Round 34

Round UUID: 453df7dc-112d-4212-b7d7-cf8a47eb608f

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 between 5.0 and 6.0 (exclusive). Review evidence if `ParadoxCount` is exactly 5.5.
   - Predict 'Approved' if `ParadoxCount` is 6.0 or higher with supporting evidence review.

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.
   - 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 after review.
   - If `ParadoxCount` is between 5.5 and 6.0, predict 'Require Further Review'.
   - Explicitly state that if `TimelineDeviation` is exactly 12.5 and `ParadoxCount` is 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.
   - If `ParadoxCount` is exactly 5.5, require further review before making a decision.

5. If `TimelineDeviation` is between 9 and 10:
   - Predict 'Denied' if `ParadoxCount` is less than 4.0.
   - Predict 'Approved' if `ParadoxCount` is 4.5 or higher.
   - Require further review for `ParadoxCount` between 4.0 and 4.5, and if exactly 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 further review if `ParadoxCount` is greater than 4.0 but less than 5.0.

7. Clarify that any combinations 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.

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. 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 predicting 'Denied'.

12. Integrate a check that requires rigorous evidence if `ParadoxCount` is 5.0 when the `TimelineDeviation` is greater than 10, favoring a 'Denied' outcome unless strong justification is provided.

• Inferences: 200
• Created: 2025-04-24 16:23:13+00:00
• First inference: 2025-04-24 16:23:19+00:00
• Last inference: 2025-04-24 16:32:53+00:00
• Completed: yes
• Train accuracy: 0.55 (KT 0.260)
• Validation accuracy: 0.6 (KT 0.222)
• Test accuracy: 0.75 (KT 0.126)