Wearable sensor-based detection of influenza in presymptomatic and asymptomatic individuals.

Dorota S TempleMeghan Hegarty-CraverRobert D FurbergEdward A PrebleEmma BergstromZoe GardenerPeter DayanandaLydia TaylorNana Marie LemmLukas PapargyrisMicah T McClainBradly P NicholsonAleah BowieMaria MiggsElizabeth PetzoldChristopher W WoodsChristopher ChiuKristin H Gilchrist

Published in: The Journal of infectious diseases (2022)

The data processing and modeling methodology show promise for the early detection of respiratory illness. The detection algorithm is compatible with data collected from smartwatches using optical techniques but needs to be validated in large heterogeneous cohorts in normal living conditions.

Keyphrases

big data
electronic health record
loop mediated isothermal amplification
machine learning
real time pcr
label free
high resolution
deep learning
artificial intelligence
high speed
mass spectrometry