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. 2021 May 28;15:674055. doi: 10.3389/fnins.2021.674055

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Copyright © 2021 Lombardi, Diacono, Amoroso, Monaco, Tavares, Bellotti and Tangaro.

This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) and the copyright owner(s) are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

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Comparison of SHAP and LIME scores. Manhattan plot representing the p values resulting from the correlation analysis between (A) the SHAP scores of the features and the age of the subjects, (B) the LIME scores of the features and the age of the subjects; (C) distributions of correlation values found between the SHAP/LIME scores of the features and the age of the subjects; (D) overlap between the most significant features for the two criteria (SHAP/LIME) selected by varying the percentile threshold of the correlation distributions.