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Risk Factors Screened by Three Machine Learning Algorithms
| LASSO | SVM-RFE | RF |
|---|---|---|
| Sebum thickness | Sebum thickness | Modic |
| Modic | PLT | Glucose |
| Age | WBC | Albumin |
| AT | Hb | Diabetes |
| Hb | Glucose | WBC |
| Diabetes | Albumin | Hb |
| Glucose | Skin to lamina thickness | ESR |
| Blood transfusion | OP times | Sebum thickness |
| Gender | ESR | Blood transfusion |
| ESR | Modic | AT |
| OP times | ||
| WBC |
Abbreviations: OP-time, Operation time; AT, anesthesia time; WBC, white blood cell; Hb, hemoglobin; PLT, platelet; ESR, erythrocyte sedimentation rate.
