Your new experience awaits. Try the new design now and help us make it even better

ORIGINAL RESEARCH article

Front. Physiol.

Sec. Exercise Physiology

Incline-dependency of the power-duration relationship in cross-country skiing

Provisionally accepted
Marton  HorvathMarton Horvath1Erik  Petrus AnderssonErik Petrus Andersson1*Adam  KölnasAdam Kölnas2Adam  SpreitzAdam Spreitz2Hjalmar  BoströmHjalmar Boström2Arvid  SörfeldtArvid Sörfeldt2Dan  KuylenstiernaDan Kuylenstierna2
  • 1Mittuniversitetet Nationellt vintersportcentrum, Östersund, Sweden
  • 2Chalmers University of Technology, Gothenburg, Sweden

The final, formatted version of the article will be published soon.

Introduction: This study aimed to develop a methodology for establishing the power–duration relationship in cross-country skiers and to investigate the influence of incline on the parameters of the critical power (CP) model. Methods: Twelve trained male cross-country skiers performed four constant work-rate predictive trials on a motor-driven treadmill, using the double poling sub-technique, to determine their power–duration relationships at 2° and 8° inclines in a randomized order. The testing protocol also included maximum speed tests performed at both inclines. Power-duration relationships were modeled using the modified three-parameter critical power model. Results: The derived power-duration relationships were significantly different between the two inclines. At an 8° incline, the estimated work capacity above CP (W′) was more than three times higher than at a 2° incline (24.87±8.75 kJ vs. 7.07±1.61 kJ, respectively; Z=3.06, P=0.002, rrb=0.88), which was partly explained by an increased anaerobic power capacity (i.e., Pan=4.82±0.64 W·kg−1 vs. 1.67±0.34 W·kg−1, respectively; Z=3.06, P=0.002, rrb=0.88). Although CP estimates differed by approximately 16% between the two inclines on a group level (2.78±0.22 W·kg−1 vs. 2.39±0.74 W·kg−1 at a 2° and at an 8° incline, respectively), a moderate non-significant effect of incline was observed with large individual variances (Z=1.88, P=0.06, rrb=0.54). The incline had a non-significant effect on the time constant parameter estimates (Z=1.57, P=0.12, rrb=0.45), yet inter-individual variation remained considerable. Discussion: The findings demonstrate that in cross-country skiing, both W ′ and Pan are highly incline-dependent, showing markedly higher values at steeper gradients. Moreover, the variability observed in CP and W′ across inclines exceeded the typical sensitivity of these parameters to external factors reported in cycling. A large proportion of the incline-related changes in model parameters could be explained by accounting for the estimated variations in gross efficiency across speeds and inclines. However, the persistence of a significant difference in W' even when expressed in terms of estimated metabolic power at steeper inclines suggests the involvement of additional physiological mechanisms, potentially a larger amount of recruited muscle mass due to differences in muscle fiber recruitment between conditions.

Keywords: aerobic capacity, Anaerobic capacity, critical power, performance prediction, Performance testing, power output, sportsperformance, three-parameter critical power model

Received: 24 Sep 2025; Accepted: 28 Oct 2025.

Copyright: © 2025 Horvath, Andersson, Kölnas, Spreitz, Boström, Sörfeldt and Kuylenstierna. This is an open-access article distributed under the terms of the Creative Commons Attribution License (CC BY). The use, distribution or reproduction in other forums is permitted, provided the original author(s) or licensor are credited and that the original publication in this journal is cited, in accordance with accepted academic practice. No use, distribution or reproduction is permitted which does not comply with these terms.

* Correspondence: Erik Petrus Andersson, erik.andersson@miun.se

Disclaimer: All claims expressed in this article are solely those of the authors and do not necessarily represent those of their affiliated organizations, or those of the publisher, the editors and the reviewers. Any product that may be evaluated in this article or claim that may be made by its manufacturer is not guaranteed or endorsed by the publisher.