Round 123

Round UUID: f5e3657c-49d1-4b9e-8723-3cb45954f3de

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:

1) If Histogen_Complex is Beta:
   a) If TcQ_mass ≥ 200000:
      - Label "Failure." (This helps avoid certain false positives.)
   b) Else if TcQ_mass ≥ 100000:
      - Label "Success" if Genetic_Class_B_Matches ≥ 2.
      - Otherwise, label "Failure." 
   c) 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_A_Matches ≥ 4
     • Genetic_Class_B_Matches ≥ 3
     • (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 ≥ 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 is male OR (Sex is 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 05:31:32.954213+00:00
• First inference: 2025-07-14 05:32:53.787531+00:00
• Last inference: 2025-07-14 06:21:07.210252+00:00
• Completed: yes
• Train accuracy: 0.598314606741573 (Krichevsky-Trofimov 0.223)
• Validation accuracy: 0.7254901960784313 (Krichevsky-Trofimov 0.140)
• Test accuracy: 0.6470588235294118 (Krichevsky-Trofimov 0.189)