Input variables Weight in lbs Ventilator Dependant No Yes Functional status before the surgery Independent Partially dependant Totally dependant Wound Infection Clean Clean Contaminated Contaminated Dirty/Infected Days from Hospital Admission to Operation Operation Time in Minutes Elective Surgery No Yes Preoperative WBC Select Model Prediciting Reoperation with Random Forest Predict Clear