Round 255

Round UUID: 31a2abd2-5e22-4f4d-b0c3-48db7094fa46

Prompt:

Classify an entity as Effective using the following scoring method:

1. Calculate a Composite Score: 
   Composite Score = (FizzIntensity / 50) * 0.6 + (ColourShift / 15) * 0.4

2. Classification Rules:
   - If Composite Score >= 0.9, classify as Effective
   - If Composite Score < 0.7, classify as Ineffective
   - If Composite Score is between 0.7 and 0.9, require additional review

Reasoning steps:
- Introduces a weighted calculation that balances FizzIntensity and ColourShift
- Allows compensation between variables (e.g., very high ColourShift can offset lower FizzIntensity)
- Uses normalized scaling to create a more flexible classification method
- Provides a 'gray zone' for borderline cases that may need further investigation

• Inferences: 200
• Created: 2025-04-21 16:02:01+00:00
• First inference: 2025-04-21 16:02:10+00:00
• Last inference: 2025-04-21 16:16:05+00:00
• Completed: yes
• Train accuracy: 0.575 (KT 0.241)
• Validation accuracy: 0.6 (KT 0.222)
• Test accuracy: 0.5 (KT 0.301)