Round 280

Round UUID: 2c40658f-e78a-4637-9752-a1a13854722a

Prompt:

Classification Rules for Entity Effectiveness:

1. High Effectiveness Criteria:
   - FizzIntensity must be > 45
   - ColourShift must be > 10
   
2. Low Effectiveness Criteria:
   - FizzIntensity must be < 40
   - ColourShift must be < 10

3. Borderline Case Scoring:
   - Calculate a weighted score: 
     (FizzIntensity * 0.6) + (ColourShift * 0.4)
   - If score > 35, classify as Effective
   - If score < 30, classify as Ineffective

4. Intermediate Cases:
   - If criteria are not clearly met, use the weighted score to determine classification
   - Carefully evaluate cases with FizzIntensity between 40-45 and ColourShift between 10-15

Classification Decision Process:
- First check high and low effectiveness criteria
- If inconclusive, apply weighted scoring
- Aim to minimize false positives and false negatives by using a nuanced approach

• Inferences: 200
• Created: 2025-04-21 14:48:12+00:00
• First inference: 2025-04-21 14:48:19+00:00
• Last inference: 2025-04-21 15:01:58+00:00
• Completed: yes
• Train accuracy: 0.73125 (Krichevsky-Trofimov 0.137)
• Validation accuracy: 0.85 (Krichevsky-Trofimov 0.071)
• Test accuracy: 0.7 (Krichevsky-Trofimov 0.156)