Round 44

Round UUID: 02e4b722-3e7b-47db-a2f1-547a1aac1c9b

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 7.5 with compelling supporting evidence.
   - Predict 'Require Further Review' if `ParadoxCount` is between 6.0 and 7.5, necessitating very strong justification.
   
2. If `TimelineDeviation` is between 14 and 16:
   - Predict 'Denied' if `ParadoxCount` is less than 6.0.
   - Predict 'Approved' if `ParadoxCount` is strictly greater than 7.0 with substantial evidence, and no ambiguous supporting evidence.
   - Predict 'Require Further Review' if `ParadoxCount` is between 5.5 and 6.5, emphasizing the need for solid supporting documentation.
   
3. If `TimelineDeviation` is between 12 and 14:
   - Predict 'Denied' if `ParadoxCount` is less than 5.5.
   - Predict 'Approved' if `ParadoxCount` is greater than or equal to 7.0 with strong evidence that is indicative of merit.
   - Predict 'Require Further Review' if `ParadoxCount` is between 5.0 and 7.0, highlighting the importance of strong evidence.
   - Clearly state that if `TimelineDeviation` is exactly 12.5 and `ParadoxCount` is greater than 6.5, 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, verifiable evidence.
   - Require a review specifically if `ParadoxCount` is in the range from 5.0 and 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 with substantial justification and clarity on the evidence base.
   - Require a review if `ParadoxCount` is between 4.0 and 5.5, focusing closely on contributing evidence elements.
 
6. If `TimelineDeviation` is less than or equal to 8:
   - Predict 'Denied' if `ParadoxCount` is below 4.0.
   - Predict 'Approved' only if `ParadoxCount` is exactly 4.0 with strong, unambiguous justification.
   - Require review if `ParadoxCount` is between 4.0 and 5.0, emphasizing the evaluation of supporting evidence.
 
7. Ensure further review for cases where `TimelineDeviation` is between 11 and 12 and `ParadoxCount` is from 5.0 to 6.5, stressing the need for strong supporting evidence and clarity.
 
8. Any case with `TimelineDeviation` greater than 12 and `ParadoxCount` below 6 should always be predicted as 'Denied', reinforcing adherence to these conditions across the board.
 
9. For cases not covered by the above criteria, predict 'Denied' while emphasizing the need for detailed justification and specific evidential support for approval, particularly in borderline cases.