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Reliability of multilevel functional data in resistance training biomechanics - a pointwise mixed-modelling approach
Ignas Palamarcukas1, Tianming Zhu2, Pui Wah Kong1
1Physical Education and Sports Science Department, National Institute of Education, Nanyang Technological University, 1 Nanyang Walk, 637616, Singapore.
Abstract:
Despite the increasing use of waveform analysis methods in resistance training biomechanics research, test-retest reliability assessments remain largely focused on discrete outcome measures. Thus, this study aimed to investigate test-retest reliability of joint kinetic waveforms of a heavy lower-body strength training task by adopting a pointwise linear mixed-effects model. In total, 21 participants performed 2 sets of 5 repetitions of rear-foot-elevated split squat (RFESS) at 80% 1-repetition maximum (RM) on two separate sessions, spaced apart by 7.4 ± 1.1 days. Reliability was assessed for joint moment and vertical ground reaction force (vGRF) variables using intraclass correlation coefficient (ICCJ) and smallest detectable change (SDCJ) for J averaged repetitions. Random intercept linear mixed-effects models were applied pointwise to each curve point to acquire variance components for ICCJ and SDCJ. Joint confidence intervals and bands were constructed using bootstrap. The most reliable portions of RFESS were the middle 25-75% region (ICCJ 0.75 to above 0.90), with both the onset and end of repetition showing wide confidence intervals spanning poor-to-excellent ICCJ values. The mixed-effects models revealed that there was substantially more variance attributed to within-session than between-sessions components. Further analysis revealed that ICCJ and SDCJ values could be improved by increasing number of repetitions collected, with diminishing returns past approximately 10 repetitions. In conclusion, parts of RFESS repetition with high force demands show good-to-excellent kinetic waveform reliability in healthy young adults, whereas the start and end of the repetition suggest high uncertainty in reliability and relatively large smallest detectable change thresholds.
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