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. 2024 Aug 24;14:19666. doi: 10.1038/s41598-024-69678-9

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© The Author(s) 2024

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 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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Predicting experience from multiple levels of observation: parameters assessed in the BallGame. We considered four levels of observation of interpersonal coordination: personality traits (red), gaming behaviour (blue), finger movement (green) and experience (light-yellow). Each level is described through several parameters. Light-shaded boxes indicate a family relationship between parameters: within personality, this concerns the five traits assessed by the NEO five factor inventory (NEO-FFI); within finger-movement, this concerns five measures of coordination derived from a windowed lagged cross-correlation analysis (WLCC).