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. 2021 May 24;11:10805. doi: 10.1038/s41598-021-90264-w

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© The Author(s) 2021

Open AccessThis 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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SHAP summary plot with the top 15 features ordered by feature importance. The class reference is defined as Female. A high number of ground duels increases the probability of the model classifying a female player. On the other side, high value of ground duels decreases the likelihood of prediction class Female, which is equivalent to increase the probability of predicting a male player.