Identifying profiles of children at risk of being less physically active: an exploratory study using a self-organised map approach for motor competence

References

• Astel, A., Tsakovski, S., Barbieri, P., & Simeonov, V. (2007). Comparison of self-organizing maps classification approach with cluster and principal components analysis for large environmental data sets. Water Research, 41(19), 4566–4578.
   PubMed Web of Science ®Google Scholar
• Bardid, F., De Meester, A., Tallir, I., Cardon, G., Lenoir, M., & Haerens, L. (2016). Configurations of actual and perceived motor competence among children: Associations with motivation for sports and global self-worth. Human Movement Science, 50, 1–9.
   PubMed Web of Science ®Google Scholar
• Barnett, L. M., Lai, S. K., Veldman, S. L. C., Hardy, L. L., Cliff, D. P., Morgan, P. J., … Okely, A. D. (2016a). Correlates of gross motor competence in children and adolescents: A systematic review and meta-analysis. Sports Medicine, 46(11), 1663–1688.
   PubMed Web of Science ®Google Scholar
• Barnett, L. M., Morgan, P. J., van Beurden, E., & Beard, J. R. (2008a). Perceived sports competence mediates the relationship between childhood motor skill proficiency and adolescent physical activity and fitness: A longitudinal assessment. The International Journal of Behavioral Nutrition and Physical Activity, 5, 40.
   PubMed Web of Science ®Google Scholar
• Barnett, L. M., Ridgers, N. D., Zask, A., & Salmon, J. (2015). Face validity and reliability of a pictorial instrument for assessing fundamental movement skill perceived competence in young children. Journal of Science and Medicine, 18(1), 98–102.
   Google Scholar
• Barnett, L. M., Van Beurden, E., Morgan, P. J., Brooks, L. O., & Beard, J. R. (2008b). Does childhood motor skill proficiency predict adolescent fitness? Medicine and Science in Sports and Exercise, 40(12), 2137–2144.
   PubMed Web of Science ®Google Scholar
• Barnett, L. M., Vazou, S., Abbott, G., Bowe, S. J., Robinson, L. E., Ridgers, N. D., & Salmon, J. (2016b). Construct validity of the pictorial scale of perceived movement skill competence. Psychology of Sport and Exercise, 22, 294–302.
   Web of Science ®Google Scholar
• Barry, V. W., Baruth, M., Beets, M. W., Durstine, J. L., Liu, J., & Blair, S. N. (2014). Fitness vs. fatness on all-cause mortality: A meta-analysis. Progress in Cardiovascular Diseases, 56(4), 382–390.
   PubMed Web of Science ®Google Scholar
• Chen, D., Chang, R. F., & Huang, Y. L. (2000). Breast cancer diagnosis using self-organizing map for sonography. Ultrasound in Medicine & Biology, 26(3), 405–411.
   PubMed Web of Science ®Google Scholar
• Currie, C., Zanotti, C., Morgan, A., Currie, D., de Looze, M., Roberts, C., … Barnekow, V. (2012). Social determinants of health and well-being among young people. Health Behaviour in School-aged Children (HBSC) study: international report from the 2009/2010 survey (Vol. 6). Copenaghen, Denmark: WHO Regional Office for Europe. Retrieved from http://www.euro.who.int/__data/assets/pdf_file/0003/163857/Social-determinants-of-health-and-well-being-among-young-people.pdf
   Google Scholar
• D’Hondt, E., Deforche, B., Vaeyens, R., Vandorpe, B., Vandendriessche, J., Pion, J., … Lenoir, M. (2011). Gross motor coordination in relation to weight status and age in 5- to 12-year-old boys and girls: A cross-sectional study. International Journal of Pediatric Obesity: IJPO: an Official Journal of the International Association for the Study of Obesity, 10.3109/17477166.2010.500388. 6(2–2), e556–564.
   PubMed Web of Science ®Google Scholar
• De Meester, A., Maes, J., Stodden, D., Cardon, G., Goodway, J., Lenoir, M., & Haerens, L. (2016). Identifying profiles of actual and perceived motor competence among adolescents: Associations with motivation, physical activity, and sports participation. Journal of Sports Sciences, 34(21), 2027–2037.
   PubMed Web of Science ®Google Scholar
• De Meester, A., Stodden, D., Brian, A., True, L., Cardon, G., Tallir, I., & Haerens, L. (2016). Associations among elementary school children’s actual motor competence, perceived motor competence, physical activity and BMI: A cross-sectional study. PloS one, 11(10), e0164600.
   PubMed Web of Science ®Google Scholar
• Deci, E. L., & Ryan, R. M. (2008). Self-determination theory: A macrotheory of human motivation, development, and health. Canadian Psychology/Psychologie Canadienne, 49(3), 182–185.
   Web of Science ®Google Scholar
• Estevan, I., & Barnett, L. M. (2018). Considerations related to the definition, measurement and analysis of perceived motor competence. Sports Medicine, 48(12), 2685–2694. doi:10.1007/s40279-018-0940-2
   PubMed Web of Science ®Google Scholar
• Estevan, I., Molina-García, J., Abbott, G., Bowe, S., Castillo, I., & Barnett, L. (2018a). Evidence of reliability and validity for the pictorial scale of perceived movement skill competence in Spanish children. Journal of Motor Learning and Development, 6(S2), S205–S222. doi:10.1123/jmld.2016-0065
   PubMedGoogle Scholar
• Estevan, I., Molina-García, J., Bowe, S. J., Álvarez, O., Castillo, I., & Barnett, L. M. (2018b). Who can best report on children’s motor competence: Parents, teachers, or the children themselves? Psychology of Sport and Exercise, 34, 1–9.
   Web of Science ®Google Scholar
• Estevan, I., Molina-García, J., Queralt, A., Álvarez, O., Castillo, I., & Barnett, L. (2017). Validity and reliability of the spanish version of the test of gross motor development-3. Journal of Motor Learning and Development, 5, 69–81.
   Google Scholar
• Fairclough, S. J., Boddy, L. M., Ridgers, N. D., Stratton, G., & Cumming, S. (2011). Biological maturity and primary school children’s physical activity: Influence of different physical activity assessment instruments. European Journal of Sport Science, 11(4), 241–248.
   Web of Science ®Google Scholar
• Field, A. (2009). Discovering statistics using SPSS (3rd ed.). London, UK: SAGE Publications Ltd.
   Google Scholar
• Gutiérrez, R., Aldea, L., Cavia, M. D. M., & Alonso-Torre, S. R. (2015). Relation between the body composition and the sports practice in teenagers. Nutricion Hospitalaria, 32(1), 336–345.
   Web of Science ®Google Scholar
• Harter, S. (1999). The construction of the self: A Development perspective. New York, NY: Guilford Press.
   Google Scholar
• Jekauc, D., Wagner, M. O., Herrmann, C., Hegazy, K., & Woll, A. (2017). Does physical self-concept mediate the relationship between motor abilities and physical activity in adolescents and young adults? PloS one, 12(1), e0168539.
   PubMed Web of Science ®Google Scholar
• Khodaverdi, Z., Bahram, A., Stodden, D., & Kazemnejad, A. (2016). The relationship between actual motor competence and physical activity in children: Mediating roles of perceived motor competence and health-related physical fitness. Journal of Sports Sciences, 34(16), 1523–1529.
   PubMed Web of Science ®Google Scholar
• Kowalski, K. C., Crocker, P. R., & Donen, R. (2004). The physical activity questionnaire for older children (PAQ-C) and adolescents (PAQ-A) manual. Saskatoon: University of Saskatchewan.
   Google Scholar
• Kuczmarski, R. J., Ogden, C. L., Guo, S. S., Grummer-Strawn, L. M., Flegal, K. M., Mei, Z., ... Johnson, C. L. (2002). 2000 CDC growth charts for the United States: Methods and development. Vital and Health Statistics. Data from the National Health Survey, 11(246), 1–190.
   Google Scholar
• Lima, R. A., Pfeiffer, K. A., Bugge, A., Møller, N. C., Andersen, L. B., & Stodden, D. F. (2017). Motor competence and cardiorespiratory fitness have greater influence on body fatness than physical activity across time. Scandinavian Journal of Medicine & Science in Sports, 27(12), 1638–1647.
   PubMed Web of Science ®Google Scholar
• Lobstein, T., Jackson-Leach, R., Moodie, M. L., Hall, K. D., Gortmaker, S. L., Swinburn, B. A., … McPherson, K. (2015). Child and adolescent obesity: Part of a bigger picture. Lancet (London, England), 385(9986), 2510–2520.
   PubMed Web of Science ®Google Scholar
• Martínez-Gómez, D., Haro, V. M., de, Pozo, T., Welk, G. J., Villagra, H. A., Calle, M. E., … Veiga, O. L. (2009). Fiabilidad y validez del cuestionario de actividad física PAQ-A en adolescentes españoles [Reliability and validity of the physical activity questionnaire in Spanish adolescents]. Revista española de salud pública, 83(3), 427–439.
   PubMed Web of Science ®Google Scholar
• Masci, I., Schmidt, M., Marchetti, R., Vannozzi, G., & Pesce, C. (2018). When children’s perceived and actual motor competence mismatch: Sport participation and gender differences. Journal of Motor Learning and Development, 6(S2), S440–S460. doi:10.1123/jmld.2016-0081
   PubMedGoogle Scholar
• Mele, P. M., & Crowley, D. E. (2008). Application of self-organizing maps for assessing soil biological quality. Agriculture, Ecosystems & Environment, 126(3), 139–152.
   Web of Science ®Google Scholar
• Mielgo-Ayuso, J., Aparicio-Ugarriza, R., Castillo, A., Ruiz, E., Ávila, J. M., Aranceta-Batrina, J., … González-Gross, M. (2016). Physical activity patterns of the Spanish population are mostly determined by sex and age: Findings in the ANIBES study. PloS one, 11(2), e0149969.
   PubMed Web of Science ®Google Scholar
• Oliver, E., Vallés Pérez, I., Rivera, B., María, R., Martí, C. I., Josep, A., … Soria Olivas, E. (2016). Visual data mining with self-organizing maps for «self-monitoring» data analysis. Sociological Methods & Research, 45, 1–15. 10.1177/0049124116661576
   Google Scholar
• Pellicer-Chenoll, M., Garcia-Massó, X., Morales, J., Serra-Añó, P., Solana-Tramunt, M., González, L.-M., & Toca-Herrera, J.-L. (2015). Physical activity, physical fitness and academic achievement in adolescents: A self-organizing maps approach. Health Education Research, 30(3), 436–448.
   PubMed Web of Science ®Google Scholar
• Robinson, L. E., Stodden, D. F., Barnett, L. M., Lopes, V. P., Logan, S. W., Rodrigues, L. P., & D’Hondt, E. (2015). Motor competence and its effect on positive developmental trajectories of health. Sports Medicine, 45(9), 1273–1284.
   PubMed Web of Science ®Google Scholar
• Rosado-Muñoz, A., Martínez-Martínez, J. M., Escandell-Montero, P., & Soria-Olivas, E. (2013). Visual data mining with self-organising maps for ventricular fibrillation analysis. Computer Methods and Programs in Biomedicine, 111(2), 269–279.
   PubMed Web of Science ®Google Scholar
• Ruiz, J. R., Castro-Piñero, J., España-Romero, V., Artero, E. G., Ortega, F. B., Cuenca, M. M., … Castillo, M. J. (2011). Field-based fitness assessment in young people: The ALPHA health-related fitness test battery for children and adolescents. British Journal of Sports Medicine, 45(6), 518–524.
   PubMed Web of Science ®Google Scholar
• Stodden, D. F., Gao, Z., Goodway, J. D., & Langendorfer, S. J. (2014). Dynamic relationships between motor skill competence and health-related fitness in youth. Pediatric Exercise Science, 26(3), 231–241.
   PubMed Web of Science ®Google Scholar
• Stodden, D. F., Goodway, J. D., Langendorfer, S. J., Roberton, M. A., Rudisill, M. E., Garcia, C., & Garcia, L. E. (2008). A developmental perspective on the role of motor skill competence in physical activity: An emergent relationship. Quest, 60(2), 290–306.
   Web of Science ®Google Scholar
• Tamayo, P., Slonim, D., Mesirov, J., Zhu, Q., Kitareewan, S., Dmitrovsky, E., … Golub, T. R. (1999). Interpreting patterns of gene expression with self-organizing maps: Methods and application to hematopoietic differentiation. Proceedings of the National Academy of Sciences of the United States of America, 96(6), 2907–2912.
   PubMed Web of Science ®Google Scholar
• Thuneberg, H., & Hotulainen, R. (2006). Contributions of data mining for psycho‐educational research: What self‐organizing maps tell us about the well‐being of gifted learners. High Ability Studies, 17(1), 87–100.
   Web of Science ®Google Scholar
• Tompsett, C., Sanders, R., Taylor, C., & Cobley, S. (2017). Pedagogical approaches to and effects of fundamental movement skill interventions on health outcomes: A systematic review. Sports Medicine, 47, 1795–1819.
   PubMed Web of Science ®Google Scholar
• Utesch, T., Dreiskämper, D., Naul, R., & Geukes, K. (2018). Understanding physical (in-) activity, overweight, and obesity in childhood: Effects of congruence between physical self-concept and motor competence. Scientific Reports, 8(1), 5908.
   PubMed Web of Science ®Google Scholar
• Van Capelle, A., Broderick, C. R., van Doorn, N., Ward, R., E., & Parmenter, B. J. (2017). Interventions to improve fundamental motor skills in pre-school aged children: A systematic review and meta-analysis. Journal of Science and Medicine in Sport, 20(7), 658–666.
   PubMed Web of Science ®Google Scholar
• Veldman, S. L. C., Jones, R. A., & Okely, A. D. (2016). Efficacy of gross motor skill interventions in young children: An updated systematic review. BMJ Open Sport & Exercise Medicine, 2(1), e000067.
   PubMedGoogle Scholar
• Vesanto, J., Himberg, J., Alhoniemi, E., & Parhankangas, J. (1999). Self-organizing map in matlab: The SOM toolbox. Proceedings of the Matlab DSP Conference, 99, 35–40.
   Google Scholar