Round 358

Round UUID: bebb1e3c-94be-469a-afb5-1549e7ec9ece

Prompt:

Evaluate the entity outcomes based on the following refined rules:

1. If FizzIntensity > 50.0, classify as Effective regardless of ColourShift.
2. If FizzIntensity > 45.0 and ColourShift <= 15.0, classify as Effective.
3. If FizzIntensity > 40.0 and ColourShift <= 25.0, classify as Effective.
4. If FizzIntensity is between 35.0 and 45.0 (inclusive) and ColourShift <= 20.0, classify as Effective.
5. If FizzIntensity is between 30.0 and 34.9 (inclusive) and ColourShift <= 20.0, classify as Effective to capture more effective outputs that might be misclassified.
6. If FizzIntensity < 30.0 or ColourShift > 24.0, classify as Ineffective.
7. If FizzIntensity is between 30.0 and 35.0 (inclusive) and ColourShift is between 20.0 and 24.0, classify as Ineffective, reinforcing the need for stricter thresholds.
8. Explicitly classify as Ineffective if FizzIntensity is between 25.0 and 29.9 (inclusive) and ColourShift > 15.0 to address cases where lower thresholds were previously deemed Effective. 
9. Introduce a new rule: If FizzIntensity is between 20.0 and 25.0 (inclusive), classify as Ineffective regardless of ColourShift to correct for previously misclassified cases in this range.

• Inferences: 200
• Created: 2025-04-24 02:47:36+00:00
• First inference: 2025-04-24 02:47:40+00:00
• Last inference: 2025-04-24 02:57:36+00:00
• Completed: yes
• Train accuracy: 0.6 (KT 0.222)
• Validation accuracy: 0.65 (KT 0.188)
• Test accuracy: 0.7 (KT 0.156)