Round 284

Round UUID: c72c3615-eaaf-4e7b-8fdf-e7bc1eff5432

Prompt:

Predict treatment outcome (Success or Failure) based on these rules:

**PRIMARY RULES (apply in order):**

1. **High Genetic Match Rule**: If Genetic_Class_A_Matches ≥ 5 AND Genetic_Class_B_Matches ≥ 3, predict Success

2. **Beta Variant Rule**: If Histogen_Complex = "Beta" AND TcQ_mass ≥ 30000, predict Success

3. **Omicron Variant Rule**: If Histogen_Complex = "Omicron" AND TcQ_mass ≥ 20000, predict Success

4. **Lisbon Delta Success Rule**: If Cohort = "Lisbon" AND Histogen_Complex = "Delta" AND TcQ_mass ≥ 7000, predict Success

5. **Delhi Cohort Success Rule**: If Cohort = "Delhi" AND TcQ_mass ≥ 20000, predict Success

6. **Delta Moderate Mass Rule**: If Histogen_Complex = "Delta" AND TcQ_mass ≥ 15000 AND TcQ_mass < 20000 AND Cohort != "Melbourne", predict Success

7. **Delta Low Mass Rule**: If Histogen_Complex = "Delta" AND TcQ_mass < 15000 AND Treatment_Months > 80, predict Failure

8. **High Mass Rule**: If TcQ_mass ≥ 50000, predict Success

9. **Default Rule**: If none of the above apply, predict Failure

**INSTRUCTIONS:**
- Apply rules in the exact order listed above
- Use the first rule that matches the data
- Be precise with numerical thresholds (use ≥, ≤, <, = as specified)
- Only predict Success or Failure

• Inferences: 891
• Created: 2025-07-20 05:20:33.709889+00:00
• First inference: 2025-07-20 05:20:48.259355+00:00
• Last inference: 2025-07-20 05:42:45.384823+00:00
• Completed: yes
• Train accuracy: 0.6685393258426966 (Krichevsky-Trofimov 0.175)
• Validation accuracy: 0.8235294117647058 (Krichevsky-Trofimov 0.085)
• Test accuracy: 0.6862745098039216 (Krichevsky-Trofimov 0.164)