Round 350

Round UUID: 8341b729-d917-4659-b399-d689d6672d58

Prompt:

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

1. If `TimelineDeviation` is greater than 16:
   - Predict 'Denied' if `ParadoxCount` is less than or equal to 6.0.
   - Predict 'Approved' if `ParadoxCount` is strictly greater than 7.5 and supported by substantial evidence.
   - Predict 'Require Further Review' if `ParadoxCount` is between 6.0 and 7.5, necessitating clear 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 compelling evidence.
   - Predict 'Require Further Review' for `ParadoxCount` between 5.5 and 6.5, highlighting the need for supportive documentation.

3. If `TimelineDeviation` is between 12 and 14:
   - Predict 'Denied' if `ParadoxCount` is less than 5.0.
   - 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 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 verifiable evidence.
   - Require a review specifically if `ParadoxCount` is 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.
   - 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 supportive 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.