Round 377

Round UUID: 7c92c754-5eb9-43e0-8f4f-2d6d4fd5fda9

Prompt:

Evaluate the entity outcomes based on the following clear and precise rules:

1. If FizzIntensity > 50.0, classify as Effective regardless of ColourShift.
2. If FizzIntensity is between 46.0 and 50.0 (exclusive) and ColourShift <= 9.0, classify as Effective.
3. If FizzIntensity is between 45.0 and 46.0 (exclusive) and ColourShift <= 9.0, classify as Effective to reduce false negatives.
4. If FizzIntensity is between 45.0 and 50.0 (exclusive) and ColourShift > 10.0, classify as Ineffective to maintain stricter classifications.
5. If FizzIntensity is between 42.0 and 45.0 (exclusive) and ColourShift <= 10.0, classify as Effective to ensure coverage for borderline cases.
6. If FizzIntensity is between 42.0 and 45.0 (exclusive) and ColourShift > 12.0, classify as Ineffective to minimize false positives based on ColourShift.
7. If FizzIntensity is between 40.0 and 42.0 (exclusive) and ColourShift <= 10.0, classify as Effective.
8. If FizzIntensity is between 40.0 and 42.0 (exclusive) and ColourShift > 10.0, classify as Ineffective.
9. If FizzIntensity is between 38.0 and 40.0 (exclusive) and ColourShift <= 10.0, classify as Effective.
10. If FizzIntensity is between 35.0 and 38.0 (inclusive) and ColourShift <= 8.0, classify as Effective.
11. If FizzIntensity is between 32.0 and 35.0 (inclusive) and ColourShift <= 11.0, classify as Effective.
12. If FizzIntensity is between 30.0 and 34.9 (inclusive) and ColourShift <= 4.0, classify as Effective.
13. If FizzIntensity is between 30.0 and 34.9 (inclusive) and ColourShift > 10.0, classify as Ineffective.
14. If FizzIntensity is between 25.0 and 30.0 (inclusive) and ColourShift <= 14.0, classify as Effective.
15. If FizzIntensity is < 25.0 or ColourShift > 18.0, classify as Ineffective.
16. If FizzIntensity is between 20.0 and 24.9 (inclusive), explicitly classify as Ineffective regardless of ColourShift.
17. If FizzIntensity is below 20.0, classify as Ineffective regardless of ColourShift.
18. Additionally, if FizzIntensity is between 42.0 and 46.0 (exclusive) and ColourShift > 22.0, classify as Ineffective to further minimize false positives from high ColourShift.

• Inferences: 200
• Created: 2025-04-24 06:10:49+00:00
• First inference: 2025-04-24 06:10:54+00:00
• Last inference: 2025-04-24 06:21:19+00:00
• Completed: yes
• Train accuracy: 0.5875 (KT 0.231)
• Validation accuracy: 0.55 (KT 0.260)
• Test accuracy: 0.65 (KT 0.188)