Round UUID: 1cc75989-6798-4383-83dc-8da11b7e9406
Prompt:
### Updated Decision Rules for Prediction ###
Use the following updated rules to predict Failure or Success based on the entity data:
1. If `Histogen_Complex` is 'Beta':
- Predict Failure if `TcQ_mass` > 50,000 and `Treatment_Months` < 120.
- Predict Success if `TcQ_mass` > 50,000 and `Treatment_Months` >= 120.
2. If `Histogen_Complex` is 'Delta' or 'Omicron':
- Predict Success if `Genetic_Class_A_Matches` >= 2 and `Genetic_Class_B_Matches` >= 2 and `TcQ_mass` > 15,000.
- Predict Failure if `TcQ_mass` >= 25,000 regardless of Genetic_Class matches.
- If `TcQ_mass` < 25,000:
a. Predict Success if `Treatment_Months` >= 120.
b. Predict Failure if `Treatment_Months` < 120.
3. For `Cohort='Delhi':
- Predict Success if `TcQ_mass` > 200,000 regardless of other parameters.
- Predict Failure if `TcQ_mass` <= 200,000 and `Genetic_Class_A_Matches` < 2 and `Treatment_Months` < 50.
4. If `Sex` is 'female' and `Treatment_Months` > 100:
- Predict Failure if `TcQ_mass` is between 20,000 and 40,000 unless `Histogen_Complex` is 'Beta'.
- Predict Success if `TcQ_mass` > 35,000 and `Histogen_Complex` is 'Beta'.
5. For any `Histogen_Complex` with `Genetic_Class_A_Matches` >= 2 and `Genetic_Class_B_Matches` >= 2:
- Predict Success if `TcQ_mass` > 15,000 and `Treatment_Months` >= 80.
6. Default to Failure if no specific rule is matched.
### Additional Notes ###
- Apply rules incrementally, starting from Rule 1.
- Always choose predictions conservatively; if ambiguity exists in overlapping rules, lean toward predicting Failure to minimize false positives.