Round UUID: 7961c294-f943-44f9-92eb-63257e32ce3d
Prompt:
Classification Rules:
Scoring Mechanism:
1. TimelineDeviation Score (Enhanced Precision):
- 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)
- CRITICAL RULE: If TimelineDeviation > 12, automatically add 2 bonus points
2. ParadoxCount Score (Balanced Evaluation):
- Negative Values: Automatic -3 points
- 0-2: 0 points
- 2-4: 1-3 points (with gentler penalty for lower values)
- 4-6: 2-4 points (reduced penalty zone)
* Special Provision: If TimelineDeviation > 12, add 1 point in 4-6 range
- 6-7: 5-6 points
- 7+: 7-10 points (with comprehensive metric consideration)
3. Sophisticated Interaction and Complexity Multiplier:
- If TimelineDeviation > 12 and ParadoxCount is 3-6:
* Apply 1.3x multiplier to prevent unwarranted denial
- If both TimelineDeviation and ParadoxCount are balanced:
* Apply 1.2x multiplier to capture holistic complexity
- If metrics show significant disparity:
* Apply 0.7x multiplier as a caution mechanism
- Extreme outlier combinations trigger manual review modifier
4. Total Score Calculation:
- Total = (TimelineDeviation Score + ParadoxCount Score) * Interaction Multiplier
- Apply non-linear transformation to capture intricate relationships
- Implement logarithmic dampening for extreme values
Approval Criteria:
- Total Score ≥ 13: Approve
- Total Score 10-12: Require Comprehensive Investigation
- Total Score < 10: Deny
Critical Considerations:
- Emphasize balanced metric evaluation with special rescue provisions
- Reduce false negatives for high TimelineDeviation cases
- Create more dynamic, responsive scoring system
- Minimize impact of isolated low metrics
- Provide clear path for borderline cases
Rationale:
- Provides more adaptive classification approach
- Reduces false negatives by introducing metric interaction bonuses
- Captures complex relationships between TimelineDeviation and ParadoxCount
- Implements intelligent, context-aware scoring mechanism with rescue pathways