Calculation of upper esophageal sphincter restitution time from high resolution manometry data using machine learning

•Physiological data for the restitution time of the upper esophageal sphincter are provided.•The restitution time is determined by swallowing specialists and objectively by a Machine Learning model.•The implemented Machine Learning model is partly independent of the input of the investigators.•The methods provided can be a basis for a complete automatic evaluation of high resolution manometry data in the future.