Round 361

Round UUID: fc6e2973-3f12-4103-8e76-8df95a612965

Prompt:

Evaluate the entity outcomes based on the following refined and precise rules:  
  
1. If FizzIntensity > 50.0, classify as Effective regardless of ColourShift.  
2. If FizzIntensity is between 45.0 and 50.0 (exclusive) and ColourShift <= 12.0, classify as Effective.  
3. If FizzIntensity is between 40.0 and 45.0 (exclusive) and ColourShift <= 15.0, classify as Effective.  
4. If FizzIntensity is between 35.0 and 40.0 (inclusive) and ColourShift <= 12.0, classify as Effective to reduce false negatives.  
5. If FizzIntensity is between 30.0 and 34.9 (inclusive) and ColourShift <= 10.0, classify as Effective to capture potential effective outputs that may be wrongly classified.  
6. If FizzIntensity < 30.0 or ColourShift > 20.0, classify as Ineffective.  
7. If FizzIntensity is between 25.0 and 30.0 (inclusive) and ColourShift is between 15.0 and 20.0, classify as Ineffective to reinforce stricter thresholds in this uncertain area.  
8. Explicitly classify as Ineffective if FizzIntensity is between 20.0 and 24.9 (inclusive) regardless of ColourShift to ensure correct assessments in this range.  
9. If FizzIntensity is below 20.0, classify as Ineffective regardless of ColourShift.

• Inferences: 200
• Created: 2025-04-24 03:22:21+00:00
• First inference: 2025-04-24 03:22:26+00:00
• Last inference: 2025-04-24 03:33:54+00:00
• Completed: yes
• Train accuracy: 0.63125 (KT 0.200)
• Validation accuracy: 0.65 (KT 0.188)
• Test accuracy: 0.8 (KT 0.098)