The study also identified several risk factors, including advanced age, sensory impairments, educational status, hypertension, heart disease, hemodynamic instability, catheter use, infection, sedative infusions, constipation, albumin and steroid use, enteral nutrition, mechanical ventilation, prolonged intensive care unit stays, and elevated SOFA and APACHE II scores. Here, ALB is linked to infection.