Round 38

Round UUID: 18eb2231-63f1-435c-98dc-dc16c6529812

Prompt:

To make predictions about whether an entity should be approved or denied, please adhere to the following precise and explicit rules based on the given features:

1. If `TimelineDeviation` is greater than 16:
   - Predict 'Denied' if `ParadoxCount` is less than 6.0.
   - Predict 'Denied' if `ParadoxCount` is between 5.0 and 6.0 unless supporting evidence suggests otherwise.
   - Predict 'Approved' only if `ParadoxCount` is strictly greater than 6.0 and evidence is compelling.

2. If `TimelineDeviation` is between 14 and 16:
   - Predict 'Denied' if `ParadoxCount` is less than 5.5.
   - Predict 'Approved' if `ParadoxCount` is greater than or equal to 6.0 based on evidence.
   - If `ParadoxCount` is between 5.5 and 6.0, predict 'Require Further Review'.

3. If `TimelineDeviation` is between 12 and 14:
   - Predict 'Denied' if `ParadoxCount` is less than 5.5.
   - Predict 'Approved' if `ParadoxCount` is strictly greater than 6.0 based on strong evidence.
   - If `ParadoxCount` is between 5.5 and 6.0, predict 'Require Further Review'.
   - Say explicitly 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 5.5.
   - Predict 'Approved' if `ParadoxCount` is strictly greater than 6.0 based on compelling evidence.
   - Require review if `ParadoxCount` is exactly 5.5 and is 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 5.0 while being cautious. 
   - Require review if `ParadoxCount` is between 4.0 and 5.0.

6. If `TimelineDeviation` is 8 or less:
   - Predict 'Denied' if `ParadoxCount` is less than or equal to 4.0.
   - Predict 'Approved' only if `ParadoxCount` is exactly 4.0 when `TimelineDeviation` is 8 or less, needing clear justification.
   - Require review if `ParadoxCount` is between 4.0 and 5.0, stressing careful evidence consideration.

7. Implement a condition where if `TimelineDeviation` is between 11 and 12 and `ParadoxCount` is less than 6 but strictly greater than 5.5, always require further review for decision-making.

8. Any cases where `TimelineDeviation` is greater than 12 and `ParadoxCount` is less than 6 should always predict 'Denied'.

9. For cases that do not meet the above criteria, predict 'Denied' requiring justification and specific evidence needed for approval timeframe. This includes a call for clarity in weak evidence scenarios.

• Inferences: 200
• Created: 2025-04-24 17:00:35+00:00
• First inference: 2025-04-24 17:00:41+00:00
• Last inference: 2025-04-24 17:10:26+00:00
• Completed: yes
• Train accuracy: 0.54375 (KT 0.265)
• Validation accuracy: 0.55 (KT 0.260)
• Test accuracy: 0.65 (KT 0.188)