Round 454

Round UUID: 120c0fa5-a9ca-467b-8d8b-e603ada8b45b

Prompt:

Evaluate the outcomes based on the following strict, clear, and explicit rules:

1. If FizzIntensity > 60.0, classify as Effective regardless of ColourShift.
2. If FizzIntensity is between 55.0 and 60.0 (exclusive) and ColourShift < 15.0, classify as Effective.
3. If FizzIntensity is between 50.0 and 55.0 (inclusive) and ColourShift < 12.0, classify as Effective but label these cases for review due to potential borderline classification.
4. If FizzIntensity is between 45.0 and 50.0 (exclusive) and ColourShift < 11.0, classify as Effective to reduce false negatives.
5. If FizzIntensity is between 40.0 and 45.0 (inclusive) and ColourShift < 12.0, classify as Effective but monitor closely due to potential uncertainty.
6. If FizzIntensity is between 30.0 and 40.0 (exclusive) and ColourShift < 14.0, classify as Effective unless ColourShift >= 16.0; otherwise, classify as Ineffective.
7. If FizzIntensity is below 30.0, classify as Ineffective immediately.
8. If ColourShift > 20.0 and FizzIntensity <= 42.0, classify as Ineffective to reduce ambiguity.
9. If FizzIntensity is between 25.0 and 30.0 and ColourShift < 10.0, classify as Ineffective to prevent overclassification.
10. If FizzIntensity is between 35.0 and 45.0 (inclusive) and ColourShift is between 10.0 and 15.0, classify as Effective, with alert for possible misclassifications, but more weight is given to cases with lower ColourShift values.
11. If ColourShift is between 15.0 and 18.0 and FizzIntensity < 40.0, classify as Ineffective to minimize false positives.

• Inferences: 200
• Created: 2025-04-24 22:16:19+00:00
• First inference: 2025-04-24 22:16:26+00:00
• Last inference: 2025-04-24 22:28:18+00:00
• Completed: yes
• Train accuracy: 0.60625 (KT 0.218)
• Validation accuracy: 0.5 (KT 0.301)
• Test accuracy: 0.7 (KT 0.156)