Round 340

Round UUID: 6ca83837-2b53-41e0-9d27-2f730ddad52c

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, predict Success if `TcQ_mass` < 15,000, else predict Failure.
4. For `Cohort='Delhi'`, predict Success if `TcQ_mass` > 200,000 regardless of other parameters.
5. If `Sex` is 'female', `Treatment_Months` > 100, and `TcQ_mass` is between 20,000 and 40,000, predict Failure unless `Histogen_Complex` is 'Beta'.

### Additional Notes ###
- Any entries that do not meet these specific rules can default to Failure.
- Evaluate the dataset according to the rules explicitly and incrementally to reduce prediction ambiguity.

• Inferences: 891
• Created: 2025-08-04 03:29:44.870412+00:00
• First inference: 2025-08-04 03:29:51.897430+00:00
• Last inference: 2025-08-04 03:36:27.550311+00:00
• Completed: yes
• Train accuracy: 0.40730337078651685 (KT 0.390)
• Validation accuracy: 0.19607843137254902 (KT 0.707)
• Test accuracy: 0.3137254901960784 (KT 0.503)