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- Educational XGBoost classifier predicting synthetic EF < 40% from engineered ECG/clinical features.
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- Trained and tested only on synthetic data; current AUROC is ~0.895.
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- Used to demonstrate the Team 4 MLOps pipeline, model registry, traceability, and evaluation workflow.
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- Not for clinical diagnosis, treatment, screening, or validation.
 
 
 
 
 
 
 
 
 
 
 
 
 
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+ ---
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+
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+ library_name: xgboost
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+ pipeline_tag: tabular-classification
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+ tags: [xgboost, ecg, heart-failure, hfrEF, synthetic-data, mlops]
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+ license: other
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+ --------------
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+
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+ # ECG Heart Failure XGBoost
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+ **Educational XGBoost classifier** predicting synthetic **EF < 40%** from engineered ECG and clinical features.
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+ * **Data:** Synthetic only
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+ * **AUROC:** ~0.895
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+ * **Purpose:** Team 4 MLOps, registry, traceability and evaluation
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+ * **Clinical use:** **Not for clinical diagnosis or decision-making**