This randomized clinical trial assesses the effect of an integrated multicomponent telehealth-based rehabilitation intervention, compared with usual care, on health-related quality of life at 90 days after hospital discharge among adults with acute hypoxemic respiratory failure requiring invasive mechanical ventilation.