![]() Summary of the Contributions of Each Input Feature to Each Outcome for a Random Forest Model With 135 Input FeaturesĮTable 11. Summary of the Contributions of Each Input Feature to Each Outcome for a Random Forest Model With 105 Input FeaturesĮTable 10. Summary of the Contributions of Each Input Feature to Each Outcome for a Random Forest Model With 55 Input FeaturesĮTable 9. Random Forest Model Performance Measurements for Complications With 95% CIs Calculated by 1000 Bootstrap Samples on the Validation CohortĮTable 8. Summary of the Contributions of Each Input Feature to Each Outcome for a Generalized Additive Model With 135 Input FeaturesĮTable 7. Summary of the Contributions of Each Input Feature to Each Outcome for a Generalized Additive Model With 101 Input FeaturesĮTable 6. Summary of the Contributions of Each Input Feature to Each Outcome for a Generalized Additive Model With 55 Input FeaturesĮTable 5. Generalized Additive Model Performance Measurements for Complications With 95% CIs Calculated by 1000 Bootstrap Samples on the Validation CohortĮTable 4. Development and Validation Cohort Characteristics of Features Used for MySurgeryRisk Model DevelopmentĮTable 3. ![]() Outcome Dashboard Page of the MySurgeryRisk Mobile AppĮTable 1. Patient Similarity Comparison Page of the MySurgeryRisk Mobile AppĮFigure 11. Risk Assessment Page of the MySurgeryRisk Mobile AppĮFigure 10. Postlogin Page of the MySurgeryRisk Mobile AppĮFigure 9. Outcome Dashboard Page of the MySurgeryRisk Web PlatformĮFigure 8. Risk Assessment Comparison Page of the MySurgeryRisk Web PlatformĮFigure 7. ![]() Risk Assessment Page of the MySurgeryRisk Web PlatformĮFigure 6. Postlogin Page of the MySurgeryRisk Web PlatformĮFigure 5. Initial Signup Page of the MySurgeryRisk Web PlatformĮFigure 4. Flow Diagram of MySurgeryRisk Model Development and Validation CohortsĮFigure 3. Source of Data, Participants, Outcomes, Predictor Variables, Data Transformer, Optimization of Surgical Procedure Codes, Calculation of Risk Score, Model Performance, General Additive Model, Random Forests Classifier, Real-Time Intelligent Perioperative Platform, and Analytic Workflow of MySurgeryRiskĮFigure 1.
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