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A radiologist also performed a conventional manual cephalometric analysis of the full image for comparison. The sensitivity/specificity was 0.87/0.82 for full image, 0.88/0.75 for main region, 0.71/0.63 for head only, and 0.54/0.80 for the manual analysis. The area under the receiver-operating characteristic curve was the highest for main region 0.92, for full image0.89, for head only0.70, and for manual cephalometric analysis0.75. A deep convolutional neural network identified individuals with severe OSA with high accuracy. Future resear