Round 377

Round UUID: 93171662-5a73-48a4-94ae-d3cbafb067a5

Prompt:

To enhance the accuracy of predictions for approving or denying an entity based on their characteristics, please adhere to the following precise and unambiguous rules:

1. If `TimelineDeviation` is greater than 16:
   - Predict 'Denied' if `ParadoxCount` is less than 10.0.
   - Predict 'Approved' only if `ParadoxCount` is greater than 12.0, with comprehensive supporting evidence confirming the entity's characteristics.
   - Predict 'Require Further Review' if `ParadoxCount` is between 10.0 and 12.0, requiring robust documentation for justification.

2. If `TimelineDeviation` is between 14 and 16:
   - Predict 'Denied' if `ParadoxCount` is less than 9.0.
   - Predict 'Approved' if `ParadoxCount` is 10.0 or greater with strong justification.
   - Predict 'Require Further Review' for `ParadoxCount` between 8.0 and 10.0, necessitating thorough documentation.

3. If `TimelineDeviation` is between 12 and 14:
   - Predict 'Denied' if `ParadoxCount` is less than 8.0.
   - Predict 'Approved' for `ParadoxCount` equal to or greater than 9.0 with compelling evidence.
   - Predict 'Require Further Review' for `ParadoxCount` between 8.0 and 9.0.

4. If `TimelineDeviation` is between 10 and 12:
   - Predict 'Denied' if `ParadoxCount` is less than 6.5.
   - Predict 'Approved' if `ParadoxCount` is greater than 8.0 with justified documentation.
   - Require review for `ParadoxCount` between 6.5 and 8.0.

5. If `TimelineDeviation` is between 8 and 10:
   - Predict 'Denied' if `ParadoxCount` is less than 5.0.
   - Predict 'Approved' only if `ParadoxCount` is above 7.5 with clear evidence.
   - Require review for `ParadoxCount` values between 5.0 and 7.5, ensuring strong justification.

6. If `TimelineDeviation` is 8 or below:
   - Predict 'Denied' if `ParadoxCount` is below 4.0.
   - Predict 'Approved' only if `ParadoxCount` is above 5.5 with compelling evidence documented.
   - Require review for `ParadoxCount` values between 4.0 and 5.5.

7. If `TimelineDeviation` is above 12.0 and `ParadoxCount` is greater than 5.5 but less than 8.0, predict 'Require Further Review'.  

8. For cases where `TimelineDeviation` is exactly 12.0 and `ParadoxCount` between 8.0 and 9.0, predict 'Require Further Review'.
9. For any instance of `ParadoxCount` below or equal to 6.5 and `TimelineDeviation` above 12.0, predict 'Denied' unless compelling evidence is documented.
10. For all other cases not specifically outlined, predict 'Denied' while requiring substantial rationale and strict documentation for any potential approvals.

• Inferences: 200
• Created: 2025-04-24 12:09:53+00:00
• First inference: 2025-04-24 12:09:57+00:00
• Last inference: 2025-04-24 12:18:54+00:00
• Completed: yes
• Train accuracy: 0.3625 (KT 0.440)
• Validation accuracy: 0.45 (KT 0.347)
• Test accuracy: 0.55 (KT 0.260)