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. 2019 Jan 24;9:676. doi: 10.1038/s41598-018-35803-8

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© The Author(s) 2019

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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Summary diagram of the path analysis of the different network architectural patterns on mean spreading time analyzed for the binary and the quantitative scenario. Arrow thickness is scaled to standardized coefficients from the path analysis and illustrates the relative effect strength. Significant effects are represented in black lines and non-significant effects are represented in gray lines. Effects of connectance and richness are split between direct effects and indirect effects through changes in modularity and nestedness.