In this meta-analysis, we found that physical examination findings (fever, purulent secretions), chest radiography, endotracheal aspirate cultures, bronchoscopic cultures, and Clinical Pulmonary Infection Score (CPIS) have poor accuracy for diagnosing ventilator-associated pneumonia. These findings have important implications for patient management, antibiotic stewardship, and quality measurement.