Random forest, with considerably lower errors (130 vs. Generalized estimating equations found that number of impacts >3g (p = 0.004) and game time (p = 0.016) were most strongly associated with post-match. There was a 129 ± 152% increase in in response to AFL competition. Generalized estimating equations and random forest models were constructed to determine the extent to which match-load indices and pre-match explained post-match. An athlete-tracking technology was used to quantify match load. was collected 24–36 hours before match and 34–40 hours after match during 8 in-season rounds. Twenty-six professional players were assessed during a competitive Australian Football League (AFL) season. J Strength Cond Res XX(X): 000–000, 2019-The purpose of this study was to investigate the relationships between serum creatine kinase, an indirect marker of muscle damage, and specific indices of match load in elite Australian football. Deceleration, acceleration, and impacts are strong contributors to muscle damage in professional Australian football. Abstract Gastin, PB, Hunkin, SL, Fahrner, B, and Robertson, S.
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