Machine learning-based personalized training models for optimizing marathon performance through pyramidal and polarized training intensity distributions
Crossref DOI link: https://doi.org/10.1038/s41598-025-25369-7
Published Online: 2025-11-24
Update policy: https://doi.org/10.1007/springer_crossmark_policy
Qin, Gang
Lee, Seongno
Kim, Sungmin
Text and Data Mining valid from 2025-11-24
Version of Record valid from 2025-11-24
Article History
Received: 8 May 2025
Accepted: 20 October 2025
First Online: 24 November 2025
Declarations
:
: The authors declare no competing interests.