Diagnostic assessment of a deep learning system for detecting atrial fibrillation in pulse waveforms.
Ming-Zher PohYukkee Cheung PohPak-Hei ChanChun-Ka WongLouise PunWangie Wan-Chiu LeungYu-Fai WongMichelle Man-Ying WongDaniel Wai-Sing ChuChung-Wah SiuPublished in: Heart (British Cardiac Society) (2018)
In this evaluation of PPG waveforms from adults screened for AF in a real-world primary care setting, the DCNN had high sensitivity, specificity, PPV and NPV for detecting AF, outperforming other state-of-the-art methods based on handcrafted features.