*Performance of text-mining routines is usually reported using the term “Recall” instead of “Sensitivity” and “Precision” instead of “Positive Predictive Value”. Another common text-mining metric, the
In this study we propose the use of text mining and machine learning methods to predict and detect Surgical Site Infections (SSIs) using textual descriptions of surgeries and post-operative patients’