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We also translate the APS assessment into a quantitative metric for use in predicting the adverse outcomes. An accurate classification of the concurrent PA and APS states is achieved with an overall classification accuracy of 99% for PA and 92% for APS. The average accuracy of APS detection during sedentary state, treadmill running, and stationary bike is 97.3, 94.1, and 84.5%, respectively. The simultaneous assessment of APS and PA throughout free-living conditions from a convenient wristband device is useful for monitoring the factors
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