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Population Sampling Engine

Target α = 0.05
Demographic parity check activated
Ensures "Algorithm Bias Dashboard" rules apply to cohort A vs B.

Design of Experiments (DOE) Planner

Factor (Intervention) Level (-) Level (+) Status
Adaptive Scaffolding Frequency Infrequent (Static) High-Frequency (Dynamic BKT) Active
RAG Tone Variation Strict / Direct Encouraging / Motivational Draft
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