Round 14

Round UUID: b7d22ac0-7242-4174-9dc3-a4fbfadbd0ca

Prompt:

Classification Decision Rules:

Metric 1: TimelineDeviation Scoring
- If TimelineDeviation > 15: Add 3 points to APPROVAL score
- If 12 < TimelineDeviation ≤ 15: 
  * Add 2.5 points to APPROVAL score
  * Preserve APPROVAL potential even with lower ParadoxCount
- If 10 < TimelineDeviation ≤ 12: 
  * Add 2 points to APPROVAL score
  * Compensatory mechanism for ParadoxCount between 2-4
- If 8 < TimelineDeviation ≤ 10: 
  * Add 1.5 points to APPROVAL score
  * Critical handling for low ParadoxCount scenarios:
    - If ParadoxCount 1-3: Minimal DENIAL point addition (0.25-0.5)
    - If ParadoxCount < 1: Add 0.75-1 point to DENIAL score
- If 7 < TimelineDeviation ≤ 8: 
  * Add 1 point to APPROVAL score
  * Enhanced compensatory rules for ParadoxCount:
    - If ParadoxCount > 3: Preserve APPROVAL potential
    - If 1 ≤ ParadoxCount ≤ 3: Add 0.5-0.75 point to DENIAL score
    - If ParadoxCount < 1: Add 1-1.25 points to DENIAL score
- If 5 ≤ TimelineDeviation < 7: 
  * Interpolate 1-1.5 points to DENIAL score
  * Progressive penalty based on ParadoxCount
- If TimelineDeviation < 5: Add 2-2.5 points to DENIAL score

Metric 2: ParadoxCount Scoring
- If ParadoxCount > 6: Add 3 points to APPROVAL score
- If 4 < ParadoxCount ≤ 6: 
  * Add 2.5 points to APPROVAL score
  * Minimal reduction if TimelineDeviation is strong (> 10)
- If 3 < ParadoxCount ≤ 4: 
  * Add 2 points to APPROVAL score
  * Careful interpolation for lower TimelineDeviation
- If 2 < ParadoxCount ≤ 3: 
  * Add 1.5 points to APPROVAL score
  * Introduce compensatory mechanism for TimelineDeviation > 9
- If 1 < ParadoxCount ≤ 2: 
  * Add 0.75-1 point to DENIAL score
  * Preserve partial APPROVAL potential
- If 0 < ParadoxCount ≤ 1: 
  * Add 1.5-2 points to DENIAL score
  * More aggressive if TimelineDeviation is low

Negative ParadoxCount Special Handling:
- If ParadoxCount < 0:
  * If absolute(ParadoxCount) ≤ 1: 
    - Add 3-3.5 points to DENIAL score
    - Completely block APPROVAL potential if TimelineDeviation < 8
  * If absolute(ParadoxCount) > 1 AND ≤ 2: 
    - Add 3.5-4 points to DENIAL score
    - Strongly reduce APPROVAL potential
    - Additional 1-1.5 point DENIAL penalty if TimelineDeviation < 10
  * If absolute(ParadoxCount) > 2:
    - Add 4-4.5 points to DENIAL score
    - Nullify APPROVAL potential
    - Progressive penalty scaling with absolute value

Critical Interaction Mechanisms:
- Metric Balance Coefficient:
  * Calculate ratio between TimelineDeviation and ParadoxCount
  * If ratio indicates high imbalance (one metric > 3x the other):
    - Add 0.5-1 point penalty to lower-value score
    - More nuanced reduction for borderline cases

Final Classification:
- If APPROVAL score ≥ 4: Classify as APPROVED
- If DENIAL score ≥ 4: Classify as DENIED
- Borderline Zone (APPROVAL/DENIAL score 3.5-4):
  * Weighted interpolation with balanced consideration
  * Slightly favor DENIAL in ambiguous scenarios
- If scores are exactly tied or within 0.5 points: Require additional review

Tiebreaker Criteria:
- Prioritize balanced metric interactions
- Strongly penalize negative or extremely low metric combinations
- Use progressive scoring to reduce decision cliff effects
- Default to DENIAL in truly ambiguous scenarios

• Inferences: 200
• Created: 2025-04-21 04:22:06+00:00
• First inference: 2025-04-21 04:22:12+00:00
• Last inference: 2025-04-21 04:35:04+00:00
• Completed: yes
• Train accuracy: 0.81875 (KT 0.088)
• Validation accuracy: 0.9 (KT 0.047)
• Test accuracy: 0.75 (KT 0.126)