Round 126

Round UUID: 0b406230-aa87-4678-b4d2-5f7a381c1e48

Prompt:

Use the following refined classification rules to decide whether a row is labeled "Success" or "Failure." We aim to reduce false positives and false negatives by applying these conditions precisely, especially to handle the problematic edge cases:

1) If Histogen_Complex is Beta:
   a) If TcQ_mass ≥ 200000:
      - Label "Failure" UNLESS Genetic_Class_B_Matches ≥ 2. In that case, label "Success." 
   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: If Sex is female AND Treatment_Months ≥ 100 AND Genetic_Class_B_Matches = 1, label "Failure." 
      - 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)
     • (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 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)
     • (TcQ_mass ≥ 12000 AND (Sex is male OR (Sex is female AND Treatment_Months < 80)))
     • (Sex is female AND Treatment_Months ≥ 100 AND TcQ_mass ≥ 12000 AND (Treatment_Months < 115 OR Genetic_Class_B_Matches ≥ 2))
     • (Sex is male AND Treatment_Months ≥ 80 AND TcQ_mass ≥ 10000 AND Genetic_Class_B_Matches ≥ 2)
   - Otherwise, label "Failure." 

4) For all other Histogen_Complex values:
   - Label "Failure." 

Apply these rules exactly as stated to each row. Output only "Success" or "Failure."

• Inferences: 891
• Created: 2025-07-14 08:24:34.614469+00:00
• First inference: 2025-07-14 08:26:14.011516+00:00
• Last inference: 2025-07-14 09:32:58.316650+00:00
• Completed: yes
• Train accuracy: 0.6741573033707865 (Krichevsky-Trofimov 0.171)
• Validation accuracy: 0.7647058823529411 (Krichevsky-Trofimov 0.117)
• Test accuracy: 0.7058823529411765 (Krichevsky-Trofimov 0.151)