Once a high-risk subject or other-ICU patient is treated with antibiotics for either a lower respiratory tract infection (LRTI) or undifferentiated sepsis, additional clinical information will be recorded from the subject's medical record. All subjects treated with antibiotics for either indication will subsequently be screened for the development of pneumonia, as defined by the FDA draft guidance document for drug development in HABP/VABP. Subjects who meet the FDA draft guidance definition of pneumonia will have vitals and physiologic data collected and will be followed for 4 days after pneumonia is diagnosed to capture the results of any microbiologic testing and changes to initial antibiotic therapy.