Round 315

Round UUID: dee06eee-aa97-49db-bd90-7bc75fb4efb2

Prompt:

Based on an extensive review of the dataset, please adhere to the following precise 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; otherwise, predict 'Failure'.  
       - 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 100000; or if 'Genetic_Class_A_Matches' is at least 4 and 'TcQ_mass' above 90000; otherwise, predict 'Failure'.  
   - If 'Treatment_Months' is between 66 and 89:  
       - Predict 'Failure' if 'Histogen_Complex' is 'Delta' and ('Genetic_Class_A_Matches' is less than 6 or 'TcQ_mass' is below 80000).  
       - 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 60000; otherwise, predict 'Success' if 'TcQ_mass' is above 60000 and 'Genetic_Class_A_Matches' is at least 7.  

2. **TcQ_mass Criteria:**  
   - If 'TcQ_mass' is below 60000, predict 'Failure'.  
   - If 'TcQ_mass' is between 60000 and 80000 and 'Treatment_Months' is over 80, 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 7 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 80000; 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 90000; otherwise, predict 'Failure'.  
       - Otherwise, predict 'Success' only 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 60000.  
   - 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 120000 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.  
   - 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.

• Inferences: 891
• Created: 2025-08-02 10:42:39.192025+00:00
• First inference: 2025-08-03 12:01:00.462577+00:00
• Last inference: 2025-08-03 13:28:27.442303+00:00
• Completed: yes
• Train accuracy: 0.6123595505617978 (KT 0.213)
• Validation accuracy: 0.6470588235294118 (KT 0.189)
• Test accuracy: 0.5490196078431373 (KT 0.260)