Round 349

Round UUID: f2c37769-8483-4b1d-b166-b2a6916b5cc7

Prompt:

To make predictions about whether an entity should be approved or denied, please adhere to the following precise and explicit rules based on the given features:  

1. If `TimelineDeviation` is greater than 16:  
   - Predict 'Denied' if `ParadoxCount` is less than 6.0.  
   - Predict 'Approved' if `ParadoxCount` is strictly greater than 7.0 with compelling supporting evidence.  
   - Predict 'Require Further Review' if `ParadoxCount` is between 6.0 and 7.0, requiring strong justification.  

2. If `TimelineDeviation` is between 14 and 16:  
   - Predict 'Denied' if `ParadoxCount` is less than 5.5.  
   - Predict 'Approved' if `ParadoxCount` is strictly greater than 6.5 based on compelling evidence.  
   - If `ParadoxCount` is between 5.5 and 6.5, predict 'Require Further Review'.  

3. If `TimelineDeviation` is between 12 and 14:  
   - Predict 'Denied' if `ParadoxCount` is less than 5.0.  
   - Predict 'Approved' if `ParadoxCount` is strictly greater than 7.0 with strong evidence.  
   - If `ParadoxCount` is between 5.0 and 7.0, predict 'Require Further Review', highlighting the need for compelling evidence.  
   - Specifically state that if `TimelineDeviation` is exactly 12.5 and `ParadoxCount` is 6.0, predict 'Approved'.  

4. If `TimelineDeviation` is between 10 and 12:  
   - Predict 'Denied' if `ParadoxCount` is less than 5.0.  
   - Predict 'Approved' if `ParadoxCount` is strictly greater than 6.0 with clear supporting evidence.  
   - Specifically review if `ParadoxCount` is exactly 5.5, emphasizing its borderline nature.  

5. If `TimelineDeviation` is between 8 and 10:  
   - Predict 'Denied' if `ParadoxCount` is less than 4.0.  
   - Predict 'Approved' only if `ParadoxCount` exceeds 5.5 based on substantial justification.  
   - Require review if `ParadoxCount` is between 4.0 and 5.5, stressing careful evaluation.  

6. If `TimelineDeviation` is less than or equal to 8:  
   - Predict 'Denied' if `ParadoxCount` is below 4.0.  
   - Predict 'Approved' if `ParadoxCount` is exactly 4.0, requiring detailed justification.  
   - Require review if `ParadoxCount` is between 4.0 and 5.0, with strong emphasis on evaluating supporting evidence.  

7. Always require further review for cases where `TimelineDeviation` is between 11 and 12 and `ParadoxCount` is from 5.0 to 6.5, stressing the need for supportive evidence.  

8. Any case with `TimelineDeviation` greater than 12 and `ParadoxCount` below 6 should always be predicted as 'Denied'.  

9. For cases that do not meet the above criteria, predict 'Denied' while requiring detailed justification and specific evidence necessary for approval, particularly in ambiguous situations.

• Inferences: 200
• Created: 2025-04-24 07:30:20+00:00
• First inference: 2025-04-24 07:30:24+00:00
• Last inference: 2025-04-24 07:39:46+00:00
• Completed: yes
• Train accuracy: 0.525 (KT 0.280)
• Validation accuracy: 0.55 (KT 0.260)
• Test accuracy: 0.6 (KT 0.222)