Round 102

Round UUID: 2d1231ef-c1b0-487c-9a3c-40deb8f271b2

Prompt:

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

1. **If `TimelineDeviation` > 16**:
   - Predict 'Denied' if `ParadoxCount` < 10.0.
   - Predict 'Approved' if `ParadoxCount >= 10.5` with strong evidence; for `10.0 <= ParadoxCount < 10.5`, require 'Require Further Review' with comprehensive documentation.

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 detailed review.

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`, require a rigorous review with substantial documentation.

4. **If `10 < TimelineDeviation <= 12`**:
   - Predict 'Denied' if `ParadoxCount` < 7.0.
   - Predict 'Approved' if `ParadoxCount >= 9.5` with robust reasoning; for `7.0 <= ParadoxCount < 9.5`, require detailed review with significant 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 comprehensive review with significant documentation.

6. **If `TimelineDeviation <= 8`**:
   - Predict 'Denied' if `ParadoxCount` < 5.0.
   - Predict 'Approved' if `ParadoxCount > 6.5` with thorough documentation.
   - For `5.0 <= ParadoxCount <= 6.5`, adequate evidence must substantiate the review.

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

8. **For cases where `TimelineDeviation` is between `[12.0, 14.0)` and `ParadoxCount` is between `[8.0, 9.5)`**, predict 'Require Further Review'. 

9. **For instances of `11.0 <= TimelineDeviation < 12.0` with `ParadoxCount` between `[5.0, 7.0)`**, predict 'Require Further Review'.

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

• Inferences: 200
• Created: 2025-04-25 03:21:57+00:00
• First inference: 2025-04-25 03:22:01+00:00
• Last inference: 2025-04-25 03:31:41+00:00
• Completed: yes
• Train accuracy: 0.35625 (KT 0.447)
• Validation accuracy: 0.45 (KT 0.347)
• Test accuracy: 0.65 (KT 0.188)