Round UUID: 69103504-311f-413c-b1e9-c26ba28fc605
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 (high mass threshold, but Delta requires special handling) 2. TcQ_mass ≥ 18,000 AND Sex = male AND Histogen_Complex ≠ Delta (males succeed with lower mass, except Delta which needs more) 3. TcQ_mass ≥ 15,000 AND Histogen_Complex = Omicron AND (Genetic_Class_A_Matches + Genetic_Class_B_Matches) ≥ 3 (Omicron needs both mass and genetics) 4. TcQ_mass ≥ 12,000 AND (Genetic_Class_A_Matches + Genetic_Class_B_Matches) ≥ 4 AND Histogen_Complex ≠ Delta (strong genetics help, except with Delta) 5. Cohort = Delhi AND TcQ_mass ≥ 15,000 AND Histogen_Complex ≠ Delta (Delhi performs better, except Delta) 6. TcQ_mass ≥ 30,000 AND Histogen_Complex = Delta (Delta needs very high mass to overcome its challenges) 7. TcQ_mass ≥ 7,000 AND Treatment_Months ≤ 60 AND Histogen_Complex ≠ Delta (low mass can work with short treatment, except Delta) **PREDICT FAILURE IF:** 1. TcQ_mass < 7,000 (very low mass almost always fails) 2. Histogen_Complex = Delta AND Treatment_Months > 90 (Delta with long treatment fails regardless of mass) 3. Histogen_Complex = Delta AND TcQ_mass < 22,000 AND Sex = female (Delta females need higher mass) 4. Histogen_Complex = Delta AND TcQ_mass < 20,000 AND Sex = male (Delta males also need high mass) 5. Treatment_Months > 120 AND TcQ_mass < 20,000 AND Histogen_Complex ≠ Omicron (long treatment with low mass, but Omicron is exception) 6. Treatment_Months > 70 AND TcQ_mass < 15,000 AND (Genetic_Class_A_Matches + Genetic_Class_B_Matches) < 3 (longer treatment with low mass and poor genetics) **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.