Round 347

Round UUID: 04d4d0f7-8081-4bae-a0f5-540dda9f88d5

Prompt:

To make predictions about whether an entity should be approved or denied, please follow these revised and explicit rules based on the provided features:

1. If `TimelineDeviation` is greater than 16:
   - Predict 'Denied' if `ParadoxCount` is less than or equal to 5.0.
   - Predict 'Approved' if `ParadoxCount` is strictly greater than 7.0 with substantial supporting evidence.
   - Predict 'Require Further Review' if `ParadoxCount` is between 5.0 and 7.0.

2. If `TimelineDeviation` is between 14 and 16:
   - Predict 'Denied' if `ParadoxCount` is less than 5.5.
   - Predict 'Approved' if `ParadoxCount` is strictly greater than 6.5 based on compelling evidence.
   - If `ParadoxCount` is between 5.5 and 6.5, predict 'Require Further Review'.

3. If `TimelineDeviation` is between 12 and 14:
   - Predict 'Denied' if `ParadoxCount` is less than 5.0.
   - Predict 'Approved' if `ParadoxCount` is strictly greater than 6.5 based on strong evidence.
   - If `ParadoxCount` is between 5.0 and 6.5, predict 'Require Further Review'. 
   - Explicitly state that if `TimelineDeviation` is exactly 12.5 and `ParadoxCount` is exactly 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 6.5 with supporting evidence.
   - Require review if `ParadoxCount` is exactly 5.5 and is deemed borderline.

5. If `TimelineDeviation` is between 8 and 10:
   - Predict 'Denied' if `ParadoxCount` is less than 4.0.
   - Predict 'Approved' only if `ParadoxCount` is above 5.5 based on thoughtful consideration. 
   - Require review if `ParadoxCount` is between 4.0 and 5.5.

6. If `TimelineDeviation` is less than or equal to 8:
   - Predict 'Denied' if `ParadoxCount` is below 4.0.
   - Predict 'Approved' only if `ParadoxCount` is exactly 4.0 with clear justification.
   - Require review if `ParadoxCount` is between 4.0 and 5.0, emphasizing careful evaluation of evidence.

7. Always require further review when `TimelineDeviation` is between 11 and 12 and `ParadoxCount` is between 5.0 and 6.5, stressing the necessity of supportive evidence.

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

9. For cases that do not meet the above criteria, predict 'Denied' while requiring a detailed justification and specific evidence necessary for approval, particularly in unclear situations.

• Inferences: 200
• Created: 2025-04-24 07:10:42+00:00
• First inference: 2025-04-24 07:10:46+00:00
• Last inference: 2025-04-24 07:20:24+00:00
• Completed: yes
• Train accuracy: 0.5375 (KT 0.270)
• Validation accuracy: 0.55 (KT 0.260)
• Test accuracy: 0.5 (KT 0.301)