Round 32

Round UUID: aef6693d-8e3e-4584-9187-8f65067139c2

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 'Approved' only if `ParadoxCount` is greater than 5.0, ensuring a review for values very close to this threshold.

2. If `TimelineDeviation` is between 14 and 16:
   - Predict 'Denied' if `ParadoxCount` is less than 5.5.
   - 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 > 6.0, and require review for exactly 5.5.

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 4.5.
   - Require further review if `ParadoxCount` is between 4.0 and 4.5.

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

7. For any combinations that do not strictly meet the criteria above, and especially if further review is required, predict 'Denied' and require justification.

8. Clarify that for `TimelineDeviation` of exactly 12.5 and `ParadoxCount` of exactly 6, predict 'Approved'. If `ParadoxCount` is less than 6, always predict 'Denied'.

9. When `TimelineDeviation` is exactly 11, predict 'Approved' only if `ParadoxCount` is strictly greater than 6.0, or require review if close to this boundary.

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

11. Specifically, whenever `TimelineDeviation` is greater than 12 and `ParadoxCount` is less than 6, always predict 'Denied'.

12. 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 16:04:00+00:00
• First inference: 2025-04-24 16:04:06+00:00
• Last inference: 2025-04-24 16:13:03+00:00
• Completed: yes
• Train accuracy: 0.575 (KT 0.241)
• Validation accuracy: 0.65 (KT 0.188)
• Test accuracy: 0.75 (KT 0.126)