Assessment of Maximum Oxygen Uptake in Elite Youth Soccer Players: A Comparative Analysis of Smartwatch Technology, Yoyo Intermittent Recovery Test 2, and Respiratory Gas Analysis

Peter Düking, Ludwig Ruf, Stefan Altmann, Maximiliane Thron, Philipp Kunz, B. Sperlich
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Abstract

The maximum oxygen uptake (VO2max) is a critical factor for endurance performance in soccer. Novel wearable technology may allow frequent assessment of V̇O2max during non-fatiguing warm-up runs of soccer players with minimal interference to soccer practice. The aim of this study was to assess the validity of VO2max provided by a consumer grade smartwatch (Garmin Forerunner 245, Garmin, Olathe, USA, Software:13.00) and the YoYo Intermittent Recovery Run 2 (YYIR2) by comparing it with respiratory gas analysis. 24 trained male youth soccer players performed different tests to assess VO2max: i) a treadmill test employing respiratory gas analysis, ii) YYIR2 and iii) during a non-fatiguing warm-up run of 10 min wearing a smartwatch as recommended by the device-manufacturer on 3 different days within 2 weeks. As the device-manufacturer indicates that validity of smartwatch-derived VO2max may differ with an increase in runs, 16 players performed a second run with the smartwatch to test this claim. The main evidence revealed that the smartwatch showed an ICC of 0.37 [95% CI: -0.25; 0.71] a mean absolute percentage error (MAPE) of 5.58% after one run, as well as an ICC of 0.54 [95% CI: -0.3; 8.4] and a MAPE of 1.06% after the second run with the smartwatch. The YYIR2 showed an ICC of 0.17 [95% CI: -5.7; 0.6]; and MAPE of 4.2%. When using the smartwatch for VO2max assessment in a non-fatiguing run as a warm-up, as suggested by the device manufacturer before soccer practice, the MAPE diminishes after two runs. Therefore, for more accurate VO2max assessment with the smartwatch, we recommend to perform at least two runs to reduce the MAPE and enhance the validity of the findings.
评估青少年精英足球运动员的最大摄氧量:智能手表技术、Yoyo 间歇恢复测试 2 和呼吸气体分析的比较分析
最大摄氧量(VO2max)是足球耐力表现的关键因素。新型可穿戴技术可以在足球运动员进行非疲劳性热身跑步时频繁评估最大摄氧量,并将对足球训练的干扰降至最低。本研究旨在评估消费级智能手表(Garmin Forerunner 245,Garmin,Olathe,USA,Software:13.00)和 "悠悠间歇恢复跑 2"(YYIR2)提供的 VO2max 值的有效性,并将其与呼吸气体分析进行比较。24 名训练有素的男性青少年足球运动员进行了不同的测试以评估最大氧饱和度:i) 采用呼吸气体分析的跑步机测试;ii) YYIR2;iii) 在 2 周内的 3 个不同的日子,按照设备制造商的建议,佩戴智能手表进行 10 分钟的非疲劳热身跑。由于设备制造商指出,智能手表得出的 VO2max 值的有效性可能会随着跑步次数的增加而不同,因此 16 名运动员佩戴智能手表进行了第二次跑步,以验证这一说法。主要证据显示,智能手表在一次跑步后的 ICC 为 0.37 [95% CI: -0.25; 0.71],平均绝对百分比误差 (MAPE) 为 5.58%,而使用智能手表进行第二次跑步后的 ICC 为 0.54 [95% CI: -0.3; 8.4],平均绝对百分比误差 (MAPE) 为 1.06%。YYIR2 的 ICC 为 0.17 [95% CI: -5.7; 0.6],MAPE 为 4.2%。按照设备制造商的建议,在足球训练前使用智能手表进行非疲劳跑热身,评估 VO2max 时,MAPE 会在两次跑后减小。因此,为了使用智能手表进行更准确的 VO2max 评估,我们建议至少进行两次跑步,以降低 MAPE,提高评估结果的有效性。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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