Round UUID: 661aa7e7-fc3c-474d-8115-b7af8d55d775
Prompt:
Classification Rules: Scoring Mechanism: 1. TimelineDeviation Score (Detailed Scaling): - 0-6: 0 points - 6-8: 1-2 points (linear scaling) - 8-10: 2-4 points (quadratic scaling) - 10-12: 4-6 points (enhanced quadratic scaling) - 12-14: 6-8 points (with progressive bonus) - 14+: 8-10 points (with significant progressive bonus) 2. ParadoxCount Score (Nuanced Evaluation): - Negative Values: Automatic -2 points - 0-2: 0 points - 2-4: 1-3 points (proportional increase with penalty for lower values) - 4-6: 3-6 points (accelerated increase) - 6-7: 6-8 points - 7+: 8-10 points (with maximum penalty consideration) 3. Interaction and Complexity Multiplier: - If both TimelineDeviation and ParadoxCount are above median: 1.3x multiplier - If one metric is high (>75th percentile) and other is moderate: 1.1x multiplier - If metrics show significant disparity: 0.7x multiplier - Extreme outliers trigger manual review modifier 4. Total Score Calculation: - Total = (TimelineDeviation Score + ParadoxCount Score) * Interaction Multiplier - Apply non-linear transformation to capture complex relationships Approval Criteria: - Total Score ≥ 13: Approve - Total Score 10-12: Require Careful Investigation - Total Score < 10: Deny Critical Considerations: - Entities with TimelineDeviation > 14 receive enhanced scrutiny - Significant weight on balanced metrics, not just individual thresholds - Progressive scoring to capture nuanced cases - Explicit handling of edge cases and metric interactions Rationale: - Introduces more sophisticated, non-linear scoring - Reduces impact of rigid thresholds - Provides comprehensive evaluation of complex entity characteristics - Minimizes false positives and false negatives through detailed assessment