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Prescription rate prediction on London Prescription Outcomes Hypertension (Ten-fold cross-validation)

0.869R2 ScoreUST-GNN
0.64020.69960.7590.8184Apr 7, 2025

Evaluation results

MethodLinks
UST-GNNMethod Category=Proposed Method2025.040.869
Geo-XGBOOST(Spatial weight matrix)Spatial Representation=Spatial weight matrix2025.040.801
Geo-LightGBM (Spatial weight matrix)Spatial Representation=Spatial weight matrix2025.040.79
GWRMethod Category=Statistical Baseline2025.040.752
SLMMethod Category=Statistical Baseline2025.040.725
Geo-XGBOOST(Coordinates)Spatial Representation=Coordinates2025.040.725
Geo-LightGBM (Coordinates)Spatial Representation=Coordinates2025.040.72
Random ForestMethod Category=Machine Learning Baseline2025.040.671
LightGBMMethod Category=Machine Learning Baseline2025.040.649