We performed a systematic review and metaanalysis to investigate the use of machine learning techniques for predicting stonefree rates following Shockwave Lithotripsy (SWL). Eight papers (3264 patients) were included. Two studies used decisiontree approaches, five studies utilised Artificial Neur .