TL;DR
CNN-based apnea detection from smartphone audio is sensitive to analysis window size, with clear performance trade-offs.
Citation: "Convolutional Neural Networks for Apnea Detection from Smartphone Audio Signals: Effect of Window Size." In the proceedings of 2022 44th Annual International Conference of the IEEE Engineering in Medicine &amp$mathsemicolon$ Biology Society (EMBC), 2022.