Round 405

Round UUID: ef226466-5cea-4c61-ba5c-ad316cc73349

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` < 9.0.
   - Predict 'Approved' if `ParadoxCount >= 11.0` with strong evidence; for `9.0 <= ParadoxCount < 11.0`, require 'Require Further Review' with detailed documentation and justify the case explicitly.

2. If `14 < TimelineDeviation <= 16`:
   - Predict 'Denied' if `ParadoxCount` < 9.0 and require additional review.
   - Predict 'Approved' if `ParadoxCount >= 10.0` with strong justification; for `8.5 <= ParadoxCount < 10.0`, require comprehensive review with clear and thorough documentation.

3. If `12 < TimelineDeviation <= 14`:
   - Predict 'Denied' if `ParadoxCount` < 8.5 to enforce stronger criteria against low `ParadoxCount`.
   - Predict 'Approved' if `ParadoxCount >= 9.5` with strong evidence; for `8.5 <= ParadoxCount < 9.5`, require rigorous review with substantial documentation and rationale.

4. If `10 < TimelineDeviation <= 12`:
   - Predict 'Denied' if `ParadoxCount` < 6.5 (strictly enforced, no exceptions).
   - Predict 'Approved' if `ParadoxCount >= 9.0` with robust reasoning; for `7.0 <= ParadoxCount < 9.0`, require review with comprehensive and detailed documentation.

5. If `8 < TimelineDeviation <= 10`:
   - Predict 'Denied' if `ParadoxCount` < 6.0.
   - Predict 'Approved' if `ParadoxCount >= 8.0` with strong justification; for `6.0 <= ParadoxCount < 8.0`, require detailed review and significant documentation.

6. If `TimelineDeviation <= 8`:
   - Predict 'Denied' if `ParadoxCount` < 4.5.
   - Predict 'Approved' if `ParadoxCount > 7.0` with thorough documentation.
   - For `4.5 <= ParadoxCount <= 7.0`, it's essential to justify with substantial evidence to support the review.

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

8. For cases where `TimelineDeviation` = 12.0 and `ParadoxCount` is between `8.5` and `9.5`, predict 'Require Further Review'.

9. For instances of `11.0 <= TimelineDeviation < 12.0` with `ParadoxCount` in `[5.5, 6.5)`, predict 'Require Further Review'.

10. Ensure all predictions are supported by substantial justification; approvals must adhere strictly to the established criteria.

• Inferences: 200
• Created: 2025-04-24 16:31:05+00:00
• First inference: 2025-04-24 16:31:08+00:00
• Last inference: 2025-04-24 16:41:07+00:00
• Completed: yes
• Train accuracy: 0.4 (KT 0.397)
• Validation accuracy: 0.55 (KT 0.260)
• Test accuracy: 0.6 (KT 0.222)