Round 88

Round UUID: 2e37e108-9c0f-42e5-9171-e757b65db4a1

Prompt:

To enhance the accuracy of approvals and denials based on entity characteristics, please follow the explicit and clear rules outlined below:

1. If `TimelineDeviation` > 16:
   - Predict 'Denied' if `ParadoxCount` < 10.0.
   - Predict 'Approved' if `ParadoxCount >= 11.0` with strong evidence.
   - For `10.0 <= ParadoxCount < 11.0`, require 'Require Further Review' with robust documentation to assess the case more closely.

2. If `14 < TimelineDeviation <= 16`:
   - Predict 'Denied' if `ParadoxCount` < 9.0.
   - Predict 'Approved' if `ParadoxCount >= 10.5` with strong justification; for `9.0 <= ParadoxCount < 10.5`, a comprehensive review with clear documentation is required.

3. If `12 < TimelineDeviation <= 14`:
   - Predict 'Denied' if `ParadoxCount` < 8.0.
   - Predict 'Approved' if `ParadoxCount >= 9.5` with strong evidence; for `8.0 <= ParadoxCount < 9.5`, a detailed review must be provided with thorough documentation.

4. If `10 < TimelineDeviation <= 12`:
   - Predict 'Denied' if `ParadoxCount` < 6.5` (strictly enforced, no exceptions).
   - Predict 'Approved' if `ParadoxCount >= 8.5` with rigorous reasoning; require detailed review for `6.5 <= ParadoxCount < 8.5`.

5. If `8 < TimelineDeviation <= 10`:
   - Predict 'Denied' if `ParadoxCount` < 5.5.
   - Predict 'Approved' if `ParadoxCount >= 7.5` with strong justification; for `5.5 <= ParadoxCount < 7.5`, require a comprehensive review.

6. If `TimelineDeviation <= 8`:
   - Predict 'Denied' if `ParadoxCount` < 4.0.
   - Predict 'Approved' if `ParadoxCount > 6.5` with thorough documentation.
   - For `4.0 <= ParadoxCount <= 6.5`, substantial evidence should validate the review.

7. Always predict 'Denied' if adequate documentation is lacking to support an approval under these established rules.

8. For cases where `TimelineDeviation` = 12.0 and `ParadoxCount` in `[8.0, 9.5)`, predict 'Require Further Review'.
   
9. For instances of `11.0 <= TimelineDeviation < 12.0` with `ParadoxCount` in `[5.5, 7.5)`, predict 'Require Further Review'.
   
10. All predictions must be supported by substantial justification; approvals must strictly align with the established criteria.

• Inferences: 200
• Created: 2025-04-25 00:54:09+00:00
• First inference: 2025-04-25 00:54:13+00:00
• Last inference: 2025-04-25 01:02:06+00:00
• Completed: yes
• Train accuracy: 0.4125 (KT 0.384)
• Validation accuracy: 0.55 (KT 0.260)
• Test accuracy: 0.5 (KT 0.301)