Round UUID: dd4191c0-36db-4273-a1ca-c3771072f12c
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 14: - Predict 'Denied' if `ParadoxCount` is less than 6.0. - Predict 'Approved' if `ParadoxCount` is greater than or equal to 6.0. - If `ParadoxCount` is between 5.5 and 6.0, predict 'Require Further Review' for potential reconsideration. 2. If `TimelineDeviation` is between 12 and 14: - Predict 'Denied' if `ParadoxCount` is less than 6.0. - Predict 'Approved' if `ParadoxCount` is strictly greater than 6.0. - If `ParadoxCount` is between 5.5 and 6.0, require further review especially if `TimelineDeviation` is greater than 12.5. 3. If `TimelineDeviation` is between 10 and 12: - Predict 'Denied' if `ParadoxCount` is less than 5.5. - Predict 'Approved' if `ParadoxCount` is greater than or equal to 5.5. - Include a review process for points near these cutoffs to better manage edge cases. 4. If `TimelineDeviation` is between 9 and 10: - Predict 'Denied' if `ParadoxCount` is less than 4.0. - Predict 'Approved' if `ParadoxCount` is greater than or equal to 4.0. - If `ParadoxCount` is exactly 4.0, verify if `TimelineDeviation` is also close to 9. 5. If `TimelineDeviation` is less than or equal to 9: - Predict 'Denied' if `ParadoxCount` is less than 4.0. - Predict 'Approved' only if `ParadoxCount` is exactly 4.0 and `TimelineDeviation` is exactly 9 or less. - Require further review if `ParadoxCount` is greater than 4.0 but less than 5.0. 6. If `TimelineDeviation` is exactly 11: - Predict 'Approved' only if `ParadoxCount` is strictly greater than 6.0. 7. If `TimelineDeviation` is exactly 8 or less, always predict 'Denied'. 8. For any combinations that do not strictly meet the criteria above or are ambiguous, predict 'Denied'. 9. Specifically, when `TimelineDeviation` is greater than 12 and `ParadoxCount` is less than 6.0, always predict 'Denied'. 10. When `TimelineDeviation` is between 10 and 12 and `ParadoxCount` is exactly 5.5, predict 'Approved' only if `TimelineDeviation` is closer to 12 than to 10; otherwise, predict 'Denied'. 11. When `TimelineDeviation` is exactly 12.5 and `ParadoxCount` is exactly 6, predict 'Approved'. If it is less than 6, predict 'Denied'. 12. Introduce a threshold rule that if `TimelineDeviation` is greater than 16, predict 'Denied' if `ParadoxCount` is less than 5.0. 13. For `TimelineDeviation` between 11 and 12 with `ParadoxCount` less than 5.5 but more than 5.0, require further review before denial.