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  Ensemble approach to predicting outcomes in lower grade glioma based on GSL gene expression and metabolic simulation
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- Models trained on TCGA and CGGA LGG data (Initial models trained on TCGA and validated against CGGA). This repo contains:
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- - `models/`:
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- - `SVM.pkl`, `RandomForest.pkl`, `XGBoost.pkl`, `LogisticRegression.pkl` — sklearn pipelines
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- - `ANN_pipeline.pkl` — full sklearn Pipeline with skorch wrapper
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- - `ANN_params.pt` — PyTorch weights for ANN (optional if pipeline already includes)
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- - `ensemble/`:
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- - `scaler.pkl` — StandardScaler used for ensemble logits
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- - `beta_vec.npy` — Cox coefficients for ensemble
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- - `ens_threshold.json` — tuned ensemble threshold
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- - `thresholds/per_model_thresholds.json`
 
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  ---
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  Ensemble approach to predicting outcomes in lower grade glioma based on GSL gene expression and metabolic simulation
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+ Models trained on TCGA and CGGA LGG data (Initial models trained on TCGA and validated against CGGA).
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+
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+ Will update repo contents information.