Round 378

Round UUID: f1461652-17a1-469c-b0b6-7cc6f818e04b

Prompt:

To improve the accuracy of predictions for approving or denying an entity based on their characteristics, please follow these explicit 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 **robust supporting evidence**.
   - Predict 'Require Further Review' if `ParadoxCount` is between **10.0 and 12.0** requiring strong documentation.

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 comprehensive documentation**.
   - Predict 'Require Further Review' for `ParadoxCount` **below 10.0**.

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 **strong 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 > **8.0** **with strong rationale**.
   - 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**.

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. For cases where `TimelineDeviation` is exactly **12.0 and `ParadoxCount` between 8.0 and 9.0**, predict 'Require Further Review'.  

8. For cases where `TimelineDeviation` is between **11.0 and 12.0** and `ParadoxCount` is between **6.5 and 7.5**, 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 provided**.

10. For all other cases not specifically outlined, predict 'Denied' with **substantial rationale** and **strict documentation required** for any potential approvals.

• Inferences: 200
• Created: 2025-04-24 12:19:10+00:00
• First inference: 2025-04-24 12:19:14+00:00
• Last inference: 2025-04-24 12:28:34+00:00
• Completed: yes
• Train accuracy: 0.375 (KT 0.425)
• Validation accuracy: 0.45 (KT 0.347)
• Test accuracy: 0.55 (KT 0.260)