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Neuromuscular testing data including countermovement jump (CMJ) force\u2010time asymmetries and knee extensor strength (maximum voluntary contraction<jats:sub>ext<\/jats:sub>) asymmetries (between\u2010limb asymmetry index\u2014AI) were obtained from athletes with ACLR using semitendinosus (ST) autograft (<jats:italic>n<\/jats:italic>\u2009=\u200929; AI measurements: <jats:italic>n<\/jats:italic>\u2009=\u2009494), bone patellar tendon bone autograft (<jats:italic>n<\/jats:italic>\u2009=\u20095; AI measurements: <jats:italic>n<\/jats:italic>\u2009=\u200988) and noninjured controls (<jats:italic>n<\/jats:italic>\u2009=\u2009178; AI measurements: <jats:italic>n<\/jats:italic>\u2009=\u20093188). Explosive strength measured as the rate of torque development was also calculated. CMJ force\u2010time asymmetries were measured over discrete movement phases (eccentric deceleration phase, concentric phase). Separate additive mixed effects models (additive mixed effects model [AMM]) were fit for each AI with a main effect for the surgical technique and a smooth term for the time since surgery (days). The models explained between 43% and 91% of the deviance in neuromuscular recovery after ACLR. The mean time course was generated from the AMM. Comparative neuromuscular recovery profiles of an athlete with an accelerated progression and an athlete with a delayed progression after a serious multiligament injury were generated.\u00a0Clinical Significance: This paper provides a new perspective on the utility of longitudinal athlete monitoring including routine testing to develop models of neuromuscular recovery after ACLR that can be used to characterize individual progression throughout rehabilitation.<\/jats:p><\/jats:sec>","DOI":"10.1002\/jor.25302","type":"journal-article","created":{"date-parts":[[2022,2,23]],"date-time":"2022-02-23T05:59:40Z","timestamp":1645595980000},"page":"2803-2812","update-policy":"https:\/\/doi.org\/10.1002\/crossmark_policy","source":"Crossref","is-referenced-by-count":15,"title":["Forecasting neuromuscular recovery after anterior cruciate ligament injury: Athlete recovery profiles with generalized additive modeling"],"prefix":"10.1002","volume":"40","author":[{"ORCID":"https:\/\/orcid.org\/0000-0002-8044-1441","authenticated-orcid":false,"given":"Matthew J.","family":"Jordan","sequence":"first","affiliation":[{"name":"Canadian Sport Institute Calgary Calgary Alberta Canada"},{"name":"Sport Medicine Centre, Faculty of Kinesiology The University of Calgary Calgary Alberta Canada"},{"name":"School of Medical and Health Science, Centre for Human Performance Edith Cowan University Joondalup Australia"},{"name":"Human Performance Laboratory, Faculty of Kinesiology The University of Calgary Calgary Canada"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Nathaniel","family":"Morris","sequence":"additional","affiliation":[{"name":"Canadian Sport Institute Calgary Calgary Alberta Canada"}],"role":[{"vocabulary":"crossref","role":"author"}]},{"given":"Jeremiah","family":"Barnert","sequence":"additional","affiliation":[{"name":"Canadian Sport Institute Calgary Calgary Alberta 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