Causal Inference via Nonlinear Variable Decorrelation for Healthcare Applications

Features Explanation Heart Disease age middle Patients between the ages of 40 and 60 #major vessels0 The number of major vessels (0-3) colored by flourosopy is 0 fixed defect Thalium stress test result is fixed defect pressure normal Blood pressure within the normal range ST-T wave abnormality Resting electrocardiography result is ST-T wave abnormality cholesterol edge Serum cholesterol is in range (200, 220] mg/dl lower than 120mg/ml Fasting blood sugar is lower than 120mg/ml non-anginal pain Chest pain type is non-angina cholesterol high Serum cholesterol is higher than 220 mg/dl no exercise induced angina not Exercise induced angina downsloping Slope of peak exercise ST segment is downsloping heart disease It refers to the presence of heart disease in the patient Esophageal Cancer Modified Ryan Score 2.0 (near complete response): single cells or rare small groups of cancer cells Esophagectomy Procedure 4 Complete MIS/Robotic McKeown (Three-Hole) esophagectomy tobacco use Use tobacco Alcohol Use Use Alcohol Neoadjuvant Radiation Patient underwent neoadjuvant radiation Histological Grade 2 How differentiated the tumor is: Moderately Differentiated Final Histology 1 History: Adenocarcinoma Histological Grade 3 How differentiated the tumor is: Poorly Differentiated clinical m Stage 1 Details any spread (metastasis) to other sites of the body: M0 esoph tumor location 4 Lower Thoracic, including GE junction Esophagectomy Procedure 5 Hybrid (Laparoscopy + Thoracotomy) McKeown (Three-Hole) esophagectomy recurrence Details whether the patient experience recurrence of their cancer Cauda Equina Syndrome elixsum