**Validation scheme:** Walk-forward validation across three full NBA seasons (e.g., train on all data before each game, predict that game, advance). No random splitting. - **Primary metric:** Brier score (average squared error of predicted win probabilities). - **Secondary metric:** Simulated ROI as