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Methodological demonstration on SYNTHETIC data (n=2,500): explainable XGBoost + SHAP model for 1-year mortality in hemodialysis, examining vascular access, inflammation and nutritional status. Not a validated clinical tool.
Venostent — independent third-party profile of a public API surface, by API Evangelist. VenoStent is a clinical-stage medical device company based in Houston, Texas, developing SelfWrap, a bioabsorbable perivascular wrap designed to reduce arteriovenous (AV) access-site failures in chronic kidney disease patients requiring hemodialysis.