Round UUID: f8281616-ef26-4ea6-bacf-8ae908ae53a8
Prompt:
Classification Rules:
Scoring Mechanism:
1. TimelineDeviation Score (Enhanced Precision):
- 0-6: 0 points
- 6-8: 1-2 points (gradual linear scaling)
- 8-10: 2-4 points (quadratic scaling with sensitivity)
- 10-12: 4-6 points (enhanced quadratic scaling)
- 12-14: 6-8 points (with progressive increment)
- 14+: 8-10 points (with significant progressive bonus)
- Special Penalty: If TimelineDeviation > 14 but ParadoxCount < 3, reduce score by 2 points
2. ParadoxCount Score (Refined Evaluation):
- Negative Values: Automatic -3 points (stricter penalty)
- 0-2: 0 points
- 2-4: 1-3 points (proportional with nuanced penalty)
- 4-6: 3-6 points (accelerated, non-linear increase)
- 6-7: 6-8 points
- 7+: 8-10 points (with comprehensive metric consideration)
3. Sophisticated Interaction and Complexity Multiplier:
- If both TimelineDeviation and ParadoxCount are balanced (within 20% of each other):
* Apply 1.4x multiplier to capture holistic complexity
- If metrics show significant disparity:
* Apply 0.6x 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 ≥ 14: Approve
- Total Score 11-13: Require Comprehensive Investigation
- Total Score < 11: Deny
Critical Considerations:
- Emphasize balanced metric evaluation over individual extremes
- Introduce more granular penalties and bonuses
- Create a more dynamic, responsive scoring system
- Minimize the impact of isolated high/low metrics
Rationale:
- Provides a more nuanced, adaptive classification approach
- Reduces false positives with low ParadoxCount
- Captures complex interactions between TimelineDeviation and ParadoxCount
- Implements intelligent, context-aware scoring mechanism