Evidence map›Paper›PMID 42207809›Full record

Observational studyPloS one2026

Association between pre-competition strength and sprint canoe/kayak performance: A mixed-effects analysis of professional Chinese athletes.

Zongwei Chen, Zhaoqian Li, Xing Zhang, Hongyi Shen, Le Yang, Birong Lin, Xiaoyin Zhang, Yangsheng Lin

Abstract readObservational Study
In one paragraph

Observational study in PloS one, 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

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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

8 authors.

Zongwei ChenDepartment of Physical Education and Sport, Faculty of Sport Sciences, University of Granada, Granada, Spain.ORCID https://orcid.org/0009-0000-8270-616X
Zhaoqian LiSchool of Physical Education, Shandong University, Jinan, China.
Xing ZhangDepartment of Physical Education and Sport, Faculty of Sport Sciences, University of Granada, Granada, Spain.
Hongyi ShenFuzhou Kuiheng Sports Co., Ltd., Fuzhou, China.
Le YangFuzhou Kuiheng Sports Co., Ltd., Fuzhou, China.
Birong LinFuzhou Kuiheng Sports Co., Ltd., Fuzhou, China.
Xiaoyin ZhangBeijing Municipal Pollution Source Management Center, Beijing, China.
Yangsheng LinFuzhou Kuiheng Sports Co., Ltd., Fuzhou, China.ORCID https://orcid.org/0009-0007-8936-0780

Funding

No grant is acknowledged in the PubMed record.

6 · The paper itself

Abstract

This study aimed to examine the associations between pre-competition strength measures and sprint canoe and kayak performance. A post-hoc observational cross-sectional analysis was conducted using official results from the 2023 National Canoe Sprint Autumn Championships (China). Pre-competition strength testing included the one-repetition maximum of the hexagonal deadlift (HDL), bench press (BP), and prone bench pull (PBP), as well as the maximum number of repetitions in the pull-up (PU). Preliminary race results from single-paddler canoe and kayak events were analyzed, including men's 200-m and 1000-m races and women's 200-m and 500-m races. A generalized linear mixed-effects model was used to analyze the data (n = 133; 69 men, 64 women). Fixed effects included relative strength (HDL, BP, PBP, and PU), distance (200 m, 500 m, and 1000 m) and their interactions, sex (male and female), modality (canoe and kayak), and body mass. Athlete identity and heat were treated as random effects. The main findings were: (i) The main model revealed that PBP significantly affected 200 m race time (estimate = -16.7%, p < 0.001), but its effect was reduced at 500 and 1000 m (-6% to -1%); (ii) sensitivity analyses indicated that PBP had a greater influence on race time in men (-19.7% to -7.8%) than in women (-10.9% to 2.6%), whereas PU was significant only in women (-0.254%, p = 0.043); (iii) PBP had a stronger impact on race time in kayak than in canoe (-25.7% to -8.3% vs. -8.6%). Although no strength variables reached statistical significance in canoe (p = 0.060-0.239), improvements in PU may still meaningfully contribute to race performance in this modality (95% confidence interval = -0.45% to 0.00935%). Therefore, integrating targeted upper-body resistance training into pre-competition preparation may therefore support improved race outcomes in Chinese professional canoe and kayak athletes.

Indexed as

AthletesAthletic PerformanceMuscle StrengthRunningAdultChinaCross-Sectional StudiesFemaleHumansMaleYoung Adult

Identifiers

PMID42207809
PMCPMC13218461

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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.