Conclusions
urolithiasis, urinary infection stones
UROLITHIASIS, DISEASE
In conclusion, we developed a preoperative prediction model using machine learning to identify urinary infection stones in vivo. The model is easy to use for both clinicians and patients and may allow clinicians to predict stone types more precisely before surgery, to optimize the disease management of urolithiasis and improve the prognosis of patients.