A randomized cross‑over trial found that a 250‑ml net ultrafiltration challenge reliably identified preload‑independent critically ill patients who became preload‑dependent during continuous renal replacement therapy; a ≥5% calibrated cardiac index change during a postural maneuver predicted this risk.