Round 26

Round UUID: a8a0090b-703e-421f-8d14-0a994558a354

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 14:
   - Predict 'Denied' if `ParadoxCount` is less than 6.0.
   - Predict 'Approved' if `ParadoxCount` is greater than or equal to 6.0.

2. If `TimelineDeviation` is between 12 and 14:
   - Predict 'Denied' if `ParadoxCount` is less than 6.0.
   - Predict 'Approved' if `ParadoxCount` is greater than 6.0.
   - If `TimelineDeviation` is greater than 12 but less than 12.5 and `ParadoxCount` is less than 5.5, further review is required.

3. 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.

4. 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.

5. 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.
   - Require further review if `ParadoxCount` is greater than 4.0 but less than 5.0.

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

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

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

9. Specifically, when `TimelineDeviation` is greater than 12 and `ParadoxCount` is less than 6.0, always predict 'Denied'.

10. When `TimelineDeviation` is between 10 and 12 and `ParadoxCount` is exactly 5.5, predict 'Approved' only if `TimelineDeviation` is closer to 12 than to 10; otherwise, predict 'Denied'.

11. If `TimelineDeviation` is between 12 and 12.5, and `ParadoxCount` is exactly 6, predict 'Approved' if `TimelineDeviation` is greater than 12.25; otherwise, predict 'Denied'.

• Inferences: 200
• Created: 2025-04-24 15:03:35+00:00
• First inference: 2025-04-24 15:03:40+00:00
• Last inference: 2025-04-24 15:12:26+00:00
• Completed: yes
• Train accuracy: 0.54375 (KT 0.265)
• Validation accuracy: 0.6 (KT 0.222)
• Test accuracy: 0.75 (KT 0.126)