Replicating human expertise of mechanical ventilation waveform analysis in detecting patient-ventilator cycling asynchrony using machine learning

•A mismatch between mechanical ventilator delivery and patient demand is referred to as patient-ventilator asynchrony.•Addressing patient-ventilator asynchrony requires a reliable framework for continuously monitoring the patient.•Machine learning may be used to replicate human expertise of mechanical ventilation waveform analysis.