Round 343

Round UUID: 81c6a8ef-0fac-4cd9-a14a-497874e881ce

Prompt:

Use the following rules to classify the data entries as 'Failure' or 'Success':

1. If 'Treatment_Months' > 100 and 'TcQ_mass' < 10,000, classify as 'Failure'.
2. If 'Histogen_Complex' is 'Omicron' and 'TcQ_mass' < 20,000, classify as 'Failure'.
3. If ('Genetic_Class_A_Matches' + 'Genetic_Class_B_Matches' >= 4 and 'TcQ_mass' > 50,000) or ('TcQ_mass' > 150,000 and 'Genetic_Class_A_Matches' + 'Genetic_Class_B_Matches' >= 3), classify as 'Success'.
4. For entities in Cohort 'Delhi' with 'Treatment_Months' > 150 and 'TcQ_mass' < 15,000, classify as 'Failure'.
5. For 'Histogen_Complex' 'Beta' or 'Delta' and 'TcQ_mass' > 70,000, classify as 'Success' unless 'Treatment_Months' < 10.
6. If 'Histogen_Complex' is 'Beta' and 'TcQ_mass' > 200,000, classify as 'Failure' unless ('Treatment_Months' > 100 and 'Genetic_Class_A_Matches' + 'Genetic_Class_B_Matches' >= 5).
7. If 'Histogen_Complex' is 'Delta' and 'TcQ_mass' < 8,000, classify as 'Failure'.
8. If 'Histogen_Complex' is 'Delta', 'TcQ_mass' < 20,000, and 'Treatment_Months' < 60, classify as 'Success' only when 'Genetic_Class_A_Matches' + 'Genetic_Class_B_Matches' >= 4.

Classify based on these rules, and in cases not aligned to any rule above, use 'Failure' as the default classification.

• Inferences: 891
• Created: 2025-08-04 03:50:15.750196+00:00
• First inference: 2025-08-04 03:50:22.361200+00:00
• Last inference: 2025-08-04 04:20:15.237817+00:00
• Completed: yes
• Train accuracy: 0.6432584269662921 (KT 0.192)
• Validation accuracy: 0.6862745098039216 (KT 0.164)
• Test accuracy: 0.5882352941176471 (KT 0.231)