Round 528

Round UUID: 39d02994-6307-4ea3-9d8a-12dbd69b17d3

Prompt:

You are classifying chemical reactions as either "Effective" or "Ineffective" based on two measurements: FizzIntensity and ColourShift.

Apply these rules in order:

1. If ColourShift > 20.0, classify as "Effective"

2. If ColourShift > 15.0 AND ColourShift ≤ 20.0:
   - If FizzIntensity ≥ 40.0, classify as "Effective"
   - If FizzIntensity < 40.0, classify as "Ineffective"

3. If ColourShift < 10.0:
   - If FizzIntensity ≥ 50.0, classify as "Effective"
   - If FizzIntensity < 50.0, classify as "Ineffective"

4. If ColourShift ≥ 10.0 AND ColourShift ≤ 15.0:
   - If FizzIntensity < 30.0, classify as "Effective"
   - If FizzIntensity ≥ 30.0 AND FizzIntensity < 45.0:
     * If ColourShift < 12.5, classify as "Ineffective"
     * If ColourShift ≥ 12.5, classify as "Effective"
   - If FizzIntensity ≥ 45.0:
     * If ColourShift < 13.0, classify as "Ineffective"
     * If ColourShift ≥ 13.0, classify as "Effective"

Make your classification based solely on these numerical thresholds.

• Inferences: 200
• Created: 2025-07-30 22:01:46.034790+00:00
• First inference: 2025-07-30 22:02:05.905022+00:00
• Last inference: 2025-07-30 22:20:58.372432+00:00
• Completed: yes
• Train accuracy: 0.6125 (Krichevsky-Trofimov 0.213)
• Validation accuracy: 0.75 (Krichevsky-Trofimov 0.126)
• Test accuracy: 0.3 (Krichevsky-Trofimov 0.521)