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. 2022 Feb 22;3(4):100452. doi: 10.1016/j.patter.2022.100452

Figure 1.

Figure 1

Visual summary of recidivism prediction study results from SHAP-ShapleyVIC framework, part I: SHAP analysis of the optimal model

(A) The optimal logistic regression model, where low variance inflation factors (VIF close to 1) did not suggest strong correlation.

(B) Variable ranking based on mean absolute SHAP values from the optimal model.

(C) SHAP values (represented by dots) indicate variable contributions to individual predictions.