Round UUID: 45987b58-97c6-476e-ab87-0baa46d1b3cc
Prompt:
### Revised Prediction Rules for Entity Classification ###
Refine the following decision rules to predict Failure or Success accurately, targeting edge cases and ambiguity:
1. General Threshold Rules:
- Predict Failure if `TcQ_mass` > 50,000 and `Treatment_Months` < 130, unless explicitly overridden by Genetic_Class or cohort-specific conditions.
- Predict Success only if `TcQ_mass` > 50,000, `Treatment_Months` >= 130, and `Genetic_Class_A_Matches` >= 3 and `Genetic_Class_B_Matches` >= 3.
2. Rules for `Histogen_Complex` = 'Beta':
- Predict Failure if `Genetic_Class_A_Matches` + `Genetic_Class_B_Matches` < 6, regardless of other factors.
- Predict Failure if `TcQ_mass` > 50,000 and any Genetic_Class threshold (<3) fails.
- Prioritize Success only if all thresholds are met: `TcQ_mass` > 50,000, `Treatment_Months` > 130, and each Genetic_Class reaches at least 3.
3. Rules for `Histogen_Complex` = 'Delta' or 'Omicron':
- Predict Failure if `TcQ_mass` > 25,000 and `Genetic_Class_A_Matches` or `Genetic_Class_B_Matches` < 3.
- Predict Failure for `Treatment_Months` < 60 when combined Genetic Class matches are below 6.
- For `TcQ_mass` in the range 20,000-25,000:
a. Predict Success if `Treatment_Months` >= 100 and each Genetic_Class >= 3.
b. Otherwise, predict Failure.
- Automatically predict Failure if combined Genetic Class score is 4 or below, unless cohort-specific rules apply.
4. Specific Rules for Cohorts:
- Predict Success for cohort='Delhi' if `TcQ_mass` > 200,000, regardless of Genetic_Class. Otherwise, predict Failure.
- Other cohorts adhere strictly to thresholds for Genetic_Class matches, with no override for high `TcQ_mass` unless `Treatment_Months` > 130.
5. Gender-Specific Rules (for Sex = female):
- Predict Failure if `Treatment_Months` > 110, `TcQ_mass` is between 25,000-40,000, and either Genetic_Class threshold (<3) fails.
- Predict Success only if `TcQ_mass` > 40,000 and combined Genetic_Class matches >= 7.
6. Special Override Rules:
- Predict Failure universally if combined `Genetic_Class_A_Matches` + `Genetic_Class_B_Matches` < 4.
- Predict Success universally if combined Genetic_Class matches >= 8 and `Treatment_Months` > 100, provided no critical TcQ_mass condition fails above 50,000.
- For cases where `Histogen_Complex` = 'Omicron', override rules if `TcQ_mass` >= 35,000 and `Genetic_Class` conditions are not met.
7. Catch-All Rule:
- Default to Failure if an entry does not decisively meet any outlined Success criteria or has borderline thresholds in ambiguity.