Machine learning approaches in predicting ambulatory same day discharge patients after total hip arthroplasty.

Machine learning algorithm exhibited acceptable model quality and accuracy. Machine learning algorithms highlighted the as yet unrecognized impact of laboratory testing on future patient ambulatory pathway assignment.