Research article - (2026)25, 272 - 281
DOI:
https://doi.org/10.52082/jssm.2026.272
Determinants of Cardiovascular Load Variability During Small-Sided Games: Influence of Game Format, Bout Intensity, and Yo-Yo Intermittent Recovery Performance
Aleksandra Kisilewicz1,, Małgorzata Smoter2, Robert Trybulski3,4
1Faculty of Medicine, Wrocław University of Science and Technology, Wrocław, Poland
2Department of Basic Physiotherapy, Gdańsk University of Physical Education and Sport, Gdańsk, Poland
3Medical Department, Wojciech Korfanty Upper Silesian Academy in Katowice, Katowice, Poland
4Provita Żory Medical Center, Żory, Poland

Aleksandra Kisilewicz
✉ Faculty of Medicine, Wrocław University of Science and Technology, Wrocław, Poland
Email: aleksandra.kisilewicz@pwr.edu.pl
Received: 24-11-2025 -- Accepted: 06-01-2026
Published (online): 01-03-2026
Narrated in English

ABSTRACT

Using a randomized, counter-balanced cross-over design in under-19 male soccer players, this study examined whether within-player cardiovascular load variability during small-sided games (SSGs) is more strongly associated with game format (3v3 vs 5v5), intermittent aerobic capacity, or the mean heart-rate intensity achieved across bouts. Sixty players (17-19 years) completed two weeks of SSGs, performing four 3-min bouts per format with 2-min recovery. Heart rate (HR) was recorded continuously. Cardiovascular variability for each format was quantified for each player as the coefficient of variation of bout-level HRmean across the four 3-min bouts (CV% = SD/mean × 100). Intermittent aerobic capacity was assessed using the Yo-Yo Intermittent Recovery Test Level 1 (Yo-Yo IR1). Linear mixed-effects modelling examined the independent associations between format, Yo-Yo IR1 performance, mean HR intensity, and CV% was log-transformed to address skewness and improve model residuals. Paired comparisons showed that HRmean was higher in 3v3 than in 5v5 (p < 0.001), whereas between-player variability (CV%) was higher in 5v5 than in 3v3. Specifically, CV% was 1.97 ± 0.81% in 3v3 versus 2.61 ± 1.21% in 5v5, while mean HR intensity was 180.9 ± 2.8 bpm in 3v3 compared with 173.6 ± 3.6 bpm in 5v5. The mixed model indicated that mean HR intensity was the only significant predictor of cardiovascular variability (β = -0.027, 95% CI = -0.050 to -0.005, p = 0.019). Neither SSG format (β = 0.056, p = 0.618) nor Yo-Yo IR1 performance (β = -0.00008, p = 0.385) were significant predictors. The fixed-effects structure explained 13.6% of the variance (marginal R2 = 0.136). Within the training conditions studied, higher mean HR intensity was associated with lower bout-to-bout HR variability. However, the fixed effects explained a modest proportion of variance, indicating that additional unmeasured factors likely contribute to cardiovascular load variability.

Key words: Heart rate, physiological responses, football, sports training, training design

Key Points
  • Higher mean heart-rate intensity was the only significant predictor of cardiovascular load variability—higher HR during bouts was associated with lower variability across repetitions.
  • Game format (3v3 vs 5v5) did not independently influence cardiovascular variability once intensity was accounted for, despite descriptively higher CV% in 5v5.
  • Intermittent aerobic capacity (Yo-Yo IR1 performance) showed no significant association with bout-to-bout cardiovascular variability in these youth players.








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