Development of an algorithm-based approach using neuromuscular test results to indicate an increased risk for non-contact lower limb injuries in elite football players

被引:1
|
作者
Wagemans, Jente [1 ]
De Leeuw, Arie-Willem [2 ]
Catteeuw, Peter [3 ]
Vissers, Dirk [1 ]
机构
[1] Univ Antwerp, Fac Med & Hlth Sci, Dept Rehabil Sci & Physiotherapy, Antwerp, Belgium
[2] Univ Antwerp, IMEC, Antwerp, Belgium
[3] Royal Antwerp Football Club, Antwerp, Belgium
关键词
Injury; Neuromuscular tests; Football; Machine learning; Artificial Intelligence; Injury Prevention; PROFESSIONAL SOCCER PLAYERS; HAMSTRING INJURY; PREVENTION;
D O I
10.1136/bmjsem-2023-001614
中图分类号
G8 [体育];
学科分类号
04 ; 0403 ;
摘要
ObjectivesThis retrospective cohort study explored an algorithm-based approach using neuromuscular test results to indicate an increased risk for non-contact lower limb injuries in elite football players. MethodsNeuromuscular data (eccentric hamstring strength, isometric adduction and abduction strength and countermovement jump) of 77 professional male football players were assessed at the start of the season (baseline) and, respectively, at 4, 3, 2 and 1 weeks before the injury. We included 278 cases (92 injuries; 186 healthy) and applied a subgroup discovery algorithm. ResultsMore injuries occurred when between-limb abduction imbalance 3 weeks before injury neared or exceeded baseline values (threshold & GE;0.97), or adduction muscle strength of the right leg 1 week before injury remained the same or decreased compared with baseline values (threshold & LE;1.01). Moreover, in 50% of the cases, an injury occurred if abduction strength imbalance before the injury is over 97% of the baseline values and peak landing force in the left leg 4 weeks before the injury is lower than 124% compared with baseline. ConclusionsThis exploratory analysis provides a proof of concept demonstrating that a subgroup discovery algorithm using neuromuscular tests has potential use for injury prevention in football.
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页数:6
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