Round 365

Round UUID: 4a2876b9-3c36-40ee-8a6f-a76a5ce9baa7

Prompt:

Evaluate the entity outcomes based on the following clear and precise rules:

1. If FizzIntensity > 50.0, classify as Effective regardless of ColourShift.
2. If FizzIntensity is between 45.0 and 50.0 (exclusive) and ColourShift <= 9.0, classify as Effective to prevent false positives.
3. If FizzIntensity is between 42.0 and 45.0 (exclusive) and ColourShift <= 11.0, classify as Effective. 
4. If FizzIntensity is between 40.0 and 42.0 (exclusive) and ColourShift <= 12.0, classify as Effective to ensure no false negatives.
5. If FizzIntensity is between 35.0 and 40.0 (inclusive) and ColourShift <= 7.0, classify as Effective to reinforce stricter conditions.
6. If FizzIntensity is between 30.0 and 34.9 (inclusive) and ColourShift <= 4.0, classify as Effective, capturing more accurate outputs.
7. If FizzIntensity is between 30.0 and 34.9 (inclusive) and ColourShift > 10.0, classify as Ineffective to set a stricter threshold.
8. If FizzIntensity < 30.0 or ColourShift > 18.0, classify as Ineffective.
9. If FizzIntensity is between 25.0 and 30.0 (inclusive) and ColourShift is between 12.0 and 18.0, classify as Ineffective to reinforce stricter definitions in this area.
10. If FizzIntensity is between 20.0 and 24.9 (inclusive), explicitly classify as Ineffective regardless of ColourShift.
11. If FizzIntensity is below 20.0, classify as Ineffective regardless of ColourShift.

• Inferences: 200
• Created: 2025-04-24 04:05:55+00:00
• First inference: 2025-04-24 04:05:59+00:00
• Last inference: 2025-04-24 04:15:34+00:00
• Completed: yes
• Train accuracy: 0.65625 (KT 0.183)
• Validation accuracy: 0.6 (KT 0.222)
• Test accuracy: 0.6 (KT 0.222)