Round 256

Round UUID: bcc02899-4d3a-4267-a110-8fea2532ee0c

Prompt:

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

1. Calculate a Composite Score with Nuanced Weighting: 
   Composite Score = (FizzIntensity / 50) * 0.7 + (ColourShift / 15) * 0.3

2. Additional Conditional Rules:
   - If FizzIntensity is below 25, automatically classify as Ineffective
   - If ColourShift is below 10, automatically classify as Ineffective
   - If Composite Score >= 0.85, classify as Effective
   - If Composite Score < 0.65, classify as Ineffective
   - If Composite Score is between 0.65 and 0.85, apply the following advanced check:
     * If FizzIntensity > 35 AND ColourShift > 15, classify as Effective
     * Otherwise, classify as Ineffective

Reasoning:
- Slightly increases weight of FizzIntensity in the composite score
- Introduces hard thresholds to catch extreme low-performance cases
- Adds a more nuanced middle zone with additional conditional checks
- Aims to reduce false positives by being more strict in the borderline cases
- Provides more granular classification rules based on observed misclassification patterns

• Inferences: 200
• Created: 2025-04-21 16:16:20+00:00
• First inference: 2025-04-21 16:16:27+00:00
• Last inference: 2025-04-21 16:27:15+00:00
• Completed: yes
• Train accuracy: 0.5875 (Krichevsky-Trofimov 0.231)
• Validation accuracy: 0.8 (Krichevsky-Trofimov 0.098)
• Test accuracy: 0.6 (Krichevsky-Trofimov 0.222)