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Machine learning prediction of adolescent obesity using physical fitness data

Sampaio, Tatiana; Encarnação, Samuel; Amaro, Bruna; Ribeiro, Joana; Branquinho, Luís; Monteiro, António M.; Teixeira, José Eduardo; Hattabi, Soukaina

The escalating prevalence of obesity among adolescents has emerged as a critical global public health challenge. Machine learning techniques have been used to predict obesity in adolescents. This study aimed to develop and validate a robust obesity prediction model for adolescents using this hybrid approach, leveraging data from a diverse cross-sectional population-based study. The hybrid method combines statis...

Date: 2026   |   Origin: Biblioteca Digital do IPB

Isokinetic Knee Strengthening Impact on Physical and Functional Performance, Pa...

Hammami, Nadhir; Bouzouraa, Eya; Ölmez, Cengiz; Hattabi, Soukaina; Mhimdi, Najla; Khezami, Mehrzia Amani; Forte, Pedro; Sortwell, Andrew

Patellofemoral syndrome is a common osteoarticular condition that affects many individuals. Various treatment options are available, with a significant emphasis on targeted muscle-strengthening exercises. The purpose of this study was to investigate the effect of isokinetic muscle strengthening on muscle strength, joint range of motion, quality of life, physical performance, and pain tolerance in overweight/obe...

Date: 2024   |   Origin: Biblioteca Digital do IPB

Examining the link between isokinetic strength metrics and ball speed in women’...

Ölmez, Cengiz; Hammami, Nadhir; Yücelsoy, Büşra; Hattabi, Soukaina; Forte, Pedro; Sortwell, Andrew; Khezami, Mehrzia Amani; İnce, Alparslan

The shot performance of female soccer players is one of the most critical factors in winning a soccer match. It is essential to thoroughly clarify the kinetic factors that can improve shot performance. This study explores the connections between ball velocity post-shooting and isokinetic knee extension (EXT) and flexion (FLX) strength performances among female soccer players. Thirteen voluntary players from pro...

Date: 2023   |   Origin: Biblioteca Digital do IPB

A Deep Learning Neural Network to Classify Obesity Risk in Portuguese Adolescen...

Forte, Pedro; Encarnação, Samuel; Monteiro, A.M.; Teixeira, José Eduardo; Hattabi, Soukaina; Sortwell, Andrew; Branquinho, Luís; Amaro, Bruna

The increasing prevalence of overweight and obesity among adults is a risk factor for many chronic diseases and death. In addition, obesity among children and adolescents has reached unprecedented levels and studies show that obese children and adolescents are more likely to become obese adults. Therefore, both the prevention and treatment of obesity in adolescents are critical. This study aimed to develop an a...

Date: 2023   |   Origin: Biblioteca Digital do IPB

Effects of Eight Week High-Intensity Interval Training Program Followed by a Si...

Branquinho, Luís; Gomes, Pedro Anselmo; Ferreira, Luís; Brito, Diana; Hattabi, Soukaina; Ghouili, Hatem; Sampaio, Tatiana; Malheiro, Maria Alexandra

The literature has reported that high-intensity training (HIIT) can effectively improve maximum oxygen uptake (VO2 max) and body composition (BC). Still, contradictory results are reported regarding its impact of HIIT training and post-period detraining on gym users. Objective: This study aimed to verify how eight weeks of HIIT affects VO2 maximum and BC in healthy gym users. Additionally, the effect of a six-w...

Date: 2023   |   Origin: Biblioteca Digital do IPB

Obesity status and physical fitness levels in male and female portuguese adoles...

Encarnação, Samuel; Rodrigues, Filipe; Monteiro, A.M.; Gouili, Hatem; Hattabi, Soukaina; Sortwell, Andrew; Branquinho, Luís; Teixeira, José Eduardo

Obesity and decreasing fitness levels among the youth are growing concerns in Portugal, similar to other developed countries, with implications for health and psychomotor development. Understanding the influence of health determinants such as sex and age are crucial for developing effective public health strategies. This study aimed to analyze the association between sex and chronological age with obesity statu...

Date: 2023   |   Origin: Biblioteca Digital do IPB

Concentric isokinetic strengthening program's impact on knee biomechanical para...

Hammami, Nadhir; Mechraoui, Amani; Hattabi, Soukaina; Forte, Pedro; Sampaio, Tatiana; Sortwell, Andrew; Teixeira, José Eduardo; Branquinho, Luís

Meniscal injuries are one of the most common intra-articular knee injuries. Different treatments are presented depending on the symptoms and duration of meniscus tears, such as arthroscopic partial meniscectomy, physiotherapy, or even pharmacological treatment. The purpose was to investigate the effect of a concentric isokinetic knee muscle strengthening program on strength, joint range of motion, physical perf...

Date: 2023   |   Origin: Biblioteca Digital do IPB

A Deep Learning Neural Network to Classify Obesity Risk in Portuguese Adolescen...

Forte, Pedro; Encarnação, Samuel; Monteiro, António; Teixeira, José; Hattabi, Soukaina; Sortwell, Andrew; Branquinho, Luís; Amaro, Bruna

The increasing prevalence of overweight and obesity among adults is a risk factor for many chronic diseases and death. In addition, obesity among children and adolescents has reached unprecedented levels and studies show that obese children and adolescents are more likely to become obese adults. Therefore, both the prevention and treatment of obesity in adolescents are critical. This study aimed to develop an a...

Date: 2023   |   Origin: IC-online

Obesity Status and Physical Fitness Levels in Male and Female Portuguese Adoles...

Encarnação, Samuel; Rodrigues, Filipe; Monteiro, António; Gouili, Hatem; Hattabi, Soukaina; Sortwell, Andrew; Branquinho, Luís; Teixeira, José

Obesity and decreasing fitness levels among the youth are growing concerns in Portugal, similar to other developed countries, with implications for health and psychomotor development. Understanding the influence of health determinants such as sex and age are crucial for developing effective public health strategies. This study aimed to analyze the association between sex and chronological age with obesity statu...

Date: 2023   |   Origin: IC-online

A randomized trial of a swimming-based alternative treatment for children with ...

Hattabi, Soukaina; Forte, Pedro; Kukic, Filip; Bouden, Asma; Have, Mona; Chtourou, Hamdi; Sortwell, Andrew

Attention deficit hyperactivity disorder (ADHD) is considered a highly prevalent neurodevelopmental childhood disorder extending from ages 1–2 to 12–13, associated with impairment across multiple domains, including social, emotional, and cognitive functioning. Little is known about alternative treatments for this disorder. Interest has grown in physical activity as a potential intervention for rehabilitating ch...

Date: 2022   |   Origin: Biblioteca Digital do IPB

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