Round UUID: 572ebb6d-788c-4b72-8f6d-d69759ecc7a6
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 AND Treatment_Months ≤ 90 (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 AND (Genetic_Class_A_Matches + Genetic_Class_B_Matches) ≥ 3 (Omicron with moderate mass needs at least decent genetics for 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 ≥ 11,000 AND Histogen_Complex = Delta AND Sex = female AND Treatment_Months >= 30 AND Treatment_Months <= 45 AND (Genetic_Class_A_Matches + Genetic_Class_B_Matches) >= 3 (Delta females with moderate mass, short-moderate treatment, and good genetics) 14. 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) 15. 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) 16. TcQ_mass ≥ 400,000 AND Histogen_Complex = Beta AND Treatment_Months ≤ 120 (Beta with extremely high mass can handle longer treatment) 17. TcQ_mass ≥ 250,000 AND Histogen_Complex = Beta AND Treatment_Months ≤ 85 (Beta needs very high mass and shorter treatment duration) 18. TcQ_mass ≥ 30,000 AND TcQ_mass < 250,000 AND Histogen_Complex = Beta AND Treatment_Months ≤ 75 (moderate-mass Beta with shorter treatment) **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 AND (Treatment_Months < 30 OR Treatment_Months > 45 OR (Genetic_Class_A_Matches + Genetic_Class_B_Matches) < 3) (Delta females need very high mass OR specific conditions) 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 < 250,000 AND Treatment_Months > 75 (Beta complex fails without very high mass and short treatment) 7. Histogen_Complex = Beta AND Treatment_Months > 120 (Beta fails with very extended treatment even at extremely high mass) 8. Histogen_Complex = Beta AND TcQ_mass < 30,000 (Beta fails with low mass regardless of other factors) 9. Histogen_Complex = Omicron AND Treatment_Months > 120 AND (Genetic_Class_A_Matches + Genetic_Class_B_Matches) < 3 (very long Omicron treatment needs decent genetics) 10. Histogen_Complex = Omicron AND Treatment_Months > 90 AND (Genetic_Class_A_Matches + Genetic_Class_B_Matches) < 4 (long Omicron treatment needs excellent genetics) 11. Treatment_Months > 150 AND (Genetic_Class_A_Matches + Genetic_Class_B_Matches) < 3 (very long treatment with poor genetics fails) 12. Treatment_Months > 120 AND TcQ_mass < 20,000 AND Histogen_Complex ≠ Omicron (long treatment with low mass, but Omicron is exception) 13. 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.