Round 341

Round UUID: 903af365-d8cb-42c3-be79-42798013370b

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.
   - Predict 'Approved' if `ParadoxCount` is greater than or equal to 6.0 after 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 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'.
   - If `TimelineDeviation` is exactly 12.5 and `ParadoxCount` is exactly 6, predict 'Approved'.

4. If `TimelineDeviation` is between 10 and 12:
   - Predict 'Denied' if `ParadoxCount` is less than 5.5.
   - Predict 'Approved' if `ParadoxCount` is greater than 6.0.
   - If `ParadoxCount` is exactly 5.5, require review before deciding.

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. If `ParadoxCount` is exactly 5.0, review required.

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. Explicitly state that any combination where `TimelineDeviation` is greater than 12 and `ParadoxCount` is less than 6 should always predict 'Denied'.

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

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

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

11. Add a conditional rule where if `TimelineDeviation` is between 11 and 12 and `ParadoxCount` < 5.5 but > 5.0, require further review before denial.

• Inferences: 200
• Created: 2025-04-24 06:13:22+00:00
• First inference: 2025-04-24 06:13:26+00:00
• Last inference: 2025-04-24 06:22:55+00:00
• Completed: yes
• Train accuracy: 0.54375 (KT 0.265)
• Validation accuracy: 0.7 (KT 0.156)
• Test accuracy: 0.75 (KT 0.126)