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. 2024 Nov 20;24:350. doi: 10.1186/s12911-024-02755-1

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© The Author(s) 2024

Open Access This article is licensed under a Creative Commons Attribution-NonCommercial-NoDerivatives 4.0 International License, which permits any non-commercial use, sharing, 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 you modified the licensed material. You do not have permission under this licence to share adapted material derived from this article or parts of it. 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-nc-nd/4.0/.

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Fig. 6 — The SHAP summary plots for model interpretation. The top 20 important features are represented in the order of the highest to the lowest mean absolute value of SHAP values. a The summary plot shows the sum of SHAP values and each predictor’s impact on the overall model prediction performance (b) The bar plot results are based on the mean value of the SHAP values