Fig. 4
Top ten features identified in the Random Forest model for predicting Prolonged Clinical and Endoscopy Remission. The Random Forest classifier for Prolonged Clinical and Endoscopic Remission identified several key clinical features. These included characteristics associated with a severe phenotype, such as a history of surgical failure, use of anti-TNF medication, and relapse within the past years. Additionally, features such as clinical and endoscopic remission over a year, creatinine levels, hemoglobin levels, age at diagnosis, loss of response to anti-TNF medication, Glutamato Piruvate Transaminase (GPT) levels, white cell count, the genetic variant rs7236492, and clinical remission were also found to be significant predictors.
