Round 420

Round UUID: 0e5c4d70-c406-4642-b043-6cf71b3ba2c2

Prompt:

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

1. If FizzIntensity > 50.0, classify as Effective regardless of ColourShift.
2. If FizzIntensity is between 48.0 and 50.0 (exclusive) and ColourShift < 10.0, classify as Effective.
3. If FizzIntensity is between 46.0 and 48.0 (exclusive) and ColourShift <= 12.0, classify as Effective.  
4. If FizzIntensity is between 45.0 and 50.0 (exclusive) and ColourShift >= 12.0, classify as Ineffective.
5. If FizzIntensity is between 43.0 and 46.0 (inclusive) and ColourShift < 14.0, classify as Effective to reduce false negatives in this range.
6. If FizzIntensity is between 42.0 and 44.9 (exclusive) and ColourShift > 14.0, classify as Ineffective.
7. If FizzIntensity is between 40.0 and 42.9 (exclusive) and ColourShift <= 11.0, classify as Effective; otherwise, classify as Ineffective.
8. If FizzIntensity is between 39.0 and 41.0 (inclusive) and ColourShift > 14.0, classify as Ineffective.
9. If FizzIntensity is between 34.0 and 39.0 (inclusive) and ColourShift <= 16.0, classify as Effective, except if ColourShift > 20.0.
10. If FizzIntensity is between 30.0 and 34.9 (inclusive) and ColourShift <= 10.0, classify as Effective; otherwise, classify as Ineffective.
11. If FizzIntensity is between 20.0 and 24.9 (inclusive) and ColourShift <= 15.0, classify as Effective.
12. If FizzIntensity < 25.0 or ColourShift > 20.0, classify as Ineffective.
13. If FizzIntensity < 20.0, classify as Ineffective.
14. Introduce: If FizzIntensity is between 41.0 and 44.9 (inclusive) and ColourShift > 18.0, classify as Ineffective to minimize false positives.
15. Revisit thresholds for FizzIntensity and ColourShift in the ranges that caused confusion, ensuring rules create narrower classifications for Effective.
16. If FizzIntensity is between 43.0 and 46.0 (inclusive) and ColourShift <= 16.0, classify as Effective to mitigate previous false negatives in this range.
17. If FizzIntensity is between 32.0 and 39.0 (exclusive) and ColourShift > 12.0, classify as Ineffective to correct misclassifications observed.

• Inferences: 200
• Created: 2025-04-24 13:31:09+00:00
• First inference: 2025-04-24 13:31:13+00:00
• Last inference: 2025-04-24 13:41:40+00:00
• Completed: yes
• Train accuracy: 0.58125 (KT 0.236)
• Validation accuracy: 0.55 (KT 0.260)
• Test accuracy: 0.85 (KT 0.071)