ASA= physical status classification system, CRSwNP=chronic
rhinosinusitis with nasal polyps, ESS=endoscopic sinus surgery,
NERD=non-steroidal anti-inflammatory drug exacerbated respiratory
disease.
Figure 1. AUC (a) and F1-score (b) as a number of variables for
different classifiers. AUC = Area under the Receiver operating
characteristic (ROC) -curve
Figure 2. ROC curves for logistic regression classifiers when
data were collected from the baseline visit until 0, 3, 6 and 12 months
after the baseline ESS. AUC = Area under the Receiver operating
characteristic (ROC) -curve
Figure 3. SHAP values for the ten most important (sum of the
absolute SHAP values) variables for random forest classifier. The red
points indicate higher and the blue points lower values than the average
value of the variable. SHAP = Shapley value.