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

Sci Rep · 2025 · PMC12255810 · PMID 40652055

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an overall trendno p-value reported

Population density (x2) exhibited an overall trend of initial decline, followed by an increase and subsequent decrease.

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an increasing trendno p-value reported

The preliminary conclusions are as follows: (1) Marathon events in Shandong Province exhibit significant distribution disparities across regions, with spatial characteristics showing distinct dispersion and an increasing trend.

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