Round 328

Round UUID: 4930fdcb-4cf3-40b6-9e67-fb175425f2ba

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' only 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 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 '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' only if 'TcQ_mass' is above 120000; 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 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 700000, 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.
   - 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: 2025-08-03 13:28:27.939951+00:00
• First inference: 2025-08-03 13:29:05.301236+00:00
• Last inference: 2025-08-03 14:08:23.391053+00:00
• Completed: yes
• Train accuracy: 0.6095505617977528 (KT 0.215)
• Validation accuracy: 0.6470588235294118 (KT 0.189)
• Test accuracy: 0.5490196078431373 (KT 0.260)