Round 312

Round UUID: 15af2b06-f3cd-44d9-8e3d-3b9df1e7fcf8

Prompt:

To determine whether an entity is 'Effective' or 'Ineffective', use the following refined rules: 

1. If FizzIntensity > 40 and ColourShift > 12, predict 'Effective'.
2. If FizzIntensity > 40 and ColourShift <= 12, predict 'Ineffective'.
3. If FizzIntensity <= 40 and ColourShift > 18, predict 'Effective'.
4. Otherwise, predict 'Ineffective'.

These additional rules consider cases where high ColourShift or high FizzIntensity in isolation can still result in 'Effectiveness', allowing for greater flexibility and reducing errors while maintaining clear thresholds for decision-making.

• Inferences: 200
• Created: 2025-04-21 04:34:29+00:00
• First inference: 2025-04-21 04:34:33+00:00
• Last inference: 2025-04-21 04:42:46+00:00
• Completed: yes
• Train accuracy: 0.5625 (Krichevsky-Trofimov 0.250)
• Validation accuracy: 0.6 (Krichevsky-Trofimov 0.222)
• Test accuracy: 0.45 (Krichevsky-Trofimov 0.347)