Round 120

Round UUID: 8f4cf353-fdb0-43e5-add0-83c946b6c16b

Prompt:

Use the following refined classification rules to decide whether a row is labeled "Success" or "Failure". The aim is to apply these rules as precisely as possible:

1) If Histogen_Complex is Beta:
   - If TcQ_mass ≥ 100000:
     • Label "Success" only if Genetic_Class_A_Matches < 2
     • Otherwise, label "Failure".
   - Else:
     • Label "Success" if (TcQ_mass ≥ 25000) OR (Genetic_Class_B_Matches ≥ 2)
     • Otherwise, label "Failure".

2) If Histogen_Complex is Delta:
   - Label "Success" if ANY of the following conditions hold:
     • Genetic_Class_B_Matches ≥ 2
     • Sex is male AND Treatment_Months ≥ 50 AND (TcQ_mass < 10000)
   - Otherwise, label "Failure".

3) If Histogen_Complex is Omicron:
   - Label "Success" if ANY of the following conditions hold:
     • TcQ_mass ≥ 12000
     • 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 the label ("Success" or "Failure").

• Inferences: 891
• Created: 2025-07-14 03:14:58.136420+00:00
• First inference: 2025-07-14 03:15:36.880761+00:00
• Last inference: 2025-07-14 03:51:01.238626+00:00
• Completed: yes
• Train accuracy: 0.5870786516853933 (Krichevsky-Trofimov 0.231)
• Validation accuracy: 0.6666666666666666 (Krichevsky-Trofimov 0.176)
• Test accuracy: 0.5686274509803921 (Krichevsky-Trofimov 0.245)