Round 279

Round UUID: c183c2bf-9a0a-4db5-93bf-bee8f524a2b1

Prompt:

Task: Classify the entity as the single word Success or Failure (no punctuation, no additional text).

Apply the following deterministic rules IN ORDER.  As soon as one rule fires, output its label and stop checking lower rules.  Use ONLY the features that are named in these rules.

1. High-risk Beta females:
   If Histogen_Complex = "Beta" AND Sex = "female" AND TcQ_mass > 50000 AND Genetic_Class_A_Matches ≤ 1 → Failure

2. Delta mid-mass, low-B rescue:
   If Histogen_Complex = "Delta" AND 15000 ≤ TcQ_mass ≤ 30000 AND Genetic_Class_A_Matches ≤ 2 AND Genetic_Class_B_Matches = 0 → Success

3. Delta very-low-mass, short-treatment rescue:
   If Histogen_Complex = "Delta" AND TcQ_mass < 15000 AND Treatment_Months < 24 AND Genetic_Class_A_Matches ≤ 2 → Success

4. Very-low-mass Beta/Omicron filter:
   If (Histogen_Complex = "Beta" OR Histogen_Complex = "Omicron") AND TcQ_mass < 20000 → Failure

5. Remaining Beta or Omicron cases:
   If Histogen_Complex = "Beta" OR Histogen_Complex = "Omicron" → Success

6. Default:
   All other cases → Failure

• Inferences: 891
• Created: 2025-07-20 04:12:11.460584+00:00
• First inference: 2025-07-20 04:13:36.603048+00:00
• Last inference: 2025-07-20 04:35:04.856624+00:00
• Completed: yes
• Train accuracy: 0.6853932584269663 (KT 0.164)
• Validation accuracy: 0.803921568627451 (KT 0.095)
• Test accuracy: 0.6078431372549019 (KT 0.216)