Round UUID: 9fe2dfd9-45b6-4cf5-adce-deb304b6d598
Prompt:
### Refined Decision Rules for Prediction ###
Use the following refined 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, and `Genetic_Class_A_Matches` >= 2 and `Genetic_Class_B_Matches` >= 2.
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 and `Treatment_Months` >= 80.
- Predict Failure if `TcQ_mass` >= 25,000 AND (`Genetic_Class_A_Matches` < 2 OR `Genetic_Class_B_Matches` < 2).
- If `TcQ_mass` < 25,000:
a. Predict Success if `Treatment_Months` >= 120.
b. Predict Failure if `Treatment_Months` < 120 and `Genetic_Class_A_Matches` < 2 and `Genetic_Class_B_Matches` < 2.
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 or `Treatment_Months` < 50).
4. If `Sex` is 'female' and `Treatment_Months` > 100:
- Predict Failure if `TcQ_mass` is between 20,000 and 40,000 AND `Genetic_Class_A_Matches` < 2 and `Genetic_Class_B_Matches` < 2.
- Predict Success if `TcQ_mass` > 35,000, unless `Genetic_Class_A_Matches` < 1 or `Genetic_Class_B_Matches` < 1 for non-'Beta' Histogen_Complex.
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. New Condition:
If `Histogen_Complex` is 'Omicron' and `TcQ_mass` >= 30,000:
- Predict Success only if `Genetic_Class_A_Matches` >= 2 and `Genetic_Class_B_Matches` >= 2, otherwise predict Failure.
7. Default to Failure if no specific rule is matched.
### Additional Notes ###
- Apply rules incrementally, starting from Rule 1.
- Choose Failure conservatively in cases where ambiguities arise in conflicting rules, even for high `TcQ_mass` cases unless explicitly covered in conditions.