Round 188

Round UUID: 6638da3f-5bda-4296-b2fd-ea9d2015c3d8

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
	  * Enhanced handling for low ParadoxCount scenarios:
	    - If ParadoxCount 1-3: Minimal DENIAL point addition (0.25-0.5)
	    - If ParadoxCount < 1: Add carefully interpolated 0.5-0.75 point to DENIAL score
	- If 7 < TimelineDeviation ≤ 8: 
	  * Add 1 point to APPROVAL score
	  * Special Negative ParadoxCount Handling:
	    - If ParadoxCount < 0: 
	      * Reduce standard DENIAL penalty by 0.5-1 point
	      * Allow partial APPROVAL preservation
	    - If 1 ≤ ParadoxCount ≤ 3: Add 0.5-0.75 point to DENIAL score
	    - If ParadoxCount < 1: Add 0.75-1 point to DENIAL score with more nuanced interpolation
	- 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 1.25-1.75 points to DENIAL score
	  * More balanced assessment with TimelineDeviation context
	
	Negative ParadoxCount Special Handling:
	- If ParadoxCount < 0:
	  * If absolute(ParadoxCount) ≤ 1: 
	    - Add 2.5-3 points to DENIAL score
	    - Preserve APPROVAL potential if TimelineDeviation > 7
	  * If absolute(ParadoxCount) > 1 AND ≤ 2: 
	    - Add 3-3.5 points to DENIAL score
	    - Moderate reduction of APPROVAL potential
	  * If absolute(ParadoxCount) > 2:
	    - Add 3.5-4 points to DENIAL score
	    - Strongly reduce APPROVAL potential
	
	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 extreme negative or low metric combinations
	- Use progressive scoring to reduce decision cliff effects
	- Default to DENIAL in truly ambiguous scenarios

• Inferences: 200
• Created: 2025-04-20 18:35:36+00:00
• First inference: 2025-08-02 09:09:03.149796+00:00
• Last inference: 2025-08-02 09:17:20.976153+00:00
• Completed: yes
• Train accuracy: 0.7875 (KT 0.105)
• Validation accuracy: 0.7 (KT 0.156)
• Test accuracy: 0.7 (KT 0.156)