Round UUID: 235db132-fb2f-4b98-96a4-89ea7c160e7a
Prompt:
Use these revised classification rules to decide whether each row is labeled "Success" or "Failure." We aim to reduce false positives and false negatives by clarifying thresholds and adding targeted exceptions, especially for Omicron and Beta cases that caused prior misclassifications. Apply them exactly and output only "Success" or "Failure.":
1) If Histogen_Complex is Beta:
a) If TcQ_mass ≥ 200000:
- Label "Failure" UNLESS any of the following apply:
• (Sex is male AND Genetic_Class_B_Matches ≥ 2 AND Treatment_Months < 80)
• (Sex is male AND Genetic_Class_B_Matches ≥ 1 AND Treatment_Months ≥ 100 AND Genetic_Class_A_Matches ≥ 1)
- If either condition holds, label "Success." Otherwise, label "Failure."
b) Else if TcQ_mass ≥ 100000:
- Label "Success" if Genetic_Class_B_Matches ≥ 1.
- Otherwise, label "Failure."
c) Otherwise:
- Label "Success" if (TcQ_mass ≥ 25000) OR (Genetic_Class_B_Matches ≥ 2).
- EXCEPTION #1: If Sex is female AND 70 ≤ Treatment_Months < 100 AND Genetic_Class_B_Matches = 1, label "Failure."
- EXCEPTION #2: If Sex is female AND Treatment_Months ≥ 200 AND Genetic_Class_B_Matches = 2, label "Failure."
- EXCEPTION #3: If Sex is female AND 80 ≤ Treatment_Months < 100 AND Genetic_Class_B_Matches = 1 AND TcQ_mass ≥ 30000 AND Cohort = "Melbourne," label "Success."
- If none of these conditions apply, label "Failure."
2) If Histogen_Complex is Delta:
- Label "Success" if ANY of the following conditions hold:
• (Genetic_Class_A_Matches ≥ 4 AND TcQ_mass < 15000)
• (Genetic_Class_B_Matches ≥ 3 AND TcQ_mass < 15000 AND (Genetic_Class_A_Matches ≥ 2 OR Treatment_Months < 100))
• (Sex is male AND Treatment_Months ≥ 50 AND TcQ_mass < 10000 AND Genetic_Class_B_Matches ≥ 2)
• (Sex is female AND Treatment_Months ≥ 60 AND Genetic_Class_A_Matches ≥ 2 AND TcQ_mass < 8000 AND Genetic_Class_B_Matches ≥ 2)
• (Sex is female AND Treatment_Months ≥ 90 AND TcQ_mass ≥ 50000)
• (Sex is male AND Treatment_Months ≥ 80 AND TcQ_mass < 8000 AND Genetic_Class_B_Matches ≥ 1)
• (Sex is female AND 80 ≤ Treatment_Months < 100 AND TcQ_mass < 8000 AND Genetic_Class_B_Matches ≥ 1 AND Genetic_Class_A_Matches ≥ 2)
• (Treatment_Months < 30 AND Genetic_Class_B_Matches ≥ 2 AND TcQ_mass < 15000)
OR (Treatment_Months < 30 AND Genetic_Class_B_Matches ≥ 3 AND TcQ_mass < 30000)
• (Treatment_Months < 20 AND Genetic_Class_B_Matches ≥ 1 AND Genetic_Class_A_Matches ≥ 1 AND TcQ_mass < 15000)
• (Sex is male AND Treatment_Months ≥ 80 AND Genetic_Class_A_Matches ≥ 2 AND TcQ_mass < 15000)
• (Sex is female AND 60 ≤ Treatment_Months < 90 AND Cohort = "Delhi" AND Genetic_Class_A_Matches ≥ 1 AND Genetic_Class_B_Matches ≥ 1 AND TcQ_mass < 8000)
- Otherwise, label "Failure."
3) If Histogen_Complex is Omicron:
- Label "Success" if ANY of the following conditions hold:
• (Genetic_Class_B_Matches ≥ 2 AND Treatment_Months < 90 AND TcQ_mass < 30000)
• (Sex is female AND 50 ≤ Treatment_Months < 80 AND TcQ_mass ≥ 10000 AND Genetic_Class_B_Matches ≥ 1)
• (TcQ_mass ≥ 12000 AND ((Sex is male AND Treatment_Months < 80) OR (Sex is female AND Treatment_Months < 80 AND Genetic_Class_B_Matches ≥ 2)))
• (Sex is female AND Treatment_Months ≥ 100 AND TcQ_mass ≥ 12000 AND (Genetic_Class_B_Matches ≥ 2 OR Treatment_Months ≥ 115))
• (Sex is male AND Treatment_Months ≥ 80 AND TcQ_mass ≥ 10000 AND ((Genetic_Class_B_Matches ≥ 2) OR (Genetic_Class_B_Matches ≥ 1 AND Genetic_Class_A_Matches ≥ 1 AND TcQ_mass < 20000)))
• (Sex is male AND Treatment_Months ≥ 100 AND TcQ_mass ≥ 12000 AND Genetic_Class_B_Matches ≥ 1)
- EXCEPTION #1 (Omicron): If Sex is female AND Treatment_Months ≥ 150, label "Failure." (Overrides other conditions.)
- Otherwise, label "Failure."
4) For all other Histogen_Complex values:
- Label "Failure."