To aid in decision making on antibiotic therapy, including antibiotic initiation and discontinuation, for inpatients or patients in the Emergency Department, with suspected or confirmed lower respiratory tract infections (LRTI) defined as community-acquired pneumonia (CAP), acute bronchitis, and acute exacerbation of Chronic Obstructive Pulmonary Disease (AECOPD).