Round 354

Round UUID: b43e21eb-72b3-4622-97e1-2234b16ddb15

Prompt:

To enhance the accuracy of predictions regarding whether an entity should be approved or denied, please follow these refined and unambiguous rules based on the provided features:

1. If `TimelineDeviation` is greater than 16:
   - Predict 'Denied' if `ParadoxCount` is less than 6.0.
   - Predict 'Approved' if `ParadoxCount` is greater than 7.5 with robust supporting evidence. 
   - Predict 'Require Further Review' if `ParadoxCount` is between 6.0 and 7.5, with compelling documentation justifying potential approval.

2. If `TimelineDeviation` is between 14 and 16:
   - Predict 'Denied' if `ParadoxCount` is less than 6.0.
   - Predict 'Approved' if `ParadoxCount` is greater than 7.0 with substantial evidence.
   - Predict 'Require Further Review' if `ParadoxCount` is between 5.5 and 6.5, emphasizing the need for comprehensive supporting documentation.

3. If `TimelineDeviation` is between 12 and 14:
   - Predict 'Denied' if `ParadoxCount` is less than 5.5.
   - Predict 'Approved' if `ParadoxCount` is equal to 7.0 with solid supporting evidence.
   - Predict 'Require Further Review' if `ParadoxCount` is between 5.0 and 7.0, demanding strong documentation to elucidate uncertainties.
   - If `TimelineDeviation` is exactly 12.5 and `ParadoxCount` is greater than 6.5, predict 'Approved'.

4. If `TimelineDeviation` is between 10 and 12:
   - Predict 'Denied' if `ParadoxCount` is less than 5.0.
   - Predict 'Approved' if `ParadoxCount` is greater than 6.0 with verified supporting evidence.
   - Require review if `ParadoxCount` is between 5.0 and 5.5, noting the importance of strong justification given its proximity to denial thresholds.

5. If `TimelineDeviation` is between 8 and 10:
   - Predict 'Denied' if `ParadoxCount` is less than 4.5.
   - Predict 'Approved' only if `ParadoxCount` exceeds 5.5 with significant, clear justification.
   - Require review if `ParadoxCount` is between 4.0 and 5.5, strongly focusing on detailed evidence.

6. If `TimelineDeviation` is 8 or below:
   - Predict 'Denied' if `ParadoxCount` is below 4.0.
   - Predict 'Approved' only if `ParadoxCount` is exactly 4.0 with strong evidence.
   - Require review if `ParadoxCount` is between 4.0 and 5.0, highlighting the necessity for rigorous documentation.

7. For entries where `TimelineDeviation` is exactly 11.5 and `ParadoxCount` is from 5.0 to 6.5, always predict 'Require Further Review' to ensure careful consideration of evidence.

8. Any case with `TimelineDeviation` greater than 16 and `ParadoxCount` under 6 must be predicted as 'Denied'.

9. For cases not represented above, predict 'Denied' while requiring detailed rationale and robust evidence for any approval amidst uncertainties.

• Inferences: 200
• Created: 2025-04-24 08:20:10+00:00
• First inference: 2025-04-24 08:20:14+00:00
• Last inference: 2025-04-24 08:29:41+00:00
• Completed: yes
• Train accuracy: 0.45 (KT 0.347)
• Validation accuracy: 0.55 (KT 0.260)
• Test accuracy: 0.6 (KT 0.222)