Including all radiographs (blue), overall performance yielded an area under the curve (AUC) of 0.854, which corresponds an accuracy of 81.6%, sensitivity of 82.8%, specificity of 72.6%, positive predictive value of 47.9%, and negative predictive value of 93.3%. Excluding radiographs with other diagnoses (not pneumonia), AUC was 0.944. Excluding normal radiographs, AUC was 0.788.