Round 424

Round UUID: 04be81df-86d8-482d-b3e9-de3dca210358

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 < 12.0, classify as Effective.
3. If FizzIntensity is between 45.0 and 50.0 (exclusive) and ColourShift >= 12.0, classify as Ineffective.
4. If FizzIntensity is between 45.0 and 48.0 (exclusive) and ColourShift <= 14.0, classify as Effective.
5. If FizzIntensity is between 43.0 and 46.0 (inclusive) and ColourShift < 14.0, classify as Effective.
6. If FizzIntensity is between 43.0 and 44.9 (exclusive) and ColourShift > 18.0, 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 unless ColourShift > 20.0, then classify as Ineffective.
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 25.0 and 30.0 (inclusive) and ColourShift <= 12.0, classify as Effective to address previous false negatives.
12. If FizzIntensity is between 20.0 and 24.9 (inclusive) and ColourShift <= 15.0, classify as Effective.
13. If FizzIntensity < 25.0 or ColourShift > 20.0, classify as Ineffective.
14. If FizzIntensity < 20.0, classify as Ineffective.
15. If ColourShift > 20.0, classify as Ineffective regardless of FizzIntensity.
16. If FizzIntensity is between 41.0 and 44.9 (inclusive) and ColourShift > 16.0, classify as Ineffective to minimize false positives.
17. If FizzIntensity is between 43.0 and 45.0 (inclusive) and ColourShift <= 16.0, classify as Effective to reduce false negatives.
18. If FizzIntensity is between 38.0 and 42.0 (inclusive) and ColourShift > 14.0, classify as Ineffective to correct misclassifications.
19. If FizzIntensity is between 35.0 and 39.0 (inclusive) and ColourShift <= 12.0, classify as Effective; otherwise, classify as Ineffective to enhance clarity in classification.
20. Introduce: If FizzIntensity is between 25.0 and 37.0 (inclusive) and ColourShift > 15.0, classify as Ineffective to reduce identified false negatives from previous rounds.
21. New Rule: If FizzIntensity is between 21.0 and 25.0 (inclusive) and ColourShift <= 10.0, classify as Effective to address missed prior effective classifications.

• Inferences: 200
• Created: 2025-04-24 14:10:29+00:00
• First inference: 2025-04-24 14:10:35+00:00
• Last inference: 2025-04-24 14:18:03+00:00
• Completed: yes
• Train accuracy: 0.575 (KT 0.241)
• Validation accuracy: 0.45 (KT 0.347)
• Test accuracy: 0.75 (KT 0.126)