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Modeling Fitness Variable Responses to Training in Prepubescent Children
Ana R Alves1, Carlos Marta2,3, Henrique P Neiva1,4
1Department of Sport Sciences, University of Beira Interior, Covilhã, Portugal.
This study developed predictive models for training responses in children. These models can help professionals select optimal training methods for strength and aerobic fitness in prepubescent youth.
Area of Science:
- Exercise Physiology
- Sports Science
- Pediatric Fitness
Background:
- Optimizing training programs for prepubescent children is crucial for developing physical fitness.
- Understanding how different training modalities affect strength and aerobic capacity in youth is essential for effective programming.
Purpose of the Study:
- To develop multiple linear regression models to predict fitness variable responses to various training interventions in prepubescent children.
- To evaluate the efficacy of different training designs (strength, aerobic, concurrent) on performance outcomes.
Main Methods:
- Two hundred forty-five healthy prepubescent children (aged 10.9 ± 0.5 years) were randomized into six groups: strength (S), aerobic (A), intrasession aerobic and strength (AS), intrasession strength and aerobic (SA), concurrent training (CT), and control (C).
- Multiple linear regression models were created using pretraining variables, body fat percentage, and body mass index to predict changes in V[Combining Dot Above]O2max and various strength-based performances.
- Training interventions lasted 8 weeks.
Main Results:
- The predictive models explained a high percentage of variance in fitness outcomes: 82% for V[Combining Dot Above]O2max, 98% for 1 kg ball-throw, 96% for 3 kg ball-throw, 92% for countermovement jump, 93% for standing long jump, and 98% for 20 m sprint.
- The models demonstrated the ability to predict performance changes with high confidence levels (CI 95%).
Conclusions:
- The developed predictive models offer a novel tool for professionals to evaluate training effectiveness and individualize exercise prescriptions for prepubescent children.
- These findings support teachers, coaches, and professionals in enhancing the efficacy and personalization of training programs to improve children's fitness.
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