Round 364

Round UUID: e2706805-95ed-4ea2-8aa5-f9a5b633eefc

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 <= 10.0, classify as Effective, to set a higher threshold for this range.
3. If FizzIntensity is between 40.0 and 45.0 (exclusive) and ColourShift <= 12.0, classify as Effective.
4. If FizzIntensity is between 40.0 and 50.0 (exclusive) and ColourShift > 15.0, classify as Ineffective to prevent false positives in this category.
5. If FizzIntensity is between 35.0 and 40.0 (inclusive) and ColourShift <= 8.0, classify as Effective. 
6. If FizzIntensity is between 30.0 and 34.9 (inclusive) and ColourShift <= 5.0, classify as Effective, capturing more effective outputs accurately.
7. If FizzIntensity is between 30.0 and 34.9 (inclusive) and ColourShift > 10.0, classify as Ineffective to set a stricter threshold.
8. If FizzIntensity < 30.0 or ColourShift > 20.0, classify as Ineffective.
9. If FizzIntensity is between 25.0 and 30.0 (inclusive) and ColourShift is between 12.0 and 20.0, classify as Ineffective to reinforce stricter thresholds in this uncertain area.
10. If FizzIntensity is between 20.0 and 24.9 (inclusive), explicitly classify as Ineffective regardless of ColourShift to ensure correct assessments in this range.
11. If FizzIntensity is below 20.0, classify as Ineffective regardless of ColourShift.

• Inferences: 200
• Created: 2025-04-24 03:55:26+00:00
• First inference: 2025-04-24 03:55:30+00:00
• Last inference: 2025-04-24 04:05:45+00:00
• Completed: yes
• Train accuracy: 0.63125 (KT 0.200)
• Validation accuracy: 0.6 (KT 0.222)
• Test accuracy: 0.8 (KT 0.098)