Experimental Tg’ of 20 additional formulations compared with predicted Tg’ using XGBoost and linear models. حسب Lillian Li (11337679)

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Details on excipient of interest in case study 1 step 5 analysis applying the selected Extra trees model for virus A titer loss following a one-week incubation at 37°C. حسب Lillian Li (11337679)

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Model validation (case 1). حسب Lillian Li (11337679)

مؤلفون آخرون: "…Sung-In Back (21526276)…"

Details on excipient of interest analysis in case study 2 applying the selected XGBoost model for Tg’ predictions. حسب Lillian Li (11337679)

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Analysis of feature importance by Wrapper method using single feature elimination. حسب Lillian Li (11337679)

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SHAP analysis used for feature selection in case study 1 step 3 analysis applying the selected Extra trees model for virus A titer loss after one-week at 37°C. حسب Lillian Li (11337679)

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Schematic work-flow diagram of vaccine formulation development using machine learning-based tool. حسب Lillian Li (11337679)

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Data size, algorithm, and cross validation metrics in case study 1. حسب Lillian Li (11337679)

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Correlation heatmap showing non-linear correlation of residual rHSA and spiked rHSA concentration to the predicted titer loss at one-week 37°C. حسب Lillian Li (11337679)

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Model optimization strategy and decision tree. حسب Lillian Li (11337679)

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Predicted Tg’ errors for 20 additional formulations of case study 2 using linear (a) and XGBoost (b) models. حسب Lillian Li (11337679)

مؤلفون آخرون: "…Sung-In Back (21526276)…"