Round 351

Round UUID: 4850f0f0-f7bd-41ca-8a95-10529ee8609c

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 6.5.
   - Predict 'Approved' if `ParadoxCount` is strictly greater than 7.5 with compelling supporting evidence.
   - Predict 'Require Further Review' if `ParadoxCount` is between 6.5 and 7.5, necessitating 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 supporting evidence.
   - Predict 'Require Further Review' if `ParadoxCount` is between 5.5 and 6.5, highlighting the necessity of supportive 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.
   - Predict 'Require Further Review' if `ParadoxCount` is between 5.0 and 7.0, with emphasis on the relevance of supporting evidence.
   - Explicitly state that if `TimelineDeviation` is exactly 12.5 and `ParadoxCount` is greater than or equal to 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 6.5 with verifiable evidence.
   - Require a review specifically if `ParadoxCount` is between 5.0 and 5.5, emphasizing its borderline nature.

5. If `TimelineDeviation` is between 8 and 10:
   - Predict 'Denied' if `ParadoxCount` is less than 4.5.
   - Predict 'Approved' only if `ParadoxCount` exceeds 5.5 with substantial justification.
   - Review needed if `ParadoxCount` is between 4.0 and 5.5, with focused evaluation of contributing factors.

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, necessitating strong justification.
   - Require a review if `ParadoxCount` is between 4.0 and 5.0, emphasizing the evaluation of 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 importance of strong supporting evidence.

8. Any case with `TimelineDeviation` greater than 12 and `ParadoxCount` below 6 should always be predicted as 'Denied', enforcing adherence to these conditions.

9. For cases not covered by the above criteria, predict 'Denied' while requiring detailed justification and specific evidential support for approval, particularly in ambiguous situations.