Evidence map›Paper›PMID 42712078›Full record

ArticlePhysiological reports2026

Temperature-driven modulation of factors influencing full-Marathon time in male recreational runners.

Koshiro Inoue, Akihiko Yamaguchi, Yoshiharu Nabekura, Toru Ishihara, Takemune Fukuie

Abstract read
In one paragraph

Article in Physiological reports, 2026. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Not yet cited in PubMed.

0numbers the graph read from it
0cells of the map it votes in
0citing papers in PubMed
–field-weighted citation impact
1 · What the graph read from it

What it found

Each row is one number read from the abstract, on the scale the paper reported it, with its interval. Left of the dashed line favours the treatment, right favours the comparator. Under each row is the sentence it came from. New to these charts? A ten-minute tutorial.

The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.

2 · The registry

The trial behind it

Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.

Neither the registry nor the abstract names a trial number. If this is a trial report, that itself is worth knowing.

3 · Its place in the literature

Who cites it

0 citing papers in PubMed.

No citing paper in PubMed yet.

4 · The record

Corrections and comments

PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.

5 · Who and what money

Authors and funding

5 authors.

Koshiro InoueCenter for Education in Liberal Arts and Sciences, School of Rehabilitation Sciences, Health Sciences University of Hokkaido, Tobetsu, Hokkaido, Japan.ORCID https://orcid.org/0000-0002-8515-699X
Akihiko YamaguchiCenter for Education in Liberal Arts and Sciences, School of Rehabilitation Sciences, Health Sciences University of Hokkaido, Tobetsu, Hokkaido, Japan.
Yoshiharu NabekuraInstitute of Health and Sport Sciences, University of Tsukuba, Tsukuba, Ibaraki, Japan.
Toru IshiharaGraduate School of Human Development and Environment, Kobe University, Kobe, Hyogo, Japan.
Takemune FukuieCenter for Education in Liberal Arts and Sciences, School of Nursing and Social Services, Health Sciences University of Hokkaido, Tobetsu, Hokkaido, Japan.

Funding

MEXT | Japan Society for the Promotion of Science (JSPS) 23K10637
6 · The paper itself

Abstract

The weather during full-marathon events is expected to become warmer due to global warming, making heat preparations a key challenge for runners. To gain insight into this challenge, we examined whether associations between full-marathon finish time and selected factors differed across the Tsukuba Marathon 2023 and 2022, and the Hokkaido Marathon 2023, which represent optimal, moderate, and extreme temperatures, respectively. Questionnaire-based measurements of full-marathon personal best (PB), age, running experience (career), body mass index (BMI), weekly running distance and frequency, longest running distance, and finish time were analyzed using hierarchical multiple regression analysis, followed by simple slope analyses for significant interactions. The analysis included 1938 male runners. Event-based ambient temperature conditions independently explained approximately 11% of the variance in finish time. Temperature conditions significantly modulated the relationships between finish time and PB, age, career, and BMI, whereas no such effect was observed for running distance, frequency, and longest run. Specifically, the temperature-related increase in finish time tended to be greater in runners characterized by faster PB time, older age, lower career values, and higher BMI. Running capacity, age, running experience, and BMI may serve as key targets in strategies to counteract heat-related marathon performance decline in male recreational runners.

Indexed as

Athletic PerformanceMarathon RunningPhysical EnduranceRunningTemperatureAdultBody Mass IndexHumansMaleMiddle Agedfull‐marathonperformance determinantsrecreational runnertemperature differences

Identifiers

PMID42712078
PMCPMC13554990

What OpenQuestion holds

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Registered trials

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Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.