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. 2023 Jan 9;13:403. doi: 10.1038/s41598-022-26318-4

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© The Author(s) 2023

Open Access This article is licensed under a Creative Commons Attribution 4.0 International License, which permits use, sharing, adaptation, distribution and reproduction in any medium or format, as long as you give appropriate credit to the original author(s) and the source, provide a link to the Creative Commons licence, and indicate if changes were made. The images or other third party material in this article are included in the article's Creative Commons licence, unless indicated otherwise in a credit line to the material. If material is not included in the article's Creative Commons licence and your intended use is not permitted by statutory regulation or exceeds the permitted use, you will need to obtain permission directly from the copyright holder. To view a copy of this licence, visit http://creativecommons.org/licenses/by/4.0/.

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For the clinical (A), physiologic (B), and combined (C) neurologic decline (ND) prediction models, each contributing feature is displayed on the y axis. The x axis shows each feature’s Shapley Additive Explanations (SHAP) values. A larger SHAP value denotes a higher log odds ratio that a variable’s value added to the prediction. Values are represented in color ranging from red to blue (high to low). The y axis from top to bottom ranks the variables’ importance, which is the mean of their absolute SHAP values.