Round UUID: bf81a0cb-b761-49e6-8c4a-5d5539b3c7d6
Prompt:
Based on a detailed evaluation of the dataset, please follow these clear and structured rules for predicting outcomes:
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 5, regardless of 'TcQ_mass'.
- Predict 'Failure' if 'Genetic_Class_A_Matches' is less than 4.
- If 'Histogen_Complex' is 'Delta':
- Predict 'Failure' unless 'TcQ_mass' is above 65000 and 'Genetic_Class_A_Matches' is at least 6.
- Predict 'Failure' if 'Genetic_Class_A_Matches' is less than 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 6 or more and 'TcQ_mass' exceeds 220000.
- If 'Treatment_Months' is between 66 and 89:
- If 'Histogen_Complex' is 'Delta', predict 'Failure'.
- If 'Genetic_Class_A_Matches' is 5 or less, predict 'Failure'.
- If 'Genetic_Class_A_Matches' is 6 or more, predict 'Success'.
- If 'Treatment_Months' is 90 or more:
- For 'Cohort: Melbourne', predict 'Failure' unless 'TcQ_mass' is above 75000 and ('Genetic_Class_A_Matches' is at least 6).
- For 'Cohort: Lisbon', predict 'Failure' if 'Treatment_Months' is greater than 150.
- Predict 'Failure' if 'TcQ_mass' is below 25000, regardless of cohort.
- Predict 'Success' if 'TcQ_mass' is at least 25000 and 'Genetic_Class_A_Matches' is at least 7.
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 'Success' only if 'Genetic_Class_A_Matches' is at least 7.
- If 'TcQ_mass' is 55000 or more, predict 'Success' if 'Genetic_Class_A_Matches' is at least 7, or if 'Genetic_Class_A_Matches' is less than 7 but 'TcQ_mass' exceeds 160000.
- If 'TcQ_mass' is above 220000, predict 'Success' if 'Genetic_Class_A_Matches' is at least 6.
3. **Genetic Class Match Rule:**
- If 'Genetic_Class_A_Matches' is 7 or more, predict 'Success'.
- If 'Genetic_Class_A_Matches' is less than 4, predict 'Failure'.
- If 'Genetic_Class_A_Matches' is between 4 and 6:
- If 'Histogen_Complex' is 'Delta', predict 'Failure'.
- If 'Histogen_Complex' is 'Beta':
- Predict 'Failure' if 'Genetic_Class_A_Matches' is less than 7.
- Predict 'Success' if 'Genetic_Class_A_Matches' is 6 and 'TcQ_mass' is above 270000.
- If 'Histogen_Complex' is not 'Delta' or 'Beta',
- Predict 'Success' if 'Genetic_Class_A_Matches' is 5 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 75000 and 'Treatment_Months' is below 150.
- For 'Cohort: Delhi', predict 'Failure' if 'Treatment_Months' exceeds 110 and 'TcQ_mass' is below 35000.
- For 'Cohort: Lisbon', predict 'Success' only if 'Genetic_Class_A_Matches' is 7 or more and 'TcQ_mass' is above 75000.
5. **Conditional Rule Adjustments:**
- If 'Histogen_Complex' is 'Beta' and 'TcQ_mass' is above 220000, predict 'Success'.
- If 'Histogen_Complex' is 'Omicron' and 'Treatment_Months' is 80 or more, predict 'Failure' unless 'TcQ_mass' is above 65000 and 'Genetic_Class_A_Matches' is at least 7.
- 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 35000, predict 'Success' only if 'Genetic_Class_A_Matches' is 6 or more.
- If 'Histogen_Complex' is 'Beta' and 'Genetic_Class_A_Matches' is 6, predict 'Success' only if 'TcQ_mass' is above 270000.
6. **Fallback Condition:**
- If no other rules apply, predict 'Failure' to reduce false positives.