Round 45

Round UUID: 3151f4e3-556e-4174-a8b7-ab87a4c4acaf

Prompt:

To improve predictions on whether an entity should be approved or denied, please adhere to the following clear and specific rules based on the provided features:

1. If `TimelineDeviation` is greater than 16:
   - Predict 'Denied' if `ParadoxCount` is less than or equal to 6.0.
   - Predict 'Approved' if `ParadoxCount` is strictly greater than 7.5 with strong supporting evidence.
   - Predict 'Require Further Review' if `ParadoxCount` is between 6.0 and 7.5 with very clear evidence that addresses the concerns raised.

2. If `TimelineDeviation` is between 14 and 16:
   - Predict 'Denied' if `ParadoxCount` is less than 6.0.
   - Predict 'Approved' if `ParadoxCount` is strictly greater than 7.0 with substantial evidence. 
   - Predict 'Require Further Review' if `ParadoxCount` is between 5.5 and 6.5, demanding solid documentation showing merit.
   
3. If `TimelineDeviation` is between 12 and 14:
   - Predict 'Denied' if `ParadoxCount` is less than 5.5.
   - Predict 'Approved' if `ParadoxCount` is greater than or equal to 7.0 with strong supporting evidence.
   - Predict 'Require Further Review' if `ParadoxCount` is between 5.0 and 7.0, necessitating strong documentation to clarify uncertainties.
   - If `TimelineDeviation` is exactly 12.5 and `ParadoxCount` is greater than 6.0, predict 'Approved.'

4. If `TimelineDeviation` is between 10 and 12:
   - Predict 'Denied' if `ParadoxCount` is less than 5.0.
   - Predict 'Approved' if `ParadoxCount` is strictly greater than 6.0 with clear justification and evidence substantiated.
   - Review required if `ParadoxCount` is between 5.0 and 5.5, stressing the borderline nature of this case.

5. If `TimelineDeviation` is between 8 and 10:
   - Predict 'Denied' if `ParadoxCount` is less than 4.5.
   - Predict 'Approved' if `ParadoxCount` exceeds 5.5 with significant justification. 
   - Require review if `ParadoxCount` is between 4.0 and 5.5, with a close examination of all supporting evidence.

6. If `TimelineDeviation` is less than or equal to 8:
   - Predict 'Denied' if `ParadoxCount` is below 4.0.
   - Predict 'Approved' if `ParadoxCount` is exactly 4.0 with unambiguous proof.
   - Review required if `ParadoxCount` is between 4.0 and 5.0, emphasizing the need for solid supporting evidence.

7. Require further review for cases with `TimelineDeviation` between 11 and 12 and `ParadoxCount` from 5.0 to 6.5, stressing rigorous evidence evaluation.

8. Any case with `TimelineDeviation` greater than 12 and `ParadoxCount` below 6 should always be predicted as 'Denied'.

9. For any cases not specifically covered above, predict 'Denied', while mandating detailed justification and evidence for any possible approval.

• Inferences: 200
• Created: 2025-04-24 18:10:03+00:00
• First inference: 2025-04-24 18:10:09+00:00
• Last inference: 2025-04-24 18:19:55+00:00
• Completed: yes
• Train accuracy: 0.55 (KT 0.260)
• Validation accuracy: 0.65 (KT 0.188)
• Test accuracy: 0.65 (KT 0.188)