Round 367

Round UUID: 866c2db2-a43b-45a2-a686-7181745d4367

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 <= 10.0, classify as Effective, addressing previously misclassified instances.
4. If FizzIntensity is between 40.0 and 42.0 (exclusive) and ColourShift <= 11.0, classify as Effective to ensure no false negatives.
5. If FizzIntensity is between 38.0 and 40.0 (exclusive) and ColourShift <= 9.0, classify as Effective, tightening conditions to prevent misclassifications.
6. If FizzIntensity is between 35.0 and 38.0 (inclusive) and ColourShift <= 8.0, classify as Effective, reinforcing stricter conditions for this range.
7. If FizzIntensity is between 30.0 and 34.9 (inclusive) and ColourShift <= 4.0, classify as Effective, ensuring accurate outputs in this range.
8. If FizzIntensity is between 30.0 and 34.9 (inclusive) and ColourShift > 10.0, classify as Ineffective, maintaining a stricter threshold.
9. If FizzIntensity < 30.0 or ColourShift > 18.0, classify as Ineffective.
10. If FizzIntensity is between 25.0 and 30.0 (inclusive) and ColourShift is between 10.0 and 18.0, classify as Ineffective to consistently reinforce definitions.
11. If FizzIntensity is between 20.0 and 24.9 (inclusive), explicitly classify as Ineffective regardless of ColourShift.
12. If FizzIntensity is below 20.0, classify as Ineffective regardless of ColourShift.

• Inferences: 200
• Created: 2025-04-24 04:27:20+00:00
• First inference: 2025-04-24 04:27:25+00:00
• Last inference: 2025-04-24 04:37:31+00:00
• Completed: yes
• Train accuracy: 0.6625 (KT 0.179)
• Validation accuracy: 0.7 (KT 0.156)
• Test accuracy: 0.65 (KT 0.188)