Round 322

Round UUID: e33ae49e-fc2b-40ec-967e-f228b75d431d

Prompt:

You are predicting treatment outcomes (Success or Failure) based on patient data. Apply these rules in order:

**PREDICT SUCCESS IF:**
1. TcQ_mass ≥ 25,000 AND Histogen_Complex ≠ Delta AND Histogen_Complex ≠ Beta (high mass threshold, but Delta and Beta require special handling)
2. TcQ_mass ≥ 18,000 AND Sex = male AND Histogen_Complex ≠ Delta AND Histogen_Complex ≠ Beta (males succeed with lower mass, except Delta and Beta which need more)
3. TcQ_mass ≥ 15,000 AND Histogen_Complex = Omicron AND Treatment_Months ≤ 70 (Omicron with moderate mass needs shorter treatment)
4. TcQ_mass ≥ 20,000 AND Histogen_Complex = Omicron AND (Genetic_Class_A_Matches + Genetic_Class_B_Matches) ≥ 4 (higher mass Omicron needs good genetics for longer treatment)
5. TcQ_mass ≥ 10,000 AND Histogen_Complex = Omicron AND Treatment_Months ≤ 60 (lower mass Omicron works with short treatment)
6. TcQ_mass ≥ 12,000 AND Histogen_Complex = Omicron AND Treatment_Months ≤ 120 (Omicron is more forgiving with moderate mass and longer treatment)
7. TcQ_mass ≥ 12,000 AND (Genetic_Class_A_Matches + Genetic_Class_B_Matches) ≥ 4 AND Histogen_Complex ≠ Delta AND Histogen_Complex ≠ Beta (strong genetics help, except with Delta and Beta)
8. Cohort = Delhi AND TcQ_mass ≥ 15,000 AND Histogen_Complex ≠ Delta AND Histogen_Complex ≠ Beta (Delhi performs better, except Delta and Beta)
9. TcQ_mass ≥ 30,000 AND Histogen_Complex = Delta (Delta needs very high mass to overcome its challenges)
10. TcQ_mass ≥ 8,000 AND Histogen_Complex = Delta AND Treatment_Months ≤ 2 (very short Delta treatment can work with lower mass)
11. TcQ_mass ≥ 7,000 AND Histogen_Complex = Delta AND Treatment_Months >= 30 AND Treatment_Months <= 60 AND Sex = male (Delta males in moderate treatment window)
12. TcQ_mass ≥ 17,000 AND Histogen_Complex = Delta AND Sex = male AND Treatment_Months ≤ 120 AND Treatment_Months > 60 (Delta males with reasonable mass in longer range)
13. TcQ_mass ≥ 10,000 AND Histogen_Complex = Delta AND Treatment_Months >= 75 AND Treatment_Months <= 90 AND (Genetic_Class_A_Matches + Genetic_Class_B_Matches) >= 2 (Delta in moderate-long range with some genetics)
14. TcQ_mass ≥ 7,000 AND Treatment_Months ≤ 60 AND Histogen_Complex ≠ Delta AND Histogen_Complex ≠ Beta (low mass can work with short treatment, except Delta and Beta)
15. TcQ_mass ≥ 200,000 AND Histogen_Complex = Beta AND Treatment_Months ≤ 90 (Beta needs extremely high mass and reasonable treatment duration)

**PREDICT FAILURE IF:**
1. TcQ_mass < 7,000 (very low mass almost always fails)
2. Histogen_Complex = Delta AND Treatment_Months > 2 AND Treatment_Months < 30 AND TcQ_mass < 30,000 (Delta in problematic middle range without very high mass)
3. Histogen_Complex = Delta AND Treatment_Months > 90 (Delta with long treatment fails regardless of mass)
4. Histogen_Complex = Delta AND TcQ_mass < 30,000 AND Sex = female (Delta females need very high mass)
5. Histogen_Complex = Delta AND TcQ_mass < 17,000 AND Sex = male AND Treatment_Months > 60 (Delta males need substantial mass for longer treatment)
6. Histogen_Complex = Beta AND TcQ_mass < 200,000 (Beta complex fails without extremely high mass)
7. Histogen_Complex = Beta AND Treatment_Months > 90 (Beta fails with extended treatment even at high mass)
8. Histogen_Complex = Omicron AND Treatment_Months > 120 AND (Genetic_Class_A_Matches + Genetic_Class_B_Matches) < 4 (very long Omicron treatment needs excellent genetics)
9. Treatment_Months > 150 AND (Genetic_Class_A_Matches + Genetic_Class_B_Matches) < 3 (very long treatment with poor genetics fails)
10. Treatment_Months > 120 AND TcQ_mass < 20,000 AND Histogen_Complex ≠ Omicron (long treatment with low mass, but Omicron is exception)
11. Treatment_Months > 70 AND TcQ_mass < 25,000 AND (Genetic_Class_A_Matches + Genetic_Class_B_Matches) < 3 AND Histogen_Complex ≠ Omicron (moderate treatment with moderate mass needs good genetics, except Omicron)

**DEFAULT:**
- If none of the above rules apply, predict SUCCESS if TcQ_mass ≥ 15,000, otherwise predict FAILURE

Apply the first matching rule and make your prediction.