Objectives: This study aimed to assess stroke coordination and biomechanics in elite U23 male kayakers under valid on-water conditions (instrumented K1 kayak on a competition lake) across race-relevant stroke frequencies (60, 80, and 100 strokes·min−1). Methods: To achieve our aims, twelve male athletes (age 21.00 ± 0.47 years) completed 500 m trials at three randomized paddle frequencies (60, 80, 100 strokes·min−1) with 10 min of passive recovery in-between. Data were collected with inertial measurement units, and a customized seat/footrest with integrated strain-gauge sensors. Results: Principal Component Analysis identified four key components: MechanicalWork, Mechanical Energy, Stroke Variability (PCI, Phase Coordination Index), and boat acceleration, accounting for 76% of total variance. Linear mixed-effects models (within-subject LME; Participant random intercept; Satterthwaite df) revealed that Mechanical Work (χ2 = 17.10, p < 0.001) and Mechanical Energy (χ2 = 53.10, p < 0.001) increased significantly with stroke frequency. Phase Coordination Index showed a significant increase at 60 and 100 strokes·min−1 (χ2 = 16.78, p < 0.001; t = 4.78, p < 0.001), while boat acceleration was not significantly affected (χ2 = 4.95, p = 0.08). The PCI correlated negatively with Mechanical Work (r = −0.37, p = 0.022) and positively with boat acceleration (r = 0.39, p = 0.010). Effect sizes were moderate to large (ηp2 = 0.18–0.36; corresponding 95% confidence intervals are reported in the main text). For the primary mechanical indicator (Paddle Factor), the mixed-effects model yielded a marginal R2 = 0.57, reflecting the proportion of variance explained by cadence. Conclusions: Approximately 80 strokes·min−1 may represent a condition in which coordination metrics appear comparatively favorable. These findings are exploratory and hypothesis-generating, not prescriptive. No causal inference can be drawn, and any training application attempts should await replication in larger, longitudinal and randomized studies.

Stroke Frequency Effects on Coordination and Performance in Elite Kayakers / S. Vando, L.A. Peyré-Tartaruga, I. Melenco, W. Dhahbi, L. Russo, J. Padulo. - In: BIOMECHANICS. - ISSN 2673-7078. - 6:1(2026 Jan 01), pp. 2.1-2.25. [10.3390/biomechanics6010002]

Stroke Frequency Effects on Coordination and Performance in Elite Kayakers

J. Padulo
Ultimo
2026

Abstract

Objectives: This study aimed to assess stroke coordination and biomechanics in elite U23 male kayakers under valid on-water conditions (instrumented K1 kayak on a competition lake) across race-relevant stroke frequencies (60, 80, and 100 strokes·min−1). Methods: To achieve our aims, twelve male athletes (age 21.00 ± 0.47 years) completed 500 m trials at three randomized paddle frequencies (60, 80, 100 strokes·min−1) with 10 min of passive recovery in-between. Data were collected with inertial measurement units, and a customized seat/footrest with integrated strain-gauge sensors. Results: Principal Component Analysis identified four key components: MechanicalWork, Mechanical Energy, Stroke Variability (PCI, Phase Coordination Index), and boat acceleration, accounting for 76% of total variance. Linear mixed-effects models (within-subject LME; Participant random intercept; Satterthwaite df) revealed that Mechanical Work (χ2 = 17.10, p < 0.001) and Mechanical Energy (χ2 = 53.10, p < 0.001) increased significantly with stroke frequency. Phase Coordination Index showed a significant increase at 60 and 100 strokes·min−1 (χ2 = 16.78, p < 0.001; t = 4.78, p < 0.001), while boat acceleration was not significantly affected (χ2 = 4.95, p = 0.08). The PCI correlated negatively with Mechanical Work (r = −0.37, p = 0.022) and positively with boat acceleration (r = 0.39, p = 0.010). Effect sizes were moderate to large (ηp2 = 0.18–0.36; corresponding 95% confidence intervals are reported in the main text). For the primary mechanical indicator (Paddle Factor), the mixed-effects model yielded a marginal R2 = 0.57, reflecting the proportion of variance explained by cadence. Conclusions: Approximately 80 strokes·min−1 may represent a condition in which coordination metrics appear comparatively favorable. These findings are exploratory and hypothesis-generating, not prescriptive. No causal inference can be drawn, and any training application attempts should await replication in larger, longitudinal and randomized studies.
kayaking biomechanics; stroke frequency; movement variability; bilateral coordination; wearable sensors; on-water assessment; performance optimization;
Settore MEDF-01/B - Metodi e didattiche delle attività sportive
1-gen-2026
Article (author)
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Utilizza questo identificativo per citare o creare un link a questo documento: https://hdl.handle.net/2434/1208139
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