Round 257

Round UUID: d82bc972-1f0c-411f-9f09-16a678550d01

Prompt:

Classify an entity as Effective using the following comprehensive scoring method:

1. Calculate a Nuanced Composite Score: 
   Composite Score = (FizzIntensity / 50) * 0.6 + (ColourShift / 15) * 0.4

2. Advanced Classification Rules:
   - If FizzIntensity is below 30, automatically classify as Ineffective
   - If ColourShift is below 10, automatically classify as Ineffective
   - If Composite Score >= 0.8, classify as Effective
   - If Composite Score < 0.7, classify as Ineffective
   - If Composite Score is between 0.7 and 0.8, apply the following refined check:
     * If (FizzIntensity > 40 AND ColourShift > 15) OR 
       (FizzIntensity > 35 AND ColourShift > 20), 
       classify as Effective
     * Otherwise, classify as Ineffective

3. Special Consideration Zone:
   - For entities with FizzIntensity between 30-40 and ColourShift between 10-20:
     * Perform an additional weighted assessment that gives more lenience to these borderline cases
     * Use a sliding scale that considers the proximity to key thresholds

• Inferences: 200
• Created: 2025-04-21 16:27:32+00:00
• First inference: 2025-04-21 16:27:40+00:00
• Last inference: 2025-04-21 16:38:06+00:00
• Completed: yes
• Train accuracy: 0.64375 (Krichevsky-Trofimov 0.192)
• Validation accuracy: 0.65 (Krichevsky-Trofimov 0.188)
• Test accuracy: 0.55 (Krichevsky-Trofimov 0.260)