 'Success' if 'TcQ_mass' is above 80000 and 'Genetic_Class_A_Matches' is at least 7.
2. **TcQ_mass Criteria:**
- If 'TcQ_mass' is below 80000, predict 'Failure'.
- If 'TcQ_mass' is between 80000 and 160000, predict 'Success' only if 'Genetic_Class_A_Matches' is at least 7; otherwise, predict 'Failure'.
- If 'TcQ_mass' is above 160000, predict 'Success' only if 'Genetic_Class_A_Matches' is 8 or more and 'Treatment_Months' is below 180; 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 90000; 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 90000.
- If 'Histogen_Complex' is 'Beta', predict 'Success' if 'TcQ_mass' is above 120000; else predict 'Failure'.
- Otherwise, predict 'Success' if 'TcQ_mass' exceeds the cohort average; otherwise, predict 'Failure'.
4. **Cohort Influence:**
- For 'Cohort: Melbourne', predict 'Failure' unless 'TcQ_mass' is over 160000 and 'Treatment_Months' is below 180.
- For 'Cohort: Delhi', predict 'Failure' if 'Treatment_Months' exceeds 120 and 'TcQ_mass' is below 80000.
- For 'Cohort: Lisbon', predict 'Success' only if 'Genetic_Class_A_Matches' is at least 7 and 'TcQ_mass' is above 120000.
5. **Conditional Rule Adjustments:**
- If 'Histogen_Complex' is 'Beta' and 'TcQ_mass' is above 500000, predict 'Success'.
- If 'Histogen_Complex' is 'Omicron' and 'Treatment_Months' is 80 or more, predict 'Failure' unless 'TcQ_mass' is above 150000 and 'Genetic_Class_A_Matches' is at least 7.
- If 'Histogen_Complex' is 'Omicron' and 'Genetic_Class_A_Matches' is less than 7, predict 'Failure'.
- If 'Histogen_Complex' is 'Delta' and 'TcQ_mass' is above 90000, predict 'Success' only if 'Genetic_Class_A_Matches' is 8 or more; otherwise, predict 'Failure'.
- If 'Histogen_Complex' is 'Delta' and 'Treatment_Months' is less than 15, predict 'Failure' regardless of values.
6. **Fallback Condition:**
- If no other rules apply, predict 'Failure' to minimize false positives.