T Putus, L Vilén, J Atosuo
The prevalence and risk factors of hoarseness among pupils in elementary schools in the South of Finland
Logopedics, phoniatrics, vocology
quick proliferation pandemic diseases imposing many concerns international health infrastructure combat pandemic diseases smart cities artificial intelligence things aiot technology based integration artificial intelligence ai internet things iot commonly used promote efficient control diagnosis outbreak thereby minimizing possible losses however presence multisource institutional data remains one major challenges hindering practical usage aiot solutions pandemic disease diagnosis paper presents novel framework utilizes multisite data fusion boost accurateness pandemic disease diagnosis particular focus case study covid19 lesion segmentation crucial task understanding disease progression optimizing treatment strategies study propose novel multidecoder segmentation network efficient segmentation infections crossdomain ct scans smart cities multidecoder segmentation network leverages data heterogeneous domains utilizes strong learning representations accurately segment infections performance evaluation multidecoder segmentation network conducted three publicly accessible datasets demonstrating robust results average dice score 899 average surface dice 8687 address scalability latency issues associated centralized cloud systems fog computing fc emerges viable solution fc brings resources closer operator offering low latency energyefficient data management processing context propose unique fc technique called pandfog deploy multidecoder segmentation network edge nodes practical clinical applications automated covid19 pneumonia analysis results study highlight efficacy multidecoder segmentation network accurately segmenting infections crossdomain ct scans moreover proposed pandfog system demonstrates practical deployment multidecoder segmentation network edge nodes providing realtime access covid19 segmentation findings improved patient monitoring clinical decisionmaking