Round 36

Round UUID: bb977297-f4f3-4d52-aa0d-e32a5f49c843

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' only if `ParadoxCount` is strictly greater than 6.0 after a thorough review of supporting evidence. 

2. If `TimelineDeviation` is between 14 and 16:
   - Predict 'Denied' if `ParadoxCount` is less than 5.5.
   - Predict 'Approved' if `ParadoxCount` is 6.0 or higher after review of evidence.
   - If `ParadoxCount` is between 5.5 and 6.0, predict 'Require Further Review'. 

3. If `TimelineDeviation` is between 12 and 14:
   - Predict 'Denied' if `ParadoxCount` is less than 5.5.
   - Predict 'Approved' if `ParadoxCount` is strictly greater than 6.0 after review.
   - If `ParadoxCount` is between 5.5 and 6.0, predict 'Require Further Review'.
   - State explicitly that if `TimelineDeviation` is exactly 12.5 and `ParadoxCount` is exactly 6.0, predict 'Approved'.

4. If `TimelineDeviation` is between 10 and 12:
   - Predict 'Denied' if `ParadoxCount` is less than 5.5.
   - Predict 'Approved' if `ParadoxCount` is strictly greater than 6.0 after full review.
   - Require review if `ParadoxCount` is exactly 5.5. 

5. If `TimelineDeviation` is between 9 and 10:
   - Predict 'Denied' if `ParadoxCount` is less than 4.0.
   - Predict 'Approved' only if `ParadoxCount` is greater than or equal to 5.0.
   - Require review if `ParadoxCount` is between 4.0 and 5.0.

6. If `TimelineDeviation` is less than or equal to 9:
   - Predict 'Denied' if `ParadoxCount` is less than 4.0.
   - Predict 'Approved' only if `ParadoxCount` is exactly 4.0 when `TimelineDeviation` is 9 or less.
   - Require review if `ParadoxCount` is between 4.0 and 5.0.

7. Any cases where `TimelineDeviation` is greater than 12 and `ParadoxCount` is less than 6 should always predict 'Denied'.

8. For combinations that do not meet the above criteria, predict 'Denied' requiring justification and specifying evidence needed for approval timeframe.

9. When `TimelineDeviation` is exactly 11, predict 'Approved' only if `ParadoxCount` is strictly greater than 6.0, otherwise require further review.

10. When `TimelineDeviation` is 8 or less, always predict 'Denied'.

11. Implement a condition where if `TimelineDeviation` is between 11 and 12 and `ParadoxCount` is less than 5.5 but greater than 5.0, require further review before decision.

12. If `ParadoxCount` is exactly 5.0 when `TimelineDeviation` is above 10, favor 'Denied' unless strong evidence warrants otherwise.

• Inferences: 200
• Created: 2025-04-24 16:42:14+00:00
• First inference: 2025-04-24 16:42:18+00:00
• Last inference: 2025-04-24 16:51:15+00:00
• Completed: yes
• Train accuracy: 0.59375 (KT 0.227)
• Validation accuracy: 0.7 (KT 0.156)
• Test accuracy: 0.7 (KT 0.156)