Associations between environmental factors and running performance: An observational study of the Berlin Marathon.


Journal

PloS one
ISSN: 1932-6203
Titre abrégé: PLoS One
Pays: United States
ID NLM: 101285081

Informations de publication

Date de publication:
2024
Historique:
received: 20 04 2024
accepted: 01 10 2024
medline: 16 10 2024
pubmed: 16 10 2024
entrez: 16 10 2024
Statut: epublish

Résumé

Extensive research has delved into the impact of environmental circumstances on the pacing and performance of professional marathon runners. However, the effects of environmental conditions on the pacing strategies employed by marathon participants in general remain relatively unexplored. This study aimed to examine the potential associations between various environmental factors, encompassing temperature, barometric pressure, humidity, precipitation, sunshine, cloud cover, wind speed, and dew point, and the pacing behavior of men and women. The retrospective analysis involved a comprehensive dataset comprising records from a total of 668,509 runners (520,521 men and 147,988 women) who participated in the 'Berlin Marathon' events between the years 1999 and 2019. Through correlations, Ordinary Least Squares (OLS) regression, and machine learning (ML) methods, we investigated the relationships between adjusted average temperature values, barometric pressure, humidity, precipitation, sunshine, cloud cover, wind speed, and dew point, and their impact on race times and paces. This analysis was conducted across distinct performance groups, segmented by 30-minute intervals, for race durations between 2 hours and 30 minutes to 6 hours. The results revealed a noteworthy negative correlation between rising temperatures and declining humidity throughout the day and the running speed of marathon participants in the 'Berlin Marathon.' This effect was more pronounced among men than women. The average pace for the full race showed positive correlations with temperature and minutes of sunshine for both men and women. However, it is important to note that the predictive capacity of our model, utilizing weather variables as predictors, was limited, accounting for only 10% of the variance in race pace. The susceptibility to temperature and humidity fluctuations exhibited a discernible increase as the marathon progressed. While weather conditions exerted discernible influences on running speeds and outcomes, they did not emerge as significant predictors of pacing.

Identifiants

pubmed: 39413062
doi: 10.1371/journal.pone.0312097
pii: PONE-D-24-15986
doi:

Types de publication

Journal Article Observational Study

Langues

eng

Sous-ensembles de citation

IM

Pagination

e0312097

Informations de copyright

Copyright: © 2024 Weiss et al. This is an open access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.

Déclaration de conflit d'intérêts

The authors have declared that no competing interests exist.

Auteurs

Katja Weiss (K)

Institute of Primary Care, University of Zurich, Zurich, Switzerland.

David Valero (D)

Ultra Sports Science Foundation, Pierre-Benite, France.

Elias Villiger (E)

Institute of Primary Care, University of Zurich, Zurich, Switzerland.

Volker Scheer (V)

Ultra Sports Science Foundation, Pierre-Benite, France.

Mabliny Thuany (M)

Department of Physical Education, State University of Para, Pará, Brazil.

Felipe J Aidar (FJ)

Group of Studies and Research of Performance, Sport, Health and Paralympic Sports-GEPEPS, The Federal University of Sergipe-UFS, São Cristovão, Sergipe, Brazil.
Department of Physical Education, Federal University of Sergipe-UFS, São Cristovão, Sergipe, Brazil.

Raphael Fabrício de Souza (RF)

Group of Studies and Research of Performance, Sport, Health and Paralympic Sports-GEPEPS, The Federal University of Sergipe-UFS, São Cristovão, Sergipe, Brazil.
Department of Physical Education, Federal University of Sergipe-UFS, São Cristovão, Sergipe, Brazil.

Ivan Cuk (I)

Faculty of Sport and Physical Education, University of Belgrade, Belgrade, Serbia.

Pantelis T Nikolaidis (PT)

School of Health and Caring Sciences, University of West Attica, Athens, Greece.

Thomas Rosemann (T)

Institute of Primary Care, University of Zurich, Zurich, Switzerland.

Beat Knechtle (B)

Institute of Primary Care, University of Zurich, Zurich, Switzerland.
Medbase St. Gallen Am Vadianplatz, St. Gallen, Switzerland.

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Classifications MeSH