Classifier Variables Score
Random forest Number of visits from the baseline ESS to 6 months postoperatively 133
Asthma 94
CRSwNP 93
NERD 85
Immunodeficiency 84
Age, baseline ESS 60
Musculoskeletal diseases 56
Immunodeficiency or its suspicion 54
Obstr sleep apnea 52
Cancer 51
Logistic regression Number of visits from the baseline ESS to 6 months postoperatively 150
CRSwNP 134
Immunodeficiency or its suspicion 103
NERD 90
Time from the baseline visit to the baseline ESS (days) 76
Asthma 74
Visit frequency between the baseline visit to the baseline ESS 72
Allergy 45
ASA value 42
Number of visits before the baseline ESS (0-12 months) 42
Gradient boosting Number of visits from the baseline ESS to 6 months postoperatively 149
CRSwNP 110
Asthma 103
Memory disorders 77
Obesity 71
Immunodeficiency 61
NERD 57
Immunodeficiency or its suspicion 54
Cancer 51
Mental disorders 48