Round 31

Round UUID: c8d1baca-fcb0-4432-96bf-621f4cc29ff2

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 5.0.
   - Predict 'Denied' if `ParadoxCount` is greater than or equal to 5.0 but less than 6.0, requiring review if less than 5.5.

2. If `TimelineDeviation` is between 14 and 16:
   - Predict 'Denied' if `ParadoxCount` is less than 6.0.
   - Predict 'Approved' if `ParadoxCount` is greater than or equal to 6.0.
   - 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 6.0.
   - Predict 'Approved' if `ParadoxCount` is strictly greater than 6.0.
   - If `ParadoxCount` is between 5.5 and 6.0, predict 'Require Further Review'.

4. If `TimelineDeviation` is between 10 and 12:
   - Predict 'Denied' if `ParadoxCount` is less than 5.5.
   - Predict 'Approved' if `ParadoxCount` is greater than or equal to 5.5.
   - Require further review if `ParadoxCount` is between 5.5 and 5.9.

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

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 and `TimelineDeviation` is exactly 9 or less.
   - Require further review if `ParadoxCount` is greater than 4.0 but less than 5.0.

7. If `TimelineDeviation` is exactly 11:
   - Predict 'Approved' only if `ParadoxCount` is strictly greater than 6.0.

8. If `TimelineDeviation` is exactly 8 or less, always predict 'Denied'.

9. For any combinations that do not strictly meet the criteria above, predict 'Denied'.

10. When `TimelineDeviation` is exactly 12.5 and `ParadoxCount` is exactly 6, predict 'Approved'. If `ParadoxCount` is less than 6, predict 'Denied'.

11. When `TimelineDeviation` is between 11 and 12 and `ParadoxCount` is less than 5.5 but more than 5.0, require further review before denial.

12. Clarify that if `TimelineDeviation` is 10.0 and `ParadoxCount` is exactly 5.5, approve only if `TimelineDeviation` is closer to 12 than to 10; otherwise, decline.

• Inferences: 200
• Created: 2025-04-24 15:53:48+00:00
• First inference: 2025-04-24 15:53:52+00:00
• Last inference: 2025-04-24 16:03:42+00:00
• Completed: yes
• Train accuracy: 0.55625 (KT 0.255)
• Validation accuracy: 0.65 (KT 0.188)
• Test accuracy: 0.75 (KT 0.126)