Round 181

Round UUID: d4358397-8ff9-461d-b267-122c4522c6c6

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 'Success' if 'Genetic_Class_A_Matches' is 5 or more and 'TcQ_mass' is above 35000.  
           - Predict 'Success' if 'Genetic_Class_A_Matches' is 4 and 'TcQ_mass' is above 40000.  
           - Otherwise, predict 'Failure'.  
       - If 'Histogen_Complex' is 'Delta', predict 'Failure' unless 'TcQ_mass' is above 30000, in which case predict 'Success'.  
       - If 'Histogen_Complex' is 'Beta':  
           - Predict 'Failure' if 'Genetic_Class_A_Matches' is less than 6.  
           - Predict 'Success' if 'Genetic_Class_A_Matches' >= 6 or if 'Genetic_Class_A_Matches' is 5 and 'TcQ_mass' is significantly above 200000 (e.g., above 250000).  
   - 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 80000 and ('Genetic_Class_A_Matches' is 5 or more).  
       - For 'Cohort: Lisbon', predict 'Failure' if 'Treatment_Months' is greater than 150.  
       - Predict 'Failure' if 'TcQ_mass' is below 20000 regardless of the cohort.  
       - If 'TcQ_mass' is at least 20000 or if 'Genetic_Class_A_Matches' is at least 6 and 'Histogen_Complex' is not 'Delta' or 'Omicron', predict 'Success'.  

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' only 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 150000 and 'Genetic_Class_A_Matches' is less than 6, predict 'Failure'.  
   - If 'TcQ_mass' is above 200000 and 'Genetic_Class_A_Matches' is 5 or more, 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 if the total 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 'Failure' if 'Genetic_Class_A_Matches' is less than 6.  
           - Predict 'Success' if 'Genetic_Class_A_Matches' is 5 and 'TcQ_mass' is above 250000 regardless of other conditions.  
       - If 'Histogen_Complex' is not 'Delta' or 'Beta', only predict 'Success' if 'TcQ_mass' is above 30000; otherwise, predict 'Failure'.  

4. **Cohort Influence:**  
   - For 'Cohort: Melbourne', predict 'Failure' unless 'TcQ_mass' is over 80000 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.  
   - Special caution for 'Cohort: Melbourne' and 'Histogen_Complex' is 'Beta'; consider success only with evidence of 'Genetic Class Matches' of 6 and 'TcQ_mass' above 200000.  

5. **Conditional Rule Adjustments:**  
   - If 'Histogen_Complex' is 'Beta' and 'TcQ_mass' is above 150000, predict 'Success' without additional conditions.  
   - If 'Histogen_Complex' is 'Omicron' and 'Treatment_Months' is 80 or more, predict 'Failure' unless 'TcQ_mass' is above 50000 and 'Genetic_Class_A_Matches' is 5 or more.  
   - 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'.  
   - If 'Histogen_Complex' is 'Beta' and 'Genetic_Class_A_Matches' is 5, predict 'Success' only if 'TcQ_mass' is above 250000.  
   - If 'Histogen_Complex' is 'Alpha' and 'Genetic_Class_A_Matches' is 4, predict 'Success' only if 'TcQ_mass' is above 40000 or if 'Genetic_Class_A_Matches' is less than 4 and 'TcQ_mass' is significantly higher than averages for the cohort.  
   - If 'Histogen_Complex' is 'Omicron' and 'Genetic_Class_A_Matches' is exactly 4 and 'TcQ_mass' is above 35000, predict 'Success'.  

6. **Fallback Condition:**  
   - If no other rules apply, predict 'Failure' to minimize false positives.