Prediction of attention deficit hyperactivity disorder based on explainable artificial intelligence.

Accurate assessment of Attention Deficit Hyperactivity Disorder (ADHD) is crucial for the effective treatment of affected individuals. Traditionally, psychometric tests such as the WISC-IV have been utilized to gather evidence and identify patterns or factors contributing to ADHD diagnosis. However, in recent years, the use of machine learning (ML) models in conjunction with post-hoc eXplainable Artificial Intelligence (XAI) techniques has improved our ability to make precise predictions and provide transparent explanations. The objective of this study is twofold: firstly, to predict the likelihood of an individual receiving an ADHD diagnosis using ML algorithms, and secondly, to offer interpretable insights into the decision-making process of the ML model. The dataset under scrutiny comprises 694 cases collected over the past decade in Spain, including information on age, gender, and WISC-IV test scores. The outcome variable is the professional diagnosis. Diverse ML algorithms representing various learning styles were rigorously evaluated through a stratified 10-fold cross-validation, with performance assessed using key metrics, including accuracy, area under the receiver operating characteristic curve, sensitivity, and specificity. Models were compared using both the full set of initial features and a well-suited wrapper-type feature selection algorithm (Boruta). Following the identification of the most suitable model, Shapley additive values were computed to assign weights to each predictor based on their additive contribution to the outcome and to elucidate the predictions. Strikingly, a reduced set of 8 out of the initial 20 variables produced results comparable to using the full feature set. Among the ML models tested, the Random Forest algorithm outperformed others on most metrics (ACC = 0.90, AUC = 0.94, Sensitivity = 0.91, Specificity = 0.92). Notably, the principal predictors, ranked by importance, included GAI - CPI, WMI, CPI, PSI, VCI, WMI - PSI, PRI, and LN. Individual case examples exhibit variations in predictions depending on unique characteristics, including instances of false positives and negatives. Our ML model adeptly predicted ADHD diagnoses in 90% of cases, with potential for further enhancement by expanding our database. Furthermore, the use of XAI techniques enables the elucidation of salient factors in individual cases, thereby aiding inexperienced professionals in the diagnostic process and facilitating comparison with expert assessments. It is important to note that this tool is designed to support the ADHD diagnostic process, where the medical professional always has the final say in decision-making.

Active Home Literacy Environment: parents' and teachers' expectations of its influence on affective relationships at home, reading performance, and reading motivation in children aged 6 to 8 years.

Studies highlight the benefits of active Home Literacy Environment on learning and reading habits. This model is based on harnessing family involvement, resources and capabilities to create learning opportunities around reading, engaging in practices related to written language at home. However, it is less common to find applied research with children from the age of six, with older ages and already initiated in reading decoding. The aims are confirming and improving the expectations of families and teachers of a group of children (6-8 years old) regarding the effect of an active Home Literacy Environment program on the improvement of affective relationships between parents and children, reading performance, and children's reading motivation. The method and procedure followed included carrying out an active Home Literacy Environment program for 18 months with a group of children (aged 6 to 8 years), their families and their teachers, and measures of all variables were collected at four times, using an Ad Hoc instrument designed for families and teachers. The results show that participants had high expectations about the influence of the Home Literacy Environment on the improvement of all variables even before the implementation of the program, improving their expectations about its effects on positive affective relationships at home and on reading achievement after the intervention. In conclusion, we suggest the need to continue investigating the effects of the active Home Literacy Environment program applied to children aged 6 to 8 years, older than those traditionally investigated. As well as their effects on family relationships, reading ability, and reading motivation.

The Influence of Emotional Regulation and Cognitive Flexibility on Sleep Habits in Spanish Children and Adolescents through the Lens of Parents.

BACKGROUND: Previous research studies have suggested the importance of studying the relationship between emotional regulation and sleep habits. Some investigations have especially focused on how emotional regulation could impact sleep habits in children and adolescents. Therefore, these researchers have stated there exists a two-way direction in this relationship. OBJECTIVE: This study aimed to analyze the influence of emotional regulation on sleep habits in Spanish children and adolescents and the mediating role of anxiety in this relationship. METHOD: Participants were 953 Spanish parents who completed the assessment protocol according to their children and adolescents' information. RESULTS: The results revealed moderate-strong correlations between emotional regulation problems and sleep habit disturbances (r = 0.375, p < 0.001), trait (r = 0.488, p < 0.001) anxiety, and state (r = 0.589, p < 0.001) anxiety. Additionally, emotional regulation showed a direct impact on sleep habits (ß = 0.011, p = 0.005). Trait and state anxiety demonstrated a significant mediating role in the relationship between emotional regulation and sleep habits. CONCLUSIONS: Emotional regulation may have an impact on sleep habits during childhood and adolescence, suggesting the importance of early intervention focused on the emotions management and the prevention of sleep habit disturbances.

La modalidad de actividad físico-deportiva practicada determina el nivel de atención dividida en adultos jóvenes / O tipo de atividade físico-esportiva praticada determina o nível de atenção dividida em adultos jovens / The type of physical-sports activity practised determis the level of divided attention among young adults

El propósito del presente estudio fue determinar las diferencias en el nivel de atención dividida en función de la modalidad de práctica físico-deportiva realizada. La muestra estuvo compuesta por 610 deportistas (66.55% género femenino), con edades entre 20 y 35 años (M ± DT = 22.53 ± 2.72). Para evaluar la atención dividida se utilizó el Test de Círculos, el cual pertenece al software Procesos Atencionales y que está alojado en la plataforma de evaluación online MenPas 1.0 (www.menpas.com). Los resultados obtenidos pusieron de relieve que la práctica de actividad físico-deportiva de tipo colectiva estuvo asociada a una mejor puntuación en el Test de Círculos, encontrándose las mayores diferencias entre las modalidades colectivas e individuales. Estos hallazgos sugieren que practicar actividades físico-deportivas de tipo colectivo, debido a las características de estos deportes, podría contribuir a un mejor desarrollo de capacidades cognitivas como la atención dividida. (AU)

This study aims to determine the differences in levels of dividided attention according to the type of physical-sports activity practised. The sample consisted of 610 athletes (66.55% females) aged between 20 and 35 years (M ± DT = 22.53 ± 2.72). Divided attention was assessed using The Circles Test of the Attentional Processes software hosted on the MenPas 1.0 online assessment platform (www.menpas.com). The result show that the practice of collective physical-sport activity was associated with a better score in the Circles Test, with the greatest differences being between collective and individual modalities. These findings suggest that due to the characteristics of these collective physical-sports, they may contribute to improve Development of cognitive abilities such as divided attention. (AU)

O objetivo do presente estudo foi determinar as diferenças no nível de atenção dividido de acordo com a modalidade de prática físico-esportiva realizada. A amostra foi composta por 610 atletas (66,55% do sexo feminino), com idade entre 20 e 35 anos(M ± SD = 22,53 ± 2,72). Para avaliar a atenção dividida, foi utilizado o Teste dos Círculos, que pertence ao software Processos de Atenção e está hospedado na plataforma de avaliação online MenPas 1.0 (www.menpas.com). Os resultados obtidos destacaram que a prática de atividade físico-esportiva coletiva esteve associada a uma melhor pontuação no Teste de Círculos, sendo as maiores diferenças encontradas entre as modalidades coletiva e individual. Esses achados sugerem que a prática de atividades físico-esportivas coletivas, devido às características desses esportes, poderia contribuir para um melhor desenvolvimento de habilidades cognitivas como a atenção dividida. (AU)

El tipo de deporte practicado determina el nivel de atención selectiva en adultos jóvenes / O tipo de esporte praticado determina o nível de atenção seletiva em adultos jovens / The type of sport practiced determines the level of selective attention in young adults

El propósito principal del presente trabajo fue determinar las diferencias existentes en atención selectiva entre personas que practicaban regularmente diferentes modalidades de actividad físico-deportiva. La muestra estuvo compuesta por un total de 1038 participantes siendo el 68.30% (n=709) mujeres y el 31.70% (n=329) hombres, con edades comprendidasentre 20 y 29 años (M ± DT = 22.54 ± 2.35). Para evaluar la atención selectiva se utilizó un test informatizado de tachado numérico (matriz 5x5), que forma parte del software Procesos Atencionales y que se encuentra alojado en la Plataforma de Evaluación Psicosocial MenPas 1.0. (www.menpas.com). Los resultados pusieron de relieve la existencia de diferencias estadísticamente significativas entre los tipos de deporte en el tiempo de ejecución de la prueba realizada. Específicamente, los practicantes de deportes individuales empleaban más tiempo en la ejecución de la tarea que los que realizaban deportes colectivos (Z = −2.46; p = .014, Cohen’s d = .23, 95% CI (.07, .38)) o de adversario (Z = −2.11; p = .035, Cohen’s d = .19, 95% CI (.01, .38)). En concreto, aquellos que jugaban al pádel y al fútbol fueron los que mejores tiempos de ejecución obtuvieron. Los resultados obtenidos pusieron de relieve que la modalidad de deporte practicado podría tener un impacto diferencial en el desarrollo cognitivo, específicamente en la atención selectiva. (AU)

The main purpose of this study was to determine the differences in selective attention between people who regularly practiced different forms of physical-sports activity. The sample consisted of a total of 1,038 participants, 68.30% (n=709) being women and 31.70% (n=329) being men, aged between 20 and 29 years (M ± SD = 22.54 ± 2.35). The evaluate selective attention, a computerized numerical cross-out test (a 5x5 matrix) was used, which is part of the Attentional Processes software and is hosted on the MenPas 1.0 Psychosocial Assessment Platform. (www.menpas.com). The results highlighted the existence of statistically significant differences between the types of sport in the execution time of the test performed. Specifically, individual sports practitioners spent more time performing the task than those who performed team sports (Z= −2.46; p= .014, Cohen'sd= .23, 95% CI (.07, .38)) or adversary(Z= −2.11; p= .035, Cohen'sd= .19, 95% CI (.01, .38)). Specifically, those who played paddle tennis and soccer were the ones who obtained the best execution times. The results obtained highlighted that the type of sport practiced could have a differentialimpact on cognitive development, specifically on selective attention. (AU)

O objetivo principal deste estudo foi determinar as diferenças na atenção seletiva entre pessoas que praticavam regularmente diferentes formas de atividade físico-esportiva. A amostra foi composta por um total de 1.038 participantes, sendo 68,30% (n=709) mulheres e 31,70% (n=329) homens, com idade entre 20 e 29 anos (M ± DP = 22,54 ± 2,35). Para avaliar a atenção seletiva, foi utilizado um teste numérico computadorizado cruzado (uma matriz 5x5), que faz parte do software Processos de Atenção e está hospedado na Plataforma de Avaliação Psicossocial MenPas 1.0. (www.menpas.com). Os resultados evidenciaram a existência de diferenças estatisticamente significativas entre os tipos de esporte no tempo de execução do teste realizado. Especificamente, os praticantes de esportes individuais gastaram mais tempo realizando a tarefa do que aqueles que realizaram esportes coletivos (Z= −2,46; p= 0,014, Cohen'sd= 0,23, IC 95% (0,07, 0,38)) ou adversário (Z = −2,11; p= 0,035, d de Cohen= 0,19, IC de 95% (0,01, 0,38)). Especificamente, aqueles que jogaram paddle e futebol foram os que obtiveram os melhores tempos de execução. Os resultados obtidos destacaram que o tipo de esporte praticado pode ter um impacto diferencial no desenvolvimento cognitivo, especificamente na atenção seletiva. (AU)

Proposal for an Integrative Cognitive-Emotional Conception of ADHD.

Although numerous efforts have been made to deepen our understanding of the etiology of Attention Deficit Hyperactivity Disorder (ADHD), no explanation of its origins, nor of its consequences, has yet found a consensus within the scientific community. This study performs a theoretical review of various research studies and provides a reflection on the role of emotions in the origin of the disorder, at the neuroanatomical and functional level. To this end, theoretical models (single and multiple origin) and applied studies are reviewed in order to broaden the perspective on the relevance of the executive system in ADHD; it is suggested that this construct is not only composed and activated by cognitive processes and functions, but also includes elements of an emotional and motivational nature. Consequently, it is shown that ADHD is involved in social development and in a person's ability to adapt to the environment.

Logical Intelligence and Mathematical Competence Are Determined by Physical Fitness in a Sample of School Children.

Previous research has shown positive relationships between fitness level and different cognitive abilities and academic performance. The purpose of this study was to explore the relationships between logical-mathematical intelligence and mathematical competence with physical fitness in a group of pre-adolescents. Sixty-three children (50.79% girls; 49.21% boys) from Castro del Río (Córdoba, Spain), aged between 11 and 12 years (M = 11.44, SD = 0.64), participated in this research. The Superior Logical Intelligence Test (SLIT) and the EVAMAT 1.0-5 battery were used. Physical fitness was evaluated by the horizontal jump test, the 4×10 meter speed-agility test, and the Course Navette test. The analyses showed positive relationships between physical fitness with logical-mathematical intelligence and mathematical competence. Specifically, linear regression analyzes indicated that the 4×10 speed-agility test significantly predicted mathematical competence (R 2 = 0.16; ß = -0.41) and the horizontal jump test significantly predicted logical-mathematical intelligence (R 2 = 0.24; ß = 0.50). These results are in agreement with previous research, highlighting the importance of improving physical fitness from an early age due to its benefits for intellectual and academic development.

Implications of the Online Teaching Model Derived from the COVID-19 Lockdown Situation for Anxiety and Executive Functioning in Spanish Children and Adolescents.

Given the seriousness of the existing situation regarding the mental health of children and adolescents relating to the confinement period imposed due to COVID-19, we conducted this study to describe the effects of the confinement on state anxiety and executive functioning dimensions in a period of online educational modality. A sample of 953 children and adolescents was assessed. A sociodemographic questionnaire, the State Anxiety Inventory for Children (STAIC), and the Behavioral Evaluation of Executive Function (BRIEF-2) scale were applied. The analysis of the results indicates that 68.8% of children and adolescents presented medium-high levels of anxiety. Regarding sex, females showed higher levels of anxiety and worse levels of executive functioning. Although the group aged 11 to 18 years showed methodologically higher state anxiety (p = 0.041) than the group aged 6 to 10 years, the difference was not clinically relevant (δ = -0.113). The state anxiety variable was also correlated positively and significantly to the three executive functioning dimensions explored. In conclusion, it seems evident that COVID-19 lockdowns could have psychological and emotional effects on children and adolescents.

Effects of a Home Literacy Environment Program on Psychlinguistic Variables in Children from 6 to 8 Years of Age.

(1) Background: the objective of this study was to improve certain psycholinguistic and cognitive skills that are fundamental to the development of the reading process, such as phonological awareness, reading decoding, vocabulary and oral narrative comprehension, through the introduction of an Home Literacy Environment Active (HLE(A)) program that involved 54 participants enrolled in the first and second grades of elementary school (from 6 to 8 years old) in the city of Malaga area. (2) Methods: The central task of the intervention program was for the child to read aloud to an adult in the family for between 10 and 15 min, four days per week. In addition, the school students were evaluated on four occasions, at the beginning and end of each academic year, using the Batería de Evaluación de los Procesos Lectores Revisada, Test para la Detección de la Dislexia en niños and Escala Weschsler de Inteligencia instruments. (3) Results: the results demonstrated the efficacy of the HLE(A) program in the improvement of psycholinguistic and cognitive variables measured and, consequently, to an improvement in reading learning and cognitive development. Ultimately, the scientific literature on the subject and the data from the study led us to suggest that it would not only be beneficial for HLE(A) programs to be instituted in early childhood education stage (up to 6 years of age), but that they should be continued after age 6, in elementary education.

Consequences of COVID-19 Confinement on Anxiety, Sleep and Executive Functions of Children and Adolescents in Spain.

Children and adolescents are not indifferent to the dramatic impact of the COVID-19 pandemic, and the need to be forced to live in confinement. The change in life to which they have been abruptly subjected forces us to understand the state of their mental health in order to adequately address both their present and future needs. The present study was carried out with the intention of studying the consequences of confinement on anxiety, sleep routines and executive functioning of 1,028 children and adolescents, aged from 6 to 18 years, residing in Spain to; assess if there are differences regarding these consequences in terms of sex and age; how anxiety affects executive functioning in males and females; and to examine the possible correlations between the measured variables. For this purpose, an online questionnaire containing five sections was designed: the first section gathers information on sociodemographic and health data, while the following sections gather information from different standardized scales which measure anxiety, sleep and executive functions, whose items were adapted in order to be completed by parents, and/or legal guardians. The statistical analyzes carried out highlights significant differences in executive functioning between males and females. In turn, in regards to age, greater difficulties were detected in anxiety in the 9 to 12 age group and greater sleep disturbances between 13 and 18 year olds. On the other hand, significant differences were found in intra-sexual executive functioning depending on whether they presented greater or lesser anxiety, with executive functioning being more tendentiously maladjusted in males than in females, revealing a significantly relevant effect size (p = 0.001; ω2 = 0.27 BRIEF-2; ω2 = 0.19 BDEFS-CA; 95%). Positive correlations are obtained between state anxiety and sleep and executive functioning alterations. Finally, through Path Analysis, it is verified that state anxiety is the variable with the greatest weight within the model that would explain the alteration in the executive functioning of the present sample.

Detection of Executive Performance Profiles Using the ENFEN Battery in Children Diagnosed With Attention-Deficit Hyperactivity Disorder.

Attention-deficit hyperactivity disorder (ADHD) is one of the most common neurodevelopmental disorders in children and adolescents. People who have this disorder are characterized by presenting difficulties in the processes of sustained attention, being very active, and having poor control of their impulses. Despite the high prevalence of this disorder and the existence of various tests used for its diagnosis, few data are available regarding the usefulness and diagnostic validity of these tools. Given the difficulties that these subjects present in executive functions, the aim of this study was to evaluate whether the Neuropsychological Assessment of Executive Functions battery for Children (ENFEN, for its acronym in Spanish, Portellano et al., 2009) allows to establish specific profiles of executive performance for people with attention-deficit hyperactivity disorder (ADHD). The sample was made up of 197 participants of both sexes, aged between 6 and 12 years age (134 with a clinical diagnosis and 63 without pathology). A nonexperimental design was followed, using a comparative descriptive study method. The results indicated that the scales of phonological fluency, color path, rings, and interference are the most associated with the diagnosis of ADHD, providing data on inhibition, mental flexibility, sustained and selective attention, planning, verbal fluency, and working memory, among others. The practical implication of these results is in line with providing support in the clinical diagnosis that is carried out in children's mental health units. In addition, the ENFEN tool can be valued as a suitable psychometric instrument in the psychoeducational field, helping professionals in a school environment to be more aware of the areas of cognitive development in which a student diagnosed with ADHD will have more difficulties and, in doing so, providing more adjusted and effective psychopedagogical measures when it comes to supporting students in their adaptation to the school environment.

Physical Exercise and Fitness Level Are Related to Cognitive and Psychosocial Functioning in Adolescents.

The purpose of this study was to analyze the relationships among physical exercise and fitness with selective attention, concentration, processing speed, general self-efficacy, self-rated health, and satisfaction with life. 208 adolescents between 14 and 16 years, from the city of Malaga (Spain), participated in the study. A comparative and predictive design was used to carry out this research. The instruments used for the evaluation were the Tanita® BC-601 Body Composition Monitor, the Eurofit Physical Condition Test Battery, the D2 Test of Attention, the WISC-IV Symbol Search and Coding tests, the General Self-Efficacy Scale (GSE), the General Health Questionnaire (GHQ-28), and the Satisfaction with Life Scale (SWLS). Analysis of variance (ANOVA), Kruskal-Wallis test, correlation analysis and linear regression were used to contrast the research objectives. The results indicated that adolescents who practiced more hours of physical exercise per week and were in better physical fitness achieved higher scores in selective attention, concentration, processing speed, general self-efficacy, self-rated health, and satisfaction with life. In addition, cardiorespiratory fitness was the physical fitness variable most closely related to and predictive of cognitive and psychosocial functioning. Cardiorespiratory fitness was predictor of all the variables analyzed, except the factor anxiety and insomnia (self-rated health), and life satisfaction that were predicted by horizontal jump measurements and fat mass, respectively. Thus, the study findings indicate that adolescents who practiced more weekly physical exercise and had a higher level of physical fitness scored better on the cognitive functioning and psychosocial tests evaluated. The data suggest that engaging in physical exercise and fitness in adolescence may be appropriate to improve health and well-being, contributing to better development at this stage.

Physical Exercise, Fitness, Cognitive Functioning, and Psychosocial Variables in an Adolescent Sample.

The objective of this paper was to evaluate the relationship between physical exercise and physical fitness with cognitive and psychosocial functioning in a group of adolescents. 167 teenagers between 14 and 15 years old (M = 14.53; SD = 0.50) from the city of Malaga (Spain) participated in the study. This research used a comparative and predictive type of design. The Tanita® Body Composition Monitor BC-601, some Eurofit battery tests, the D2 Attention Test, the WISC-IV Scale Symbols and Keys tests, the Form 5 Self-Concept Questionnaire (AF5), the General Self-Efficacy Scale (GSE) and the General Health Questionnaire (GHQ-28) were used to evaluate the study variables. The results found in this research pointed to a positive relationship between physical exercise and physical fitness with cognitive and psychosocial functioning in the adolescents analyzed. For example, adolescents who practiced more physical exercise had better scores on variables such as selective attention (p < 0.001; η2 = 0.10), processing speed (p < 0.001; η2 = 0.09) or general self-efficacy (p < 0.001; η2 = 0.15). In addition, cardiorespiratory fitness was the best predictor of test scores to assess cognitive ability and psychosocial variables. These findings suggest the need to promote physical exercise among young people because of its implications for various facets of their health and development.

Physical Activity, Sports Practice, and Cognitive Functioning: The Current Research Status.

The evidence for the benefits of physical activity on cognitive functioning has increased in recent years. Although the relationship between these variables has been analyzed for decades, the development of evaluation techniques has resolved several issues and advanced this area of knowledge. Moreover, several authors have pointed out the association between the cognitive functioning of athletes and their performance in competition. These recent studies suggest that some specific cognitive abilities of athletes could help them become more effective and improve their chances of success. The objective of this paper was to identify the most relevant advances in these areas of study and to highlight more promising lines of research for the next few years. We have discussed findings from the application of different physical activity programs as well as the most significant cognitive performance variables for sports practice. The limitations of the findings were also discussed.

Relationships Between Reaction Time, Selective Attention, Physical Activity, and Physical Fitness in Children.

The objective of this study was to analyze the relationships between simple and complex reaction times (RTs) with the physical activity performed weekly, the physical fitness and selective attention in children of the third cycle of primary education. Participants were 119 children aged between 10 and 12 years (M = 10.71; SD = 0.77). The instruments used for data collection were the D2 attention test to analyze selective attention, various tests of the Eurofit and ALPHA-Fitness Battery to evaluate the physical condition, a bioimpedanciometer Tanita TBF 300 to evaluate the body composition, and the FITLIGHT Trainer to measure the simple and complex RTs. The group that carried out more weekly physical activity used less time in simple (p < 0.05, d = -0.68, 95% CI [-1.19, -0.17]) and complex RT tests (p < 0.05, d = -0.63, 95% CI [-1.14, -0.12]). Also, the results showed that the simple RT was related in a significant way with physical fitness, while the complex RT was related significantly to attentional capacity and physical fitness.

Effects of a Computerized Training on Attentional Capacity of Young Soccer Players.

The purpose of this work was to analyze the effects of a computerized training on attentional capacity in a group of young soccer players. Seventy-five male adolescents from two soccer clubs in the city of Malaga (Spain) and aged between 14 and 18 (15.45 ± 1.43 years) participated in the investigation. A quasi-experimental design was used, and the adolescents were divided into control (n = 38) and experimental (n = 37) groups. The experimental group underwent a computerized training (Rejilla 1.0) of their attention during 9 weeks and 27 sessions. In addition, the D2 attention test was used to analyze the evolution of participants after the intervention program. The results showed positive effects of the computerized intervention program on selective attention, observing changes both in the executions of the software used (p < 0.001, Cohen's d = 1.58, 95% CI [1.06, 2.11]) and in the main measures of the D2 test, total effectiveness (p < 0.001, Cohen's d = 0.62, 95% CI [0.15, 1.08]) and concentration (p < 0.01, Cohen's d = 0.48, 95% CI [0.02, 0.94]).

Body Composition and Cognitive Functioning in a Sample of Active Elders.

The purpose of this paper was to analyze the relationship between body composition and cognitive functioning in an elderly people's sample. A total of 106 older adults between the ages of 60 and 79 were involved in physical activity (M = 67.57; SD = 4.96). About 31.10% were men (n = 33) and 68.90% were women (n = 73). The instruments used to assess cognitive capacity were the Trail Making Test (forms A and B), the Stroop Test, and the Attention Test d2. The body composition of the participants was evaluated by electrical bioimpedance. Correlation analysis, linear regression (successive steps), and cluster analysis were carried out to analyze the relationships between the different measures. The results showed significant relationships between the analyzed variables. In addition, muscle mass predicted the cognitive functioning values. These results suggest that healthy lifestyles, including physical activity, are essential for well-being and quality of life in older people. In addition, it appears from the results found that it would be necessary for these lifestyles to contribute to preserving their level of physical condition, because of the possible impact it would have on their health.

Efectos de la actividad física sobre las funciones ejecutivas en una muestra de adolescentes / Effects of physical activity on executive function in a sample of adolescents

El propósito de este trabajo fue analizar los efectos de un programa de actividad física, con una duración de 8 semanas y basado en juegos reducidos, sobre diversas variables cognitivas vinculadas al constructo funciones ejecutivas como memoria de trabajo, inhibición y flexibilidad cognitiva. Los participantes fueron 54 adolescentes, físicamente inactivos, de la ciudad de Priego (Córdoba, España), con edades entre los 15 y 16 años (M= 15.35; DT= .48). Se empleó un diseño pre-post con dos grupos aleatorizados, control y experimental. Los instrumentos utilizados para evaluar las habilidades cognitivas fueron el test Dígitos y el test Letras y Números, de la Escala de Inteligencia de Wechsler para Niños (WISC-IV), el Trail Making Test y el Test Stroop. Se realizó un análisis de la varianza mixta 2x2 para determinar los efectos del tratamiento. Los resultados indicaron efectos positivos del programa de actividad física sobre la memoria de trabajo y la flexibilidad cognitiva, aunque con un tamaño del efecto bajo. Se propone incrementar el tiempo de intervención y aplicar diferentes programas para observar el impacto del tipo de actividad en futuras investigaciones

The aim of this study was to analyse the effects of a physical activity program, eight-week and based on small sided games, on some variables associated to executive functions construct such as working memory, inhibition and cognitive flexibility. The participants in the study were 54 adolescents, who were physically inactive, from the city of Priego (Córdoba, Spain), whose age ranged between 15 and 16 years old (M=15.35; SD= .48). The study was based on a quasi-experimental pre-post design with two randomized groups, control and experimental. The instruments used to evaluate the cognitive skills were Digits and Letters and Numbers tests of the Wechsler Intelligence Scale for Children (WISC-IV), the Trail Making Test (A and B) and the Stroop Test. It was realized an analysis of the mixed variance 2x2 to determine the effects of the treatment. Results showed positive effects of the physical activity program on working memory and cognitive flexibility, although the effect size was weak. It is proposed to increase the time of intervention and apply different treatments to observe the impact of type of activity for future research