Round 561

Round UUID: 15c44eac-6387-49d7-ab31-ce463cfa4f88

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 cases as borderline for review.
4. If FizzIntensity is between 46.0 and 51.0 (exclusive) and ColourShift < 12.0, classify as Effective while closely monitoring ColourShift changes.
5. If FizzIntensity is between 42.0 and 46.0 (inclusive) and ColourShift < 10.0, classify as Effective; otherwise, classify as Ineffective to ensure accuracy.
6. If FizzIntensity is between 40.0 and 42.0 (exclusive) and ColourShift < 10.0, classify as Ineffective.
7. If FizzIntensity is between 35.0 and 40.0 (exclusive), ColourShift < 12.0 and ColourShift < 15.0, classify as Effective; otherwise classify as Ineffective.
8. If FizzIntensity < 35.0, classify as Ineffective immediately.
9. If ColourShift > 15.0 and FizzIntensity <= 42.0, classify as Ineffective to prevent false positives.
10. If FizzIntensity is between 30.0 and 35.0 (inclusive) and ColourShift < 10.0, classify as Ineffective.
11. If FizzIntensity is between 35.0 and 40.0 (inclusive) and ColourShift between 10.0 and 15.0, classify as Effective but document these cases that require monitoring for future review.
12. If ColourShift is between 15.0 and 20.0 and FizzIntensity < 40.0, classify as Ineffective to minimize false positives.
13. If FizzIntensity is between 40.0 and 45.0 (inclusive) and ColourShift >= 12.0, classify as Ineffective. 
14. If FizzIntensity is between 45.0 and 50.0 (inclusive), ColourShift < 15.0, classify as Effective; unless ColourShift > 15.0 and instability is suggested, then classify as Ineffective.
15. If ColourShift between 12.0 and 15.0 and FizzIntensity < 45.0, classify as Ineffective to ensure accuracy. 
16. New Rule: If FizzIntensity < 50.0 and ColourShift >= 16.0, classify as Ineffective to reduce false positive predictions.

• Inferences: 200
• Created: 2025-08-02 09:00:37.627263+00:00
• First inference: 2025-08-02 09:00:55.617487+00:00
• Last inference: 2025-08-02 09:04:04.986253+00:00
• Completed: yes
• Train accuracy: 0.6625 (KT 0.179)
• Validation accuracy: 0.55 (KT 0.260)
• Test accuracy: 0.8 (KT 0.098)