Round 122

Round UUID: 04d61270-d75b-4a90-b27e-3b7627f93361

Prompt:

Use the following refined classification rules to decide whether a row is labeled "Success" or "Failure." We aim to reduce false predictions by applying these conditions precisely:

1) If Histogen_Complex is Beta:
   a) If TcQ_mass ≥ 100000:
      • Label "Success" if Genetic_Class_B_Matches ≥ 2.
      • Otherwise, label "Failure." 
   b) Otherwise:
      • 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 AND TcQ_mass < 15000)
     – (Sex is male AND Treatment_Months ≥ 50 AND TcQ_mass < 10000)
     – (Sex is female AND Treatment_Months ≥ 60 AND Genetic_Class_A_Matches ≥ 2 AND TcQ_mass < 8000)
     – (Sex is female AND Treatment_Months ≥ 70 AND TcQ_mass ≥ 50000)
   • Otherwise, label "Failure." 

3) If Histogen_Complex is Omicron:
   • Label "Success" if ANY of the following conditions hold:
     – Genetic_Class_B_Matches ≥ 2
     – TcQ_mass ≥ 12000 AND (Sex = male OR (Sex = female AND Treatment_Months < 80))
   • Otherwise, label "Failure." 

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

Apply these rules exactly and output only "Success" or "Failure."

• Inferences: 891
• Created: 2025-07-14 04:42:07.324460+00:00
• First inference: 2025-07-14 04:42:43.806858+00:00
• Last inference: 2025-07-14 05:31:30.231267+00:00
• Completed: yes
• Train accuracy: 0.6544943820224719 (Krichevsky-Trofimov 0.184)
• Validation accuracy: 0.7647058823529411 (Krichevsky-Trofimov 0.117)
• Test accuracy: 0.7058823529411765 (Krichevsky-Trofimov 0.151)