It found that lower age, presence of heart failure, and clinician-reported abnormal findings on examination of the lungs (crackles, wheeze, diminished vesicular breathing, and evidence of consolidation) were all associated with antibiotic prescribing at the index consultation after adjusting for CRP measurement category and the presence of increased purulent sputum. Here, CRP is linked to heart failure.