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. 2024 May 27;24:177. doi: 10.1186/s12883-024-03630-2

Fig. 4.

Fig. 4

Partial dependence plots of critical features show how a risk factor affects the model prediction. The gray horizontal line in the plot above represents the expected value of the model when applied to the California housing dataset. The vertical gray line represents the average value of the median income feature. The vertical axis is the final prediction of the model. Partial dependence plots for the RF model’s top 5 most essential elements are (a) mRS, (b) D-Dimer, (c) intracranial parenchymal hematoma, (d) Fisher, (e) NLR