Round 242

Round UUID: e04818be-0462-4974-a8fa-50296250781f

Prompt:

Evaluate whether the treatment will be a success or failure based on the following rules. Apply the rules in sequential order and stop at the first matching rule:

Rule 1: If Histogen_Complex is Beta AND Sex is female AND TcQ_mass > 50,000, predict Failure unless Cohort is Delhi.

Rule 2: If Histogen_Complex is Beta AND TcQ_mass > 45,000, predict Success.

Rule 3: If Histogen_Complex is Beta AND TcQ_mass between 30,000 and 45,000, predict Success.

Rule 4: If Histogen_Complex is Beta AND TcQ_mass between 25,000 and 30,000:
   - If Cohort is Delhi, predict Success.
   - If Treatment_Months < 120, predict Success.
   - Otherwise, predict Failure.

Rule 5: If Histogen_Complex is Beta AND TcQ_mass < 25,000, predict Failure.

Rule 6: If Histogen_Complex is Delta AND Sex is female AND TcQ_mass > 50,000, predict Failure regardless of other factors.

Rule 7: If Histogen_Complex is Delta AND Genetic_Class_A_Matches + Genetic_Class_B_Matches ≥ 5:
   - If TcQ_mass < 30,000 AND Cohort is not Melbourne, predict Success.
   - If TcQ_mass between 30,000 and 50,000, predict Failure.
   - Otherwise, predict Failure.

Rule 8: If Histogen_Complex is Delta AND Sex is male AND TcQ_mass between 7,500 and 25,000:
   - If Cohort is Lisbon AND Treatment_Months < 85, predict Success.
   - If Cohort is not Lisbon AND Treatment_Months < 80, predict Success.
   - Otherwise, predict Failure.

Rule 9: If Histogen_Complex is Delta AND TcQ_mass < 8,000:
   - If Cohort is Delhi AND Treatment_Months < 88, predict Success.
   - If Cohort is Lisbon AND Treatment_Months < 89, predict Success.
   - If Sex is female AND Genetic_Class_A_Matches ≥ 2, predict Success.
   - Otherwise, predict Failure.

Rule 10: If Histogen_Complex is Delta AND Sex is female AND TcQ_mass between 7,800 and 8,100:
   - If Cohort is Delhi, predict Success.
   - Otherwise, predict Failure.

Rule 11: If Histogen_Complex is Omicron AND Treatment_Months > 150:
   - If Sex is male AND Genetic_Class_A_Matches + Genetic_Class_B_Matches ≥ 3, predict Success.
   - Otherwise, predict Failure.

Rule 12: If Histogen_Complex is Omicron AND Treatment_Months between 120 and 150:
   - If Sex is male, predict Success.
   - Otherwise, predict Failure.

Rule 13: If Histogen_Complex is Omicron AND Treatment_Months < 120:
   - If Genetic_Class_A_Matches ≥ 2 OR Genetic_Class_B_Matches ≥ 2, predict Success.
   - If Genetic_Class_A_Matches + Genetic_Class_B_Matches ≥ 2, predict Success.
   - If Sex is male, predict Success.
   - Otherwise, predict Failure.

Rule 14: If Histogen_Complex is Delta AND Cohort is Delhi AND TcQ_mass > 10,000:
   - If Treatment_Months < 90, predict Success.
   - Otherwise, predict Failure.

Rule 15: If Cohort is Delhi AND TcQ_mass > 40,000, predict Success unless contradicted by Rules 6 or 7.

Rule 16: If Cohort is Delhi AND TcQ_mass < 10,000 AND Treatment_Months < 80, predict Success.

Rule 17: If none of the above rules apply, predict Success if Genetic_Class_A_Matches + Genetic_Class_B_Matches ≥ 3, otherwise predict Failure.

• Inferences: 891
• Created: 2025-07-19 18:55:42.782430+00:00
• First inference: 2025-07-19 18:56:03.465041+00:00
• Last inference: 2025-07-19 19:13:17.595202+00:00
• Completed: yes
• Train accuracy: 0.6713483146067416 (KT 0.173)
• Validation accuracy: 0.7647058823529411 (KT 0.117)
• Test accuracy: 0.6862745098039216 (KT 0.164)