Spatiotemporal distribution patterns and influencing factors of marathon events: A case study of Shandong province, China

Abstract Marathon events play a crucial role in promoting the synergistic development of sports and tourism economies, significantly influencing the construction of a new “sports + events + tourism” development model and serving as a key driver of regional economic growth. This study analyzed POI da...

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Bibliographic Details
Main Authors: Xinlong Zhao, Yan Wang, Junjin Chen
Format: Article
Language:English
Published: Nature Portfolio 2025-07-01
Series:Scientific Reports
Online Access:https://doi.org/10.1038/s41598-025-11339-6
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