Forecast confidence calibration. Returns raw_confidence, calibrated_confidence, confidence_band, historical_hit_rate, sample_size, calibration_grade, directional_bias, calibration data freshness, and liability disclaimers. Market intelligence only; no output is an instruction to trade, transact, hold, rebalance, or take market activity.