Round 515

Round UUID: 45f4a055-2834-4d02-91ad-ac1fc9a649e9

Prompt:

Predict whether an entity is "Effective" or "Ineffective" based on the following rules:

**Rule 1 - Very High Single Performance:**
If FizzIntensity ≥ 60 OR ColourShift ≥ 25, predict "Effective"

**Rule 2 - High FizzIntensity with Moderate ColourShift:**
If FizzIntensity ≥ 55 AND ColourShift ≥ 15, predict "Effective"

**Rule 3 - High ColourShift with Moderate FizzIntensity:**
If ColourShift ≥ 22 AND FizzIntensity ≥ 35, predict "Effective"

**Rule 4 - Strong Combined Performance:**
If FizzIntensity ≥ 48 AND ColourShift ≥ 17, predict "Effective"

**Rule 5 - Compensatory High Performance:**
If (FizzIntensity ≥ 52 AND ColourShift ≥ 12) OR (FizzIntensity ≥ 42 AND ColourShift ≥ 20), predict "Effective"

**Rule 6 - Low Performance Threshold:**
If FizzIntensity < 30 AND ColourShift < 15, predict "Ineffective"

**Default Rule:**
If none of the above rules apply, predict "Ineffective"

Apply these rules in order from 1 to 6. If any rule matches, use that prediction. Only use the default rule if no other rule applies.

• Inferences: 200
• Created: 2025-07-03 19:05:40.061235+00:00
• First inference: 2025-07-03 19:05:54.369541+00:00
• Last inference: 2025-07-03 19:19:04.333860+00:00
• Completed: yes
• Train accuracy: 0.65625 (Krichevsky-Trofimov 0.183)
• Validation accuracy: 0.7 (Krichevsky-Trofimov 0.156)
• Test accuracy: 0.55 (Krichevsky-Trofimov 0.260)