Round UUID: aead85c9-68ff-4532-a691-69198bc42a3d
Prompt:
Based on a detailed 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 less than 4.
- Predict 'Success' if 'Genetic_Class_A_Matches' is at least 4 and 'TcQ_mass' is above 35000.
- If 'Histogen_Complex' is 'Delta':
- Predict 'Failure' unless 'TcQ_mass' is above 70000 and 'Genetic_Class_A_Matches' is at least 5.
- If 'Histogen_Complex' is 'Beta':
- Predict 'Failure' if 'Genetic_Class_A_Matches' is less than 6.
- Predict 'Success' if 'Genetic_Class_A_Matches' is at least 5 and 'TcQ_mass' is above 200000.
- 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 4 or less, predict 'Failure'.
- If 'Histogen_Complex' is not 'Delta' and 'Genetic_Class_A_Matches' is 5 or more, predict 'Success'.
- If 'Treatment_Months' is 90 or more:
- For 'Cohort: Melbourne', predict 'Failure' unless 'TcQ_mass' is above 70000 and ('Genetic_Class_A_Matches' is at least 5).
- For 'Cohort: Lisbon', predict 'Failure' if 'Treatment_Months' is greater than 150.
- Predict 'Failure' if 'TcQ_mass' is below 20000 regardless of the cohort.
- Predict 'Success' if 'TcQ_mass' is at least 20000 and 'Genetic_Class_A_Matches' is at least 6.
2. **TcQ_mass Criteria:**
- If 'TcQ_mass' is below 20000 and 'Histogen_Complex' is 'Delta', predict 'Failure'.
- If 'TcQ_mass' is between 20000 and 50000 and 'Treatment_Months' is over 80, predict 'Success' only if 'Genetic_Class_A_Matches' is at least 6.
- If 'TcQ_mass' is 50000 or more, predict 'Success' if 'Genetic_Class_A_Matches' is at least 6 or if 'Genetic_Class_A_Matches' is less than 6 but 'TcQ_mass' exceeds 150000.
- If 'TcQ_mass' is above 200000 and 'Genetic_Class_A_Matches' is at least 5, consider for 'Success'.
3. **Genetic Class Match Rule:**
- If 'Genetic_Class_A_Matches' is 6 or more, predict 'Success'.
- If 'Genetic_Class_A_Matches' is less than 3 or combined with 'Genetic_Class_B_Matches' is less than 5, predict 'Failure'.
- If 'Genetic_Class_A_Matches' is between 3 and 5:
- If 'Histogen_Complex' is 'Delta', predict 'Failure'.
- If 'Histogen_Complex' is 'Beta':
- Predict 'Success' if 'Genetic_Class_A_Matches' is exactly 5 and 'TcQ_mass' is above 250000.
- Predict 'Failure' otherwise.
- If 'Histogen_Complex' is not 'Delta' or 'Beta',
- Predict 'Success' if 'Genetic_Class_A_Matches' is 4 or more and 'TcQ_mass' exceeds average for the cohort; otherwise, predict 'Failure'.
4. **Cohort Influence:**
- For 'Cohort: Melbourne', predict 'Failure' unless 'TcQ_mass' is over 70000 and 'Treatment_Months' is below 150.
- For 'Cohort: Delhi', predict 'Failure' if 'Treatment_Months' exceeds 105 and 'TcQ_mass' is below 30000 regardless of matches.
- For 'Cohort: Lisbon', predict 'Success' only if 'Genetic_Class_A_Matches' is 6 or more and 'TcQ_mass' is above 70000.
5. **Conditional Rule Adjustments:**
- If 'Histogen_Complex' is 'Beta' and 'TcQ_mass' is above 200000, consider for 'Success'.
- If 'Histogen_Complex' is 'Omicron' and 'Treatment_Months' is 80 or more, predict 'Failure' unless 'TcQ_mass' is above 60000 and 'Genetic_Class_A_Matches' is at least 6.
- If 'Histogen_Complex' is 'Omicron' and 'Genetic_Class_A_Matches' is less than 5, predict 'Failure'.
- If 'Histogen_Complex' is 'Delta' and 'TcQ_mass' is above 30000, predict 'Success' only if 'Genetic_Class_A_Matches' is at least 5 or 'TcQ_mass' is at least 60000 and 'Genetic_Class_A_Matches' is 4.
- If 'Histogen_Complex' is 'Beta' and 'Genetic_Class_A_Matches' is 5, predict 'Success' only if 'TcQ_mass' is above 250000.
6. **Fallback Condition:**
- If no other rules apply, predict 'Failure' to minimize false positives.