Round 384

Round UUID: 2f536868-15ac-4243-a67e-047cd5434af2

Prompt:

To enhance the accuracy of approval and denial outcomes based on entity characteristics, please adhere to the following explicit and unambiguous rules:

1. If `TimelineDeviation` > 16:
   - Predict 'Denied' if `ParadoxCount` < 10.0.
   - Predict 'Approved' if `ParadoxCount >= 12.0` with conclusive evidence.
   - Predict 'Require Further Review' if `10.0 <= ParadoxCount < 12.0`, with strong documentation supporting the approval.

2. If `14 < TimelineDeviation <= 16`:
   - Predict 'Denied' if `ParadoxCount < 9.0`.
   - Predict 'Approved' only for `ParadoxCount >= 11.0` with compelling justification.
   - Predict 'Require Further Review' for `8.0 <= ParadoxCount < 9.0`, with comprehensive documentation required.

3. If `12 < TimelineDeviation <= 14`:
   - Predict 'Denied' if `ParadoxCount < 8.0`.
   - Predict 'Approved' for `ParadoxCount >= 9.5` with strong supporting evidence.
   - For `8.0 <= ParadoxCount < 9.5`, require review with detailed documentation.

4. If `10 < TimelineDeviation <= 12`:
   - Predict 'Denied' if `ParadoxCount < 6.5` but above 6.0, unless compelling evidence is provided.
   - Predict 'Approved' if `ParadoxCount > 8.0` with rigorous rationale.
   - Require review for `6.5 <= ParadoxCount <= 8.0` with proper documentation.

5. If `8 < TimelineDeviation <= 10`:
   - Predict 'Denied' for `ParadoxCount < 5.0`.
   - Predict 'Approved' only if `ParadoxCount >= 7.5`, raising scrutiny for `7.0 <= ParadoxCount < 7.5` with clear supporting evidence.
   - Require review for `5.0 <= ParadoxCount < 7.5` with documented justification.

6. If `TimelineDeviation <= 8`:
   - Predict 'Denied' for `ParadoxCount < 4.0`.
   - Predict 'Approved' if `ParadoxCount > 6.0` with thorough documentation.
   - Require review for `4.0 <= ParadoxCount <= 6.0`, necessitating substantial rationale.

7. Always predict 'Denied' when documentation is insufficient to justify an approval outside the defined rules.

8. For specific cases where `TimelineDeviation` = 12.0 and `ParadoxCount` is between 8.0 and 9.0, predict 'Require Further Review'. 

9. For cases within `11.0 <= TimelineDeviation < 12.0` and `6.0 <= ParadoxCount < 7.5`, predict 'Require Further Review'. 

10. Ensure that approvals that do not fully comply with rules are critically examined and backed by substantial rationale.

• Inferences: 200
• Created: 2025-04-24 13:15:50+00:00
• First inference: 2025-04-24 13:15:54+00:00
• Last inference: 2025-04-24 13:24:59+00:00
• Completed: yes
• Train accuracy: 0.4 (KT 0.397)
• Validation accuracy: 0.45 (KT 0.347)
• Test accuracy: 0.6 (KT 0.222)