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No abstract

This is a repository copy of A hybrid hierarchical framework for gym physical activity recognition and measurement using wearable sensors.

Airborne pathogens have been considered as highly infectious and transmittable between humans. With the pandemic outbreak of the coronavirus disease 2019 (COVID-19), an on-site diagnostic systemintegrated airborne pathogen-monitoring machine is recommended by experts for preventing and controlling the early stage β-coronavirus severe acute respiratory syndrome coronavirus 2 (SARS-CoV-2) spread. In this work, a small-volume rotating microfluidic fluorescence chip-integrated aerosol SARS-CoV-2 sampling system was constructed to satisfy the demand for rapid on-site sample collection and detection of SARS-CoV-2. The rotating microfluidic fluorescence system with small volume has very high sensitivity in the detection of SARS-CoV-2 (detection limit of 10 copies/μL with the shortest Ct value of 15 min), which is comparable to reverse transcription polymerase chain reaction (RT-PCR). The precision variation coefficients within/between batches are very low [coefficient of variation (CV) % ≤ 5.0%]. Our work has passed the comprehensive inspection of the microfluidic chip performance by the Shanghai Medical Device Testing Institute [National Medical Inspection (Design) no. 4408] and successfully tested 115 clinical samples. The integrated system exhibits 100% specificity, high sensitivity (10 copies/μL), and good precision (CV % ≤ 5.0%) in the rapid detection of SARS-CoV-2, thus realizing rapid monitoring and diagnostics of SARS-CoV-2 nucleic acid on-site.