Culture Exclusion Criteria
Subsequent respiratory cultures obtained during the same encounter were excluded. For cultures sent from encounters without diagnosis data, encounters were categorized as “no ARI diagnosis” if specimen was a BAL culture sent from the bronchoscopy suite during same-day surgery encounter, as these were presumed to be surveillance cultures consistent with our hospital’s clinical practice. All other cultures obtained without encounter diagnoses were excluded.