Round UUID: e4740559-65c4-40cf-85d6-f52df44601d7
Prompt:
Based on the patterns observed in the dataset, please follow these clear and specific rules to predict the outcome: 1. **Treatment Months Rule:** - If 'Treatment_Months' is less than 10, predict 'Success'. - If 'Treatment_Months' is between 66 and 89 and 'Histogen_Complex' is 'Delta', predict 'Failure'. - If 'Treatment_Months' is 90 or more and 'Histogen_Complex' is 'Delta', predict 'Failure'. - If 'Treatment_Months' is greater than 150, predict 'Success', except if 'Histogen_Complex' is 'Delta' and 'TcQ_mass' exceeds 15000.0, then predict 'Failure'. 2. **TcQ_mass Criteria:** - If 'TcQ_mass' is below 16000 and 'Histogen_Complex' is 'Delta', predict 'Failure'. - If 'TcQ_mass' is above or equal to 30000 and 'Genetic_Class_A_Matches' is at least 2, predict 'Success'. - If 'TcQ_mass' is above 15000 and 'Histogen_Complex' is 'Delta', consider the other factors before making a prediction. 3. **Genetic Class Match Rule:** - If 'Genetic_Class_A_Matches' is 5 or more, predict 'Success'. - If the sum of 'Genetic_Class_A_Matches' and 'Genetic_Class_B_Matches' is 2 or less, predict 'Failure'. 4. **Cohort Influence:** - For 'Cohort: Melbourne', consider it a strong indicator of 'Success' if 'TcQ_mass' is above 16000, but retain checks with treatment months and genetic matches to avoid false positives. 5. **Fallback Condition:** - If no other rules apply, predict 'Failure' to limit false positives.