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Research Article

Do physical activity, sedentary time, motor skills and aerobic fitness predict primary school children’s attention? Use of a data mining strategy

ORCID Icon, , , &
Received 20 Jul 2022, Accepted 19 Jul 2023, Published online: 28 Jul 2023

References

  • Aadland, K. N., Moe, V. F., Aadland, E., Anderssen, S. A., Resaland, G. K., & Ommundsen, Y. (2017). Relationships between physical activity, sedentary time, aerobic fitness, motor skills and executive function and academic performance in children. Mental Health and Physical Activity, 12, 10–18. https://doi.org/10.1016/j.mhpa.2017.01.001
  • Adam, C., Klissouras, V., Ravassolo, M., Renson, R., Tuxworth, W., Kemper, H., et al. (1988). Handbook for the EUROFIT test of physical fitness. Edigraf Editoriale Gráfica.
  • Ardila, A. (2008). On the evolutionary origins of executive functions. Brain and Cognition, 68(1), 92–99. https://doi.org/10.1016/j.bandc.2008.03.003
  • Artero, E. G., Espana-Romero, V., Castro-Pinero, J., Ortega, F. B., Suni, J., Castillo-Garzon, M. J., & Ruiz, J. R. (2011). Reliability of field-based fitness tests in youth. International Journal of Sports Medicine, 32(03), 159–169. https://doi.org/10.1055/s-0030-1268488
  • Best, J. R. (2010). Effects of physical activity on children’s executive function: Contributions of experimental research on aerobic exercise. Developmental Review, 30(4), 331–351. https://doi.org/10.1016/j.dr.2010.08.001
  • Best, J. R., & Miller, P. H. (2010). A developmental perspective on executive function. Child Development, 81(6), 1641–1660. https://doi.org/10.1111/j.1467-8624.2010.01499.x
  • Breiman, L. (2001). Random forests. Machine Learning, 45(1), 5–32. https://doi.org/10.1023/A:1010933404324
  • Brocki, K. C., & Bohlin, G. (2004). Executive functions in children aged 6 to 13: A dimensional and developmental study. Developmental Neuropsychology, 26(2), 571–593. https://doi.org/10.1207/s15326942dn2602_3
  • Cadenas-Sanchez, C., Martinez-Tellez, B., Sanchez-Delgado, G., Mora-Gonzalez, J., Castro-Piñero, J., Löf, M., Ruiz, J. R., & Ortega, F. B. (2016). Assessing physical fitness in preschool children: Feasibility, reliability and practical recommendations for the PREFIT battery. Journal of Science and Medicine in Sport, 19(11), 910–915. https://doi.org/10.1016/j.jsams.2016.02.003
  • Castelli, D. M., Hillman, C. H., Hirsch, J., Hirsch, A., & Drollette, E. (2011). FIT kids: Time in target heart zone and cognitive performance. Preventive Medicine, 52, S55–S59. https://doi.org/10.1016/j.ypmed.2011.01.019
  • Chen, J. R., Lin, Y.-H., & Leu, Y. G. (2017). Predictive model based on decision tree combined multiple regressions. In 13th International Conference on Natural Computation, Fuzzy Systems and Knowledge Discovery (ICNC-FSKD) (pp. 1855–1858). https://doi.org/10.1109/FSKD.2017.8393049
  • Crova, C., Marchetti, R., Struzzolino, I., Forte, R., & Pesce, C. (2014). Training attention in physical education: Effects on typically developing and DCD children. Procedia – Social and Behavioral Sciences, 116, 1509–1512. https://doi.org/10.1016/j.sbspro.2014.01.425
  • Dagenbach, D. E., & Carr, T. H. (1994). Inhibitory processes in attention, memory, and language. Academic Press.
  • Das, J. P., Naglieri, J. A., & Kirby, J. R. (1994). Assessment of cognitive processes. Needham & Heights.
  • Diamond, A. (2000). Close interrelation of motor development and cognitive development and of the cerebellum and prefrontal cortex. Child Development, 71(1), 44–56. https://doi.org/10.1111/1467-8624.00117
  • Diamond, A. (2012). Activities and programs that improve children’s executive functions. Current Directions in Psychological Science, 21(5), 335–341. https://doi.org/10.1177/0963721412453722
  • Donnelly, J. E., Hillman, C. H., Castelli, D., Etnier, J. L., Lee, S., Tomporowski, P., Lambourne, K., & Szabo-Reed, A. N. (2016). Physical activity, fitness, cognitive function, and academic achievement in children. Medicine & Science in Sports & Exercise, 48(6), 1197–1222. https://doi.org/10.1249/MSS.0000000000000901
  • Erickson, K. I., Hillman, C. H., & Kramer, A. F. (2015). Physical activity, brain, and cognition. Current Opinion in Behavioral Sciences, 4, 27–32. https://doi.org/10.1016/j.cobeha.2015.01.005
  • Eriksen, B. A., & Eriksen, C. W. (1974). Effects of noise letters upon the identification of a target letter in a nonsearch task. Perception & Psychophysics, 16(1), 143–149. https://doi.org/10.3758/BF03203267
  • Evenson, K. R., Catellier, D. J., Gill, K., Ondrak, K. S., & McMurray, R. G. (2008). Calibration of two objective measures of physical activity for children. Journal of Sports Sciences, 26(14), 1557–1565. https://doi.org/10.1080/02640410802334196
  • Fabre, N., Lhuisset, L., Bernal, C., & Bois, J. (2020). Effect of epoch length on intensity classification and on accuracy of measurement under controlled conditions on treadmill: Towards a better understanding of accelerometer measurement. PloS One, 15(1), e0227740. https://doi.org/10.1371/journal.pone.0227740
  • Farrahi, V., Niemelä, M., Kärmeniemi, M., Puhakka, S., Kangas, M., Korpelainen, R., & Jämsä, T. (2020). Correlates of physical activity behavior in adults: A data mining approach. International Journal of Behavioral Nutrition and Physical Activity, 17(1), 1–14. https://doi.org/10.1186/s12966-020-00996-7
  • Fernandes, V. R., Ribeiro, M. L. S., Melo, T., de Tarso Maciel-Pinheiro, P., Guimarães, T. T., Araújo, N. B., Ribeiro, S., & Deslandes, A. C. (2016). Motor coordination correlates with academic achievement and cognitive function in children. Frontiers in Psychology, 7, 318. https://doi.org/10.3389/fpsyg.2016.00318
  • Ferri-García, R., Fernández-Luna, J. M., Rodríguez-López, C., & Chillón, P. (2020). Data mining techniques to analyze the factors influencing active commuting to school. International Journal of Sustainable Transportation, 14(4), 308–323. https://doi.org/10.1080/15568318.2018.1547465
  • Fisher, A., Reilly, J., Kelly, L., Montgomery, C., Williamson, A., Paton, J. Y., & Grant, S. (2005). Fundamental movement skills and habitual physical activity in young children. Medicine & Science in Sports & Exercise, 37(4), 684–688. https://doi.org/10.1249/01.MSS.0000159138.48107.7D
  • Haapala, E. A. (2013). Cardiorespiratory fitness and motor skills in relation to cognition and academic performance in children–a review. Journal of Human Kinetics, 36(1), 55–68. https://doi.org/10.2478/hukin-2013-0006
  • Have, M., Nielsen, J. H., Gejl, A. K., Ernst, M. T., Fredens, K., Støckel, J. T., Wedderkopp, N., Domazet, S. L., Gudex, C., Grøntved, A., & Kristensen, P. L. (2016). Rationale and design of a randomized controlled trial examining the effect of classroom-based physical activity on math achievement. BMC Public Health, 16(1), 304. https://doi.org/10.1186/s12889-016-2971-7
  • Hillman, C. H., Buck, S. M., Themanson, J. R., Pontifex, M. B., & Castelli, D. M. (2009). Aerobic fitness and cognitive development: Event-related brain potential and task performance indices of executive control in preadolescent children. Developmental Psychology, 45(1), 114–129. https://doi.org/10.1037/a0014437
  • Hillman, C. H., Erickson, K. I., & Kramer, A. F. (2008). Be smart, exercise your heart: Exercise effects on brain and cognition. Nature Reviews Neuroscience, 9(1), 58–65. https://doi.org/10.1038/nrn2298
  • Hillman, C. H., Khan, N. A., & Kao, S. C. (2015). The relationship of health behaviors to childhood cognition and brain health. Annals of Nutrition and Metabolism, 66(Suppl. 3), 1–4. https://doi.org/10.1159/000381237
  • Hothorn, T., Hornik, K., & Zeileis, A. (2006). Unbiased recursive partitioning: A conditional inference framework. Journal of Computational and Graphical Statistics, 15(3), 651–674. https://doi.org/10.1198/106186006X133933
  • Leger, L. A., Mercier, D., Gadoury, C., & Lambert, J. (1988). The multistage 20 metre shuttle run test for aerobic fitness. Journal of Sports Sciences, 6(2), 93–101. https://doi.org/10.1080/02640418808729800
  • Lopes, L., Santos, R., Pereira, B., & Lopes, V. P. (2012). Associations between sedentary behavior and motor coordination in children. American Journal of Human Biology, 24(6), 746–752. https://doi.org/10.1002/ajhb.22310
  • Lubans, D. R., Hesketh, K., Cliff, D. P., Barnett, L. M., Salmon, J., Dollman, J., Morgan, P. J., Hills, A. P., & Hardy, L. L. (2011). A systematic review of the validity and reliability of sedentary behaviour measures used with children and adolescents. Obesity Reviews, 12(10), 781–799. https://doi.org/10.1111/j.1467-789X.2011.00896.x
  • Lubans, D. R., Morgan, P. J., Cliff, D. P., Barnett, L. M., & Okely, A. D. (2010). Fundamental movement skills in children and adolescents. Sports Medicine, 40(12), 1019–1035. https://doi.org/10.2165/11536850-000000000-00000
  • McClelland, M. M., & Cameron, C. E. (2019). Developing together: The role of executive function and motor skills in children’s early academic lives. Early Childhood Research Quarterly, 46, 142–151. https://doi.org/10.1016/j.ecresq.2018.03.014
  • Oberer, N., Gashaj, V., & Roebers, C. M. (2018). Executive functions, visual-motor coordination, physical fitness and academic achievement: Longitudinal relations in typically developing children. Human Movement Science, 58, 69–79. https://doi.org/10.1016/j.humov.2018.01.003
  • Parasuraman, R. (2000). The attentive brain: Issues and prospects. In Mit Press (Ed.), The attentive brain (pp. 3–16).
  • Pesce, C. (2012). Shifting the focus from quantitative to qualitative exercise characteristics in exercise and cognition research. Journal of Sport and Exercise Psychology, 34(6), 766–786. https://doi.org/10.1123/jsep.34.6.766
  • Pontifex, M. B., Raine, L. B., Johnson, C. R., Chaddock, L., Voss, M. W., Cohen, N. J., Kramer, A. F., & Hillman, C. H. (2011). Cardiorespiratory fitness and the flexible modulation of cognitive control in preadolescent children. Journal of Cognitive Neuroscience, 23(6), 1332–1345. https://doi.org/10.1162/jocn.2010.21528
  • Ridgers, N. D., & Fairclough, S. (2011). Assessing free-living physical activity using accelerometry: Practical issues for researchers and practitioners. European Journal of Sport Science, 11(3), 205–213. https://doi.org/10.1080/17461391.2010.501116
  • Scudder, M. R., Lambourne, K., Drollette, E. S., Herrmann, S., Washburn, R., Donnelly, J. E., & Hillman, C. (2014). Aerobic capacity and cognitive control in elementary school-age children. Medicine & Science in Sports & Exercise, 46(5), 1025–1035. https://doi.org/10.1249/MSS.0000000000000199
  • Sirard, J. R., & Pate, R. R. (2001). Physical activity assessment in children and adolescents. Sports Medicine, 31(6), 439–454. https://doi.org/10.2165/00007256-200131060-00004
  • Spitzer, U. S., & Hollmann, W. (2013). Experimental observations of the effects of physical exercise on attention, academic and prosocial performance in school settings. Trends in Neuroscience and Education, 2(1), 1–6. https://doi.org/10.1016/j.tine.2013.03.002
  • Swing, E. L., Gentile, D. A., Anderson, C. A., & Walsh, D. A. (2010). Television and video game exposure and the development of attention problems. Pediatrics, 126(2), 214–221. https://doi.org/10.1542/peds.2009-1508
  • Syväoja, H. J., Tammelin, T. H., Ahonen, T., Kankaanpää, A., & Kantomaa, M. T. (2014). The associations of objectively measured physical activity and sedentary time with cognitive functions in school-aged children. PloS One, 9(7), e103559. https://doi.org/10.1371/journal.pone.0103559
  • Thelen, E. (1995). Motor development: A new synthesis. American Psychologist, 50(2), 79–95. https://doi.org/10.1037/0003-066X.50.2.79
  • Tomporowski, P. D., Lambourne, K., & Okumura, M. S. (2011). Physical activity interventions and children’s mental function: An introduction and overview. Preventive Medicine, 52(1), S3–S9. https://doi.org/10.1016/j.ypmed.2011.01.028
  • Tomporowski, P. D., McCullick, B., Pendleton, D. M., & Pesce, C. (2015). Exercise and children’s cognition: The role of exercise characteristics and a place for metacognition. Journal of Sport and Health Science, 4(1), 47–55. https://doi.org/10.1016/j.jshs.2014.09.003
  • Trost, S. G., Mciver, K. L., & Pate, R. R. (2005). Conducting accelerometer-based activity assessments in field-based research. Medicine & Science in Sports & Exercise, 37(11), S531–S543. https://doi.org/10.1249/01.mss.0000185657.86065.98
  • Trudeau, F., & Shephard, R. J. (2010). Relationships of physical activity to brain health and the academic performance of schoolchildren. American Journal of Lifestyle Medicine, 4(2), 138–150. https://doi.org/10.1177/1559827609351133
  • van der Fels, I. M., te Wierike, S. C., Hartman, E., Elferink-Gemser, M. T., Smith, J., & Visscher, C. (2015). The relationship between motor skills and cognitive skills in 4–16 year old typically developing children: A systematic review. Journal of Science and Medicine in Sport, 18(6), 697–703. https://doi.org/10.1016/j.jsams.2014.09.007
  • Vivar, C., & Potter, M. C. (2013). All about running: synaptic plasticity, growth factors and adult hippocampal neurogenesis. Current Topics in Behavioral Neurosciences, 15, 189–210. https://doi.org/10.1007/7854_2012_220
  • Yuan, L., Xu, T. L., Yu, C., & Smith, L. B. (2019). Sustained visual attention is more than seeing. Journal of Experimental Child Psychology, 179, 324–336. https://doi.org/10.1016/j.jecp.2018.11.020
  • Zaragoza Casterad, J., Sevil-Serrano, J., Bois, J. E., Generelo, E., Lhuisset, L., & Aibar-Solana, A. (2019). Centre for the Promotion of Physical Activity and Health (CAPAS-City): A Pyrenean cross-cultural structure to lead the way in the design, implementation, and evaluation of multilevel physical activity interventions. International Journal of Environmental Research and Public Health, 16(19), 3631. https://doi.org/10.3390/ijerph16193631
  • Zeng, N., Ayyub, M., Sun, H., Wen, X., Xiang, P., & Gao, Z. (2017). Effects of physical activity on motor skills and cognitive development in early childhood: A systematic review. BioMed Research International, 1–13. https://doi.org/10.1155/2017/2760716

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