Highlights•Among people with HNSCC, oral HPV detection has good specificity (92%) and moderate sensitivity (72%) for HPV-positive HNSCC.•The utility of oral HPV detection to screen for HNSCC among healthy populations is probably limited, as there would be many false-positives.