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. 2021 Dec 8;11:23648. doi: 10.1038/s41598-021-03112-2

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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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Contribution of each feature to individual predictions. The x-axis represents the value of the feature, and the y-axis represents the SHAP value. Positive SHAP values indicate the model tends to predict that the flow will increase, whereas negative values indicate that the flow will not increase. BP and HR show correlations with SHAP values, whereas remifentanil flow shows negative correlations.