A 70-year-old man presents with productive cough, dyspnea, and fever. Chest radiograph shows right lower lobe consolidation. He has COPD, heart failure, and diabetes. PSI class is IV. Oxygen saturation is 89% on room air. What is the most appropriate site of care?