Round UUID: aeb963a9-390a-4b97-bacd-66d992673260
Prompt:
To enhance the accuracy of approvals and denials based on entity characteristics, please follow these explicit and clear rules: 1. **If `TimelineDeviation` > 16**: - Predict 'Denied' if `ParadoxCount` < 9.0. - Predict 'Approved' if `ParadoxCount >= 11.0` with strong evidence; for `9.0 <= ParadoxCount < 11.0`, require 'Require Further Review' with detailed documentation. 2. **If `14 < TimelineDeviation <= 16`**: - Predict 'Denied' if `ParadoxCount` < 8.0. - Predict 'Approved' if `ParadoxCount >= 10.0` with strong justification; for `8.0 <= ParadoxCount < 10.0`, require comprehensive review. 3. **If `12 < TimelineDeviation <= 14`**: - Predict 'Denied' if `ParadoxCount` < 8.0. - Predict 'Approved' if `ParadoxCount >= 9.5` with strong evidence; for `8.0 <= ParadoxCount < 9.5`, require rigorous review with substantial documentation and rationale. 4. **If `10 < TimelineDeviation <= 12`**: - Predict 'Denied' if `ParadoxCount` < 6.5 (strictly enforced). - Predict 'Approved' if `ParadoxCount >= 9.0` with robust reasoning; for `6.5 <= ParadoxCount < 9.0`, require detailed review with comprehensive documentation. 5. **If `8 < TimelineDeviation <= 10`**: - Predict 'Denied' if `ParadoxCount` < 6.0. - Predict 'Approved' if `ParadoxCount >= 8.0` with strong justification; for `6.0 <= ParadoxCount < 8.0`, require detailed review and significant documentation. 6. **If `TimelineDeviation <= 8`**: - Predict 'Denied' if `ParadoxCount` < 4.5. - Predict 'Approved' if `ParadoxCount > 7.0` with thorough documentation. - For `4.5 <= ParadoxCount <= 7.0`, substantial evidence must validate the review. 7. **Always predict 'Denied'** if adequate documentation is lacking to substantiate an approval under these established rules. 8. **For cases where `TimelineDeviation` in `[12.0, 13.0)` and `ParadoxCount` in `[8.0, 9.0)`**, predict 'Require Further Review'. 9. **For instances of `11.0 <= TimelineDeviation < 12.0` with `ParadoxCount` in `[5.0, 6.5)`**, predict 'Require Further Review'. 10. All predictions must be supported by substantial justification; approvals must align strictly with the established criteria.