View clinical trials related to Wearable Devices.
Filter by:Lifting loads can cause work-related musculoskeletal disorders. The National Institute for Occupational Safety and Health (NIOSH) established a methodology for assessing lifting actions by means of a quantitative method based on intensity, duration, frequency, and other geometrical characteristics of lifting. Body-worn inertial sensor technology provides a number of opportunities to advance the safety and health of workers engaged in physical work. Motion-tracking systems together with Machine learning (ML) algorithms are used in the ergonomic field for biomechanical risk assessment by means of data acquired by wearable inertial systems. The investigators posed the question whether it is possible to classify lifting tasks belonging to different risk classes according to the value of LI using a machine learning approach by means of features extracted from raw signals. Aim of this study was to develop and validate, through ML algorithms, a non-invasive detection system of kinetic-kinematic parameters using IMU and EMG sensors, for the ergonomic assessment of the risk associated with a load lifting activity.
Early ambulation of inpatients has been shown to be a key driver of decreased LOS and also reduced adverse events such as venous thromboembolism (VTE). We will test if a patient wearable device (pedometer) measuring steps and ambulation sessions decreases hospital LOS (primary outcome), decreases hospital LOS index (LOSI), decreases time to first ambulation, decreases time to first bowel movement (BM), decreases incidence of VTEs, and decreases costs (secondary outcomes). In a pilot randomized control trial, we will randomize 150 total adult patients admitted to UF Health Jacksonville in a 1:1 fashion to usual care and wearable pedometer or usual care. Patients randomized to the study intervention will receive a wearable pedometer upon admission, to be worn for the duration of their inpatient stay. Study outcome measures to be compared between the pedometer and no pedometer group include hospital LOS (primary outcome), hospital LOSI, time to first ambulation, time to first BM, incidence of VTEs, patient experience, and costs (secondary outcomes).