Round 341

Round UUID: ff4111bf-919d-4a08-bc88-cba0a430b092

Prompt:

### Decision Rules for Prediction ###

Use the following rules to predict Failure or Success based on the entity data:

1. If `Histogen_Complex` is 'Beta' and `TcQ_mass` > 50,000, predict Failure.
2. If `Treatment_Months` < 50 and `TcQ_mass` <= 10,000, predict Failure.
3. If `Histogen_Complex` is 'Delta' or 'Omicron', and `Genetic_Class_A_Matches` = 1 and `Genetic_Class_B_Matches` = 1:
   a. Predict Success if `Treatment_Months` >= 100 and `TcQ_mass` < 12,000.
   b. Predict Failure if `Treatment_Months` < 100 and `TcQ_mass` < 12,000.
   c. Predict Failure if `TcQ_mass` >= 12,000.
4. For `Cohort = 'Delhi'`:
   a. Predict Success if `TcQ_mass` > 200,000 regardless of other parameters.
   b. Predict Failure if `TcQ_mass` <= 200,000 and `Treatment_Months` < 20.
5. If `Sex` is 'female', `Treatment_Months` > 100, and `TcQ_mass` is between 20,000 and 40,000:
   a. Predict Failure unless `Histogen_Complex` is 'Beta' or `TcQ_mass` > 35,000.
6. Any entries where `Genetic_Class_A_Matches` >= 2 and `Genetic_Class_B_Matches` >= 2:
   - Predict Success if `Histogen_Complex` = 'Beta', 'Delta', or 'Omicron', and `TcQ_mass` > 15,000.
7. Any entries that do not meet these specific rules can default to Failure.

### Additional Notes ###
- Incrementally apply rules based on priority (e.g., Rule 4 supersedes other rules in the same Cohort).
- For any ambiguities, lean towards Failure to minimize false positives.

• Inferences: 891
• Created: 2025-08-04 03:36:28.031292+00:00
• First inference: 2025-08-04 03:36:39.979722+00:00
• Last inference: 2025-08-04 04:00:26.280304+00:00
• Completed: yes
• Train accuracy: 0.5252808988764045 (KT 0.280)
• Validation accuracy: 0.6862745098039216 (KT 0.164)
• Test accuracy: 0.5686274509803921 (KT 0.245)