Round 356

Round UUID: 15e9c819-bef0-4eea-9de8-c09d0283b426

Prompt:

Evaluate the entity outcomes based on the following refined rules:

1. If FizzIntensity > 50.0, classify as Effective regardless of ColourShift.
2. If FizzIntensity > 45.0 and ColourShift <= 15.0, classify as Effective.
3. If FizzIntensity > 40.0 and ColourShift <= 25.0, classify as Effective.
4. If FizzIntensity is between 35.0 and 45.0 (inclusive) and ColourShift <= 20.0, classify as Effective.
5. If FizzIntensity is between 25.0 and 34.9 (inclusive) and ColourShift <= 20.0, classify as Effective.
6. If FizzIntensity < 30.0 or ColourShift > 24.0, classify as Ineffective.
7. If FizzIntensity is between 30.0 and 35.0 (inclusive) and ColourShift is between 20.0 and 24.0, classify as Ineffective.
8. Explicitly classify as Effective if FizzIntensity is between 25.0 and 29.9 and ColourShift <= 20.0, to capture marginal cases that were previously misclassified.

• Inferences: 200
• Created: 2025-04-21 07:59:39+00:00
• First inference: 2025-04-21 07:59:43+00:00
• Last inference: 2025-04-21 08:08:57+00:00
• Completed: yes
• Train accuracy: 0.575 (KT 0.241)
• Validation accuracy: 0.65 (KT 0.188)
• Test accuracy: 0.7 (KT 0.156)