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Fig. 4 | BMC Medical Informatics and Decision Making

Fig. 4

From: Death risk prediction model for patients with non-traumatic intracerebral hemorrhage

Fig. 4

A. SHAP variable importance chart, displaying the included features arranged in descending order based on their average absolute SHAP values. B and C. SHAP force plots for two cases: Each feature’s contribution is denoted by color, with purple signifying a negative impact on the prediction (indicated by an arrow pointing left, resulting in a decrease in SHAP value), and yellow signifying a positive impact (indicated by an arrow pointing right, increasing in SHAP value). The length of the color bar represents the magnitude of the contribution, while E[f(x)] corresponds to the SHAP reference value, which is the model’s mean prediction. f(x) denotes the individual SHAP value

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