Round 98

Round UUID: f1ae85a7-1783-4f65-a88c-a106b120868d

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 >= 10.0` with strong evidence; for `9.0 <= ParadoxCount < 10.0`, require 'Require Further Review' with detailed documentation and justify the case explicitly.

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

3. **If `12 < TimelineDeviation <= 14`**:
   - Predict 'Denied' if `ParadoxCount` < 8.0.
   - Predict 'Approved' if `ParadoxCount >= 9.0` with strong evidence; for `8.0 <= ParadoxCount < 9.0`, require rigorous review with substantial documentation and rationale.

4. **If `10 < TimelineDeviation <= 12`**:
   - Predict 'Denied' if `ParadoxCount` < 6.0 (strictly enforced).
   - Predict 'Approved' if `ParadoxCount >= 8.5` with robust reasoning; for `6.0 <= ParadoxCount < 8.5`, require detailed review with comprehensive documentation.

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 detailed review and significant documentation.

6. **If `TimelineDeviation <= 8`**:
   - Predict 'Denied' if `ParadoxCount` < 4.0.
   - Predict 'Approved' if `ParadoxCount > 6.0` with thorough documentation.
   - For `4.0 <= ParadoxCount <= 6.0`, substantial evidence must validate 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` in `[8.0, 9.0)`**, predict 'Require Further Review'.

9. **For instances of `11.0 <= TimelineDeviation < 12.0` with `ParadoxCount` in `[5.0, 6.0)`**, predict 'Require Further Review'.

10. All predictions must be supported by substantial justification; approvals must adhere strictly to the established criteria.

• Inferences: 200
• Created: 2025-04-25 02:41:20+00:00
• First inference: 2025-04-25 02:41:23+00:00
• Last inference: 2025-04-25 02:51:06+00:00
• Completed: yes
• Train accuracy: 0.43125 (KT 0.365)
• Validation accuracy: 0.45 (KT 0.347)
• Test accuracy: 0.65 (KT 0.188)