Round 354

Round UUID: c6d5add6-8cfd-4ed7-be3b-f6f9c03412c3

Prompt:

### Optimized Prediction Rules for Entity Classification ###

This optimized prompt addresses the key issues discovered in prior inaccuracies by refining edge-case rules, targeting specific threshold violations, and adding situational overrides to reduce false positives and negatives. Apply in priority order:

#### Core Rules Across All Histogen_Complexes ####
1. **High TcQ_mass Override:**
    - Predict Failure if `TcQ_mass` > 200,000 and combined `Genetic_Class_A_Matches` + `Genetic_Class_B_Matches` < 5, regardless of `Treatment_Months` or cohort.
    - Predict Success only if `TcQ_mass` > 200,000 and total Genetic_Class matches >= 6, with `Treatment_Months` > 90.

2. **Critical Genetic_Class Failure:**
    - Predict Failure universally if combined `Genetic_Class_A_Matches` + `Genetic_Class_B_Matches` < 4, regardless of other conditions (e.g., TcQ_mass).
    - Predict Success only if both `Genetic_Class_A_Matches` >= 3 and `Genetic_Class_B_Matches` >= 3 and `Treatment_Months` > 100.

#### Rules for Histogen_Complex = 'Beta': ####
3. Predict Failure if `TcQ_mass` > 300,000 unless both Genetic_Component thresholds exceed 4 (each Genetic_Class >=4) and `Treatment_Months` >= 110.
4. Predict Success when `TcQ_mass` in [150,000 -> ranges Bias- ]:`Co Vol low

• Inferences: 891
• Created: 2025-08-04 05:39:05.558772+00:00
• First inference: 2025-08-04 05:39:14.917205+00:00
• Last inference: 2025-08-04 06:04:02.633650+00:00
• Completed: yes
• Train accuracy: 0.5758426966292135 (KT 0.240)
• Validation accuracy: 0.6274509803921569 (KT 0.203)
• Test accuracy: 0.5490196078431373 (KT 0.260)