Round 457

Round UUID: 3dd47cc2-d284-429b-b445-1a5fc0b9174d

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 label 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 reduce false negatives, but review uncertain cases.
5. If FizzIntensity is between 42.0 and 46.0 (inclusive) and ColourShift < 10.0, classify as Effective; otherwise, classify as Ineffective.
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 < 13.0, classify as Effective unless ColourShift >= 15.0; 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 40.0 (inclusive) and ColourShift is between 10.0 and 13.0, classify as Effective, with additional monitoring for misclassifications towards lower ColourShift values.
12. If ColourShift is between 15.0 and 20.0 and FizzIntensity < 40.0, classify as Ineffective to minimize false positives.

• Inferences: 200
• Created: 2025-04-24 22:50:22+00:00
• First inference: 2025-04-24 22:50:25+00:00
• Last inference: 2025-04-24 23:00:01+00:00
• Completed: yes
• Train accuracy: 0.5625 (KT 0.250)
• Validation accuracy: 0.4 (KT 0.397)
• Test accuracy: 0.75 (KT 0.126)