Round 296

Round UUID: 36ba950d-2f96-4e0f-8993-aea8e89de7c9

Prompt:

You are given one entity at a time with the following fields.
• Histogen_Complex  (string)
• Sex               ("male" or "female")
• Treatment_Months  (number, can be decimal)
• Genetic_Class_A_Matches (integer ≥0)
• Genetic_Class_B_Matches (integer ≥0)
• TcQ_mass          (number, can be decimal)
• Cohort            (string)

Your task is to predict the treatment OUTCOME for that entity.
Only two outcomes are possible:
  Success
  Failure

Apply the rules below IN ORDER. As soon as a rule is satisfied, output the associated outcome and stop – do not check the lower-priority rules. The rules are designed to be mutually exclusive and cover every possible row.

Rule 1  HIGH GENETIC BURDEN → Failure
  Let total_matches = Genetic_Class_A_Matches + Genetic_Class_B_Matches.
  If total_matches ≥ 6, predict Failure.

Rule 2  EXTREME TcQ_mass → Success
  If TcQ_mass > 200 000, predict Success.

Rule 3  MALE DEFAULT → Success
  If Sex is "male", predict Success.

Rule 4  SHORT TREATMENT WINDOW FOR FEMALES → Success
  If Sex is "female" AND Treatment_Months < 24, predict Success.

Rule 5  OTHERWISE → Failure
  All remaining cases (i.e., Sex "female" with Treatment_Months ≥ 24 and that did not match any earlier rule) are predicted as Failure.

Output exactly one word – either Success or Failure – with nothing else.

• Inferences: 891
• Created: 2025-07-20 07:36:34.353562+00:00
• First inference: 2025-07-20 07:37:45.135117+00:00
• Last inference: 2025-07-20 07:42:52.665144+00:00
• Completed: yes
• Train accuracy: 0.7865168539325843 (Krichevsky-Trofimov 0.104)
• Validation accuracy: 0.7647058823529411 (Krichevsky-Trofimov 0.117)
• Test accuracy: 0.7843137254901961 (Krichevsky-Trofimov 0.106)