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Reducing bodyweight within a short time participating in kicking combat sports can adversely affect health. This study's aim creating an improved model to categorize athletes in kicking combat sports. The investigation focused on 795 athletes (11-24 years), participating in the Croatian National Taekwondo Championship. The sample included athletes from both sexes (371 males), cadets (n = 325), juniors (n = 247) and seniors (n = 223). Data were collected during the preparatory period and prior to the athletes competing, using a bioelectr