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. 2020 May 21;10:8427. doi: 10.1038/s41598-020-64643-8

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© The Author(s) 2020

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 license, and indicate if changes were made. The images or other third party material in this article are included in the article’s Creative Commons license, unless indicated otherwise in a credit line to the material. If material is not included in the article’s Creative Commons license 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 license, visit http://creativecommons.org/licenses/by/4.0/.

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Features impact on S model output for OAI dataset. In the left panel, we show the distribution of the impact of a feature value on the model output across all instances. A positive SHAP value indicates a positive impact (probability boost). The colour represents the feature value (blue if low, red if high). In the right panel, we show the average impact magnitude for all instances. Features in both panels are ordered by their total impact.