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apnea event detection - Coggle Diagram

- - - - ECG
        
        raw ECG
        
        Physionet-apnea ECG dataset
        
        1D CNN
        
        doi.org/10.1007/s13534-017-0055-y(0123456789().,-volV)(0123456789().,-volV)
        Link Title
        
        CNN+LSTM
        
        https://doi.org/10.1016/j.bspc.2021.103125
        Download
        
        Instataneus Heart Rate from ECG
        
        Physionet-apnea ECG dataset
        
        10.1109/BHI.2017.7897263
        https://drive.google.com/file/d/1jVJ3ackPUQhxCYs9Z46YzxJuTef-gzIg/view?usp=share_link
        
        Z3Score® System
        
        10.1183/23120541.sleepandbreathing-2021.78
        
        Extracted features
      - PPG
        
        SpO2+other extracted features
        
        Private data from University Hospitals Leuven(Belgium)
        
        Methods
        
        10.22489/CinC.2018.134
        
        Sleep Heart Health Study Datasets
        
        Methods
        
        10.1109/EMBC48229.2022.9871295
        
        Raw PPG
        
        SOMNIA dataset
        
        41.31 ± 33.69% sensitivity, 91.86 ± 9.82% specificity, 52.54 ± 37.76% precision,
        82.66±15.66% accuracy and 0.32±0.26 agreement
        
        10.1038/s41598-019-53403-y
        
        extracted features
        
        SOMNIA dataset
        
        Methods
        use 212 extracted feature for deep learning model
        
        10.1038/s41598-020-69935-7