Round 40

Round UUID: 31e01454-1ad6-447b-8664-458b3fbf492b

Prompt:

To make predictions about whether an entity should be approved or denied, please follow these revised and explicit rules based on the provided 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 there is compelling evidence supporting this.
   - Predict 'Require Further Review' if `ParadoxCount` is between 6.0 and 7.5, emphasizing the need for 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 6.5 with substantial supporting evidence.
   - If `ParadoxCount` is between 5.5 and 6.5, predict 'Require Further Review' to evaluate supporting evidence.

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 relevance of associated evidence.
   - Explicitly state that if `TimelineDeviation` is exactly 12.5 and `ParadoxCount` is 6.0, predict 'Approved' to reinforce this specific case.

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 supporting evidence.
   - Require 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` is above 5.5 with substantial justification. 
   - Require review if `ParadoxCount` is between 4.0 and 5.5, stressing careful evaluation in these cases.

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 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 between 5.0 and 6.5, stressing the importance of supportive evidence.

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

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.