Definition and classification of variables in this study.

<p>Definition and classification of variables in this study.</p>

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Bibliographic Details
Main Author:	Tong Chen (188814) (author)
Other Authors:	Liang Chen (73736) (author), Rong Li (72042) (author), KeHao Lv (21587377) (author)
Published:	2025
Subjects:	Evolutionary Biology Sociology Science Policy Biological Sciences not elsewhere classified study examines 2 random forest model player performance variables identify optimal decision 125 substitution events ineffective substitutions tend intensity running distances contextual variables contribute predicting substitution effectiveness high passing accuracy passing accuracy intensity running substitution rule substitution effectiveness soccer substitutions neutral substitutions whereas effective utilizing non targeted adjustments tactical adjustments substitute players soccer matches results show parametric tests optimization plan official introduction occur earlier making pathways later phases fundamental component excluding goalkeepers dominant factors also developed
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