Round 71

Round UUID: 44773566-fc95-4b50-a687-8b288307facb

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 **conclusive evidence**.
   - Predict 'Require Further Review' if `ParadoxCount` is between **10.0 and 12.0**, demanding substantial documentation.

2. If `TimelineDeviation` is between 14 and 16:
   - Predict 'Denied' if `ParadoxCount` is less than **8.0**.
   - Predict 'Approved' if `ParadoxCount` is **10.0 or greater** **with strong justification**.
   - Predict 'Require Further Review' for `ParadoxCount` between **8.0 and 10.0** requiring detailed 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 **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 **6.0**.
   - Predict 'Approved' if `ParadoxCount` is **greater than 8.0** **with robust rationale**.
   - Require review for `ParadoxCount` between **6.0 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 7.0** with **clear supporting evidence**.
   - Require review for `ParadoxCount` values between **5.0 and 7.0**.

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 **convincing documentation**.
   - 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 **6.0 and 7.0**, predict 'Require Further Review'.

9. For any instance of `ParadoxCount` below or equal to **6.0** and `TimelineDeviation` above **12.0**, predict 'Denied' **unless conclusive evidence is provided**.

10. Always predict 'Denied' with **thorough rationale** and **strict documentation required** for any potential approvals that do not fall into established rules.

• Inferences: 200
• Created: 2025-04-24 22:28:52+00:00
• First inference: 2025-04-24 22:28:56+00:00
• Last inference: 2025-04-24 22:37:59+00:00
• Completed: yes
• Train accuracy: 0.3375 (KT 0.471)
• Validation accuracy: 0.5 (KT 0.301)
• Test accuracy: 0.5 (KT 0.301)