Round 93

Round UUID: 3f3cb7ff-c9d2-4d6f-bbfa-a21d88246e38

Prompt:

Evaluate the patient's outcome using the following deterministic rules:

RULE 1: IF Histogen_Complex is Delta AND Sex is male AND Cohort is Melbourne AND Genetic_Class_A_Matches >= 3 AND TcQ_mass > 20000, THEN predict Failure.

RULE 2: IF Histogen_Complex is Delta AND Sex is female AND Cohort is Delhi AND Genetic_Class_A_Matches >= 2, THEN predict Failure.

RULE 3: IF the patient belongs to the Delhi cohort AND Treatment_Months < 70 AND Genetic_Class_A_Matches >= 2 AND Histogen_Complex is NOT Delta, THEN predict Success.

RULE 4: IF Histogen_Complex is Delta AND Sex is female AND Genetic_Class_A_Matches = 1 AND Genetic_Class_B_Matches = 1 AND Cohort is Melbourne, THEN:
   - If TcQ_mass is between 7500-8000 AND Treatment_Months > 90, predict Success.
   - If TcQ_mass > 8500, predict Failure.
   - Otherwise, predict Failure.

RULE 5: IF Histogen_Complex is Beta AND Cohort is Delhi, THEN:
   - If TcQ_mass > 50000 AND Sex is male, predict Success.
   - If TcQ_mass > 250000, predict Success.
   - Otherwise, predict Failure.

RULE 6: IF Treatment_Months > 90 AND Genetic_Class_A_Matches = 1 AND Genetic_Class_B_Matches <= 2, THEN:
   - If Histogen_Complex is Omicron AND Sex is male, predict Success.
   - Otherwise, predict Failure.

RULE 7: IF Sex is male AND Genetic_Class_A_Matches >= 2 AND Treatment_Months < 75 AND Histogen_Complex is NOT Delta, THEN predict Success.

RULE 8: IF Sex is male AND Genetic_Class_A_Matches = 1 AND Genetic_Class_B_Matches <= 2 AND Cohort is Melbourne AND Histogen_Complex is Delta, THEN:
   - If TcQ_mass < 10000, predict Success.
   - Otherwise, predict Failure.

RULE 9: IF Sex is female AND Treatment_Months > 85 AND Histogen_Complex is Delta AND Cohort is Melbourne, THEN:
   - If TcQ_mass between 7900-8000, predict Success.
   - Otherwise, predict Failure.

RULE 10: IF Histogen_Complex is Delta AND Sex is male AND Genetic_Class_B_Matches >= 5, THEN predict Failure.

RULE 11: IF Histogen_Complex is Delta AND Sex is male AND Treatment_Months < 50 AND Cohort is Delhi, THEN predict Success.

RULE 12: IF Histogen_Complex is Beta AND Sex is male AND Genetic_Class_A_Matches >= 3, THEN predict Success.

RULE 13: IF Histogen_Complex is Omicron AND Sex is male AND Treatment_Months < 70, THEN predict Success.

RULE 14: IF Histogen_Complex is Delta AND Sex is female AND Cohort is Lisbon AND Genetic_Class_A_Matches >= 3, THEN predict Success.

DEFAULT RULE: If none of the above rules apply, predict Failure.

Apply these rules sequentially in the order they are presented. Once a rule matches, use its prediction and stop checking further rules.

• Inferences: 891
• Created: 2025-06-29 22:55:42.759522+00:00
• First inference: 2025-06-29 22:56:00.520435+00:00
• Last inference: 2025-06-30 01:35:39.769290+00:00
• Completed: yes
• Train accuracy: 0.6869688385269122 (KT 0.163)
• Validation accuracy: 0.7222222222222222 (KT 0.141)
• Test accuracy: 0.6105263157894737 (KT 0.214)