Round 455

Round UUID: 083eb8c6-3fba-4286-9f80-fbb4886e1116

Prompt:

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

1. If FizzIntensity > 60.0, classify as Effective without exception.
2. If FizzIntensity is between 55.0 and 60.0 (exclusive) and ColourShift < 15.0, classify as Effective.
3. If FizzIntensity is between 51.0 and 55.0 (inclusive) and ColourShift < 12.0, classify as Effective but classify these cases as borderline for review.
4. If FizzIntensity is between 46.0 and 51.0 (exclusive) and ColourShift < 12.0, classify as Effective to ensure lower false negatives.
5. If FizzIntensity is between 42.0 and 46.0 (inclusive) and ColourShift < 12.0, classify as Effective but monitor closely due to potential uncertainty.
6. If FizzIntensity is between 40.0 and 42.0 (exclusive) and ColourShift < 11.0, classify as Ineffective.
7. 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.
8. If FizzIntensity is below 30.0, classify as Ineffective immediately.
9. If ColourShift > 20.0 and FizzIntensity <= 42.0, classify as Ineffective.
10. If FizzIntensity is between 30.0 and 35.0 (inclusive) and ColourShift < 10.0, classify as Ineffective to prevent overclassification.
11. If FizzIntensity is between 35.0 and 42.0 (inclusive) and ColourShift is between 10.0 and 15.0, classify as Effective but flag for possible misclassifications, giving more weight to cases with lower ColourShift values.
12. If ColourShift is between 15.0 and 20.0 and FizzIntensity < 40.0, classify as Ineffective to minimize false positives.