Submitted:
13 March 2024
Posted:
13 March 2024
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Abstract
Keywords:
1. Introduction
2. Materials and Methods
2.1. Participants
2.2. Items and Measurements
2.3. Procedure and Statistical Analysis
3. Results
3.1. Average MBI Depending on Year, Gender, and Grade
| Variable | Sum of squares | Degree of freedom | Mean square | F |
|---|---|---|---|---|
| Year | 251.156 | 1.992 | 1256.578 | 362.277*** |
| Gender*year | 156.292 | 1.992 | 78.474 | 22.592*** |
| Grade*year | 51.715 | 1.992 | 25.966 | 7.475** |
| Gender*grade*year | 1.450 | 1.992 | .727 | 0.210 |
| Error | 33400.220 | 9615.638 | 3.474 |
3.2. Average BMI by Year
3.3. Average BMI According to Gender and Year
3.4. Average BMI According to Grade and Year
4. Discussion
4.1. Interpretation of Findings
4.1.1. Changes in the Average BMI by Year
4.1.2. Changes in the Average BMI Based on Gender and Year
4.1.3. Changes in the Yearly Average BMI by Grade
4.1.4. Practical Implications of the Study
4.1.5. Limitations and Scope for Further Research
5. Conclusions
Author Contributions
Funding
Institutional Review Board Statement
Data availability statement
Acknowledgments
Conflicts of Interest
References
- Boyd, W. The History of Western Education; Adam & Charles Black: London, United Kingdom, 1921. [Google Scholar]
- Chang, B.K. Differences in Self-Rated Health and Physical Activity due to Education Level among Koreans: Understanding Implications of Physical Education. Iran J Public Health 2021, 50, 1983–1992. [Google Scholar] [CrossRef] [PubMed]
- Ha, N.K. The History of Physical Education and Sport; GS Press: JINJU, South Korea, 2008. [Google Scholar]
- Müller, A.M.; Khoo, S. Non-Face-To-Face Physical Activity Interventions in Older Adults: A Systematic Review. Int J Behav Nutr Phys Act 2014, 11, 35. [Google Scholar] [CrossRef] [PubMed]
- Lee, K.J.; Seo, K.W.; An, K.O. Effects of the Non-Face-To-Face Learning on Health-Related Physical Fitness and Balance in Adolescents According to COVID-19. Exerc Sci 2021, 30, 229–236. [Google Scholar] [CrossRef]
- Katayama, O.; Lee, S.; Bae, S.; Makino, K.; Chiba, I.; Harada, K.; Morikawa, M.; Tomida, K.; Shimada, H. Are Non-Face-To-Face Interactions an Effective Strategy for Maintaining Mental and Physical Health? Arch Gerontol Geriatr 2022, 98, 104560. [Google Scholar] [CrossRef]
- Ryu, H.S.; So, W.Y. The Effects of 24 Weeks of Non-Face-to-Face Home Exercise on Body Composition, Physical Fitness, Cardiovascular Function, and Blood Profiles in Pre-Metabolic Syndrome Korean Adults: A Pilot Study. Healthcare 2022, 10, 1963. [Google Scholar] [CrossRef] [PubMed]
- Fujiwara, Y.; Nonaka, K.; Kuraoka, M.; Murayama, Y.; Murayama, S.; Nemoto, Y.; Tanaka, M.; Matsunaga, H.; Fujita, K.; Murayama, H.; Kobayashi, E. Influence of “Face-To-Face Contact” and “Non-Face-To-Face Contact” on the Subsequent Decline in Self-Rated Health and Mental Health Status of Young, Middle-Aged, and Older Japanese Adults: A Two-Year Prospective Study. Int J Environ Res Public Health 2022, 19, 2218. [Google Scholar] [CrossRef] [PubMed]
- Tanaka, M.; Adachi, Y.; Adachi, K.; Sato, C. Effects of a Non-Face-To-Face Behavioral Weight-Control Program Among Japanese Overweight Males: A Randomized Controlled Trial. Int J Behav Med 2010, 17, 17–24. [Google Scholar] [CrossRef]
- Kang, S.; Kang, S. Development of Curriculum Model Using ICT Content. In Kim, K., Kim, H.Y., Eds.; Information Science and Applications. Lecture Notes in Electrical Engineering, Springer Singapore, 2020, pp. 701–705. [CrossRef]
- Fuentes-Nieto, T.; López-Pastor, V.M.; Palacios-Picos, A. A Combination of Transformative and Authentic Assessment Through ICT in Physical Education. Retos: Nuevas Perspectivas de Educación Física, Deporte y Recreación 2022, 44. [Google Scholar] [CrossRef]
- Ramteke, J.K.V. General Contribution of ICT in Physical Education. IJFMR, 4.
- Hinojo Lucena, F.J.; Lopez Belmonte, J.; Fuentes Cabrera, A.; Trujillo Torres, J.M.; Pozo Sanchez, S. Academic Effects of the Use of Flipped Learning in Physical Education. Int J Environ Res Public Health 2020, 17, 276. [Google Scholar] [CrossRef]
- Yu, J.E. Exploration of Educational Possibilities by Four Metaverse Types in Physical Education. Technologies 2022, 10, 104. [Google Scholar] [CrossRef]
- Marín-Suelves, D.; Ramón-Llin, J.; Gabarda, V. The Role of Technology in Physical Education Teaching in the Wake of the Pandemic. Sustainability 2023, 15, 8503. [Google Scholar] [CrossRef]
- Bae, M.H. The Effect of a Virtual Reality-Based Physical Education Program on Physical Fitness among Elementary School Students. Iran J Public Health 2023, 52, 371–380. [Google Scholar] [CrossRef]
- Palmer, K.; Ciccarelli, M.; Falkmer, T.; Parsons, R. Associations Between Exposure to Information and Communication Technology (ICT) and Reported Discomfort Among Adolescents. Work 2014, 48, 165–173. [Google Scholar] [CrossRef] [PubMed]
- Cachón-Zagalaz, J.; Zagalaz-Sánchez, M.ª.L.; Arufe-Giráldez, V.; Sanmiguel-Rodríguez, A.; Gonzalez-Valero, G. Physical Activity and Daily Routine Among Children Aged 0–12 During the COVID-19 Pandemic in Spain. Int J Environ Res Public Health 2021, 18, 703. [Google Scholar] [CrossRef] [PubMed]
- Kautiainen, S.; Koivusilta, L.; Lintonen, T.; Virtanen, S.M.; Rimpelä, A. Use of Information and Communication Technology and Prevalence of Overweight and Obesity Among Adolescents. Int J Obes 2005, 29, 925–933. [Google Scholar] [CrossRef] [PubMed]
- Knapp, E.A.; Dong, Y.; Dunlop, A.L.; Aschner, J.L.; Stanford, J.B.; Hartert, T.; Teitelbaum, S.L.; Hudak, M.L.; Carroll, K.; O’Connor, T.G.; et al. Changes in BMI During the COVID-19 Pandemic. Pediatrics 2022, 150, e2022056552. [Google Scholar] [CrossRef]
- Williams, M.H. Nutrition for Health, Fitness and Sport, 5th ed.; McGraw-Hill Education: Boston, USA, 1999. [Google Scholar]
- Nicole, J.M.; Evan, J.A.; Derikk, M.H. Innovative Ways to Use Modern Technology to Enhance, Rather Than Hinder, Physical Activity Among Youth. J Phys Educ Recreat Dance 2015, 86, 46–53. [Google Scholar] [CrossRef]
- Hall, D.M.; Cole, T.J. What Use is the BMI? Arch Dis Child 2006, 91, 283–286. [Google Scholar] [CrossRef] [PubMed]
- Incheon Metroplitan City Office of Education. Physical Activity Promotion System(PAPS) Master Plan. Incheon Metroplitan City Office of Education, 2021.
- Chang, B.K. Examining the Degree of Changes in Korean Elementary Schools’ Physical Activity Promotion System Grades amidst the COVID-19 Pandemic. Iran J Public Health 2022, 51, 1010–1019. [Google Scholar] [CrossRef]
- Han, G.S. The Relationship Between Physical Fitness and Academic Achievement Among Adolescent in South Korea. J Phys Ther Sci 2018, 30, 605–608. [Google Scholar] [CrossRef]
- Bathke, A.C.; Schabenberger, O.; Tobias, R.D.; Madden, L.V. Greenhouse–Geisser Adjustment and the ANOVA-type Statistic: Cousins or Twins? Am Stat 2009, 63, 239–246. [Google Scholar] [CrossRef]
- Trost, S.G.; Kerr, L.M.; Ward, D.S.; Pate, R.R. Physical Activity and Determinants of Physical Activity in Obese and Non-Obese Children. Int J Obes 2001, 25, 822–829. [Google Scholar] [CrossRef]
- Wiklund, P. The Role of Physical Activity and Exercise in Obesity and Weight Management: Time for Critical Appraisal. J Sport Health Sci 2016, 5, 151–154. [Google Scholar] [CrossRef]
- Thekra, A.; Rifan, A.; Johara, A.; Ethar, A.; Eman, M.; Reem, A. The Relationship Between Technology Use and Physical Activity Among Typically-Developing Children. Healthcare 2020, 8, 488. [Google Scholar] [CrossRef]
- Lee, E.-J.; Seo, D-i. ; Lee, S.-M.; Kim, J.-H. Changes in Physical Fitness Among Elementary and Middle School Students in Korea Before and After COVID-19. Int J Environ Res Public Health 2022, 19, 11712. [Google Scholar] [CrossRef] [PubMed]
- McKenzie, T.L.; Kahan, D. Physical Activity, Public Health, and Elementary Schools. Elem Sch J 2008, 108, 171–180. [Google Scholar] [CrossRef]
- Kohl, H.W.; Craig, C.L.; Lambert, E.V.; Inoue, S.; Alkandari, J.R.; Leetongin, G.; Kahlmeier, S.; Lancet Physical Activity Series Working Group. The Pandemic of Physical Inactivity: Global Action for Public Health. Lancet 2012, 380, 294–305. [Google Scholar] [CrossRef] [PubMed]
- Griggs, G.; Ward, G. Phsical Education in the UK: Disconnections and Reconnections. The Curriculum Journal 2012, 23, 207–229. [Google Scholar] [CrossRef]
- Castañeda-Babarro, A.; Arbillaga-Etxarri, A.; Gutiérrez-Santamaría, B.; Coca, A. Physical Activity Change During COVID-19 Confinement. Int J Environ Res Public Health 2020, 17, 6878. [Google Scholar] [CrossRef]
- Sallis, J.F. Epidemiology of Physical Activity and Fitness in Children and Adolescents. Crit Rev Food Sci Nutr 1993, 33, 403–408. [Google Scholar] [CrossRef] [PubMed]
- Brazo-Sayavera, J.; Aubert, S.; Barnes, J.D.; González, S.A.; Tremblay, M.S. Gender Differences in Physical Activity and Sedentary Behavior: Results from Over 200,000 Latin-American Children and Adolescents. PLOS ONE 2021, 16, e0255353. [Google Scholar] [CrossRef]
- Marques, A.; Carreiro da Costa, F. Levels of Physical Activity of Urban Adolescents According to Age and Gender. Int J Sports Sci 2013, 3, 23–27. [Google Scholar]
- Turner, R.W.; Perrin, E.M.; Coyne-Beasley, T.; Peterson, C.J.; Skinner, A.C. Reported Sports Participation, Race, Sex, Ethnicity, and Obesity in US Adolescents from NHANES Physical Activity (PAQ_D). Glob Pediatr Health 2015, 2. [Google Scholar] [CrossRef] [PubMed]
- Martinez, J.A.; Kearney, J.M.; Kafatos, A.; Paquet, S.; Martínez-Gonzélez, M.A. Variables Independently Associated with Self-Reported Obesity in the European Union. Public Health Nutr 1999, 2, 125–133. [Google Scholar] [CrossRef] [PubMed]
- Gupta, N.K.; Mueller, W.H.; Chan, W.; Meininger, J.C. Is Obesity Associated with Poor Sleep Quality in Adolescents? Am J Hum Biol 2002, 14, 762–768. [Google Scholar] [CrossRef] [PubMed]
- Inoue, M.; Minami, M.; Yano, E. Body Mass Index, Blood Pressure, and Glucose and Lipid Metabolism Among Permanent and Fixed-Term Workers in the Manufacturing Industry: A Cross-Sectional Study. BMC Public Health 2014, 14, 1–8. [Google Scholar] [CrossRef]
- Birchwood, D.; Robert, K.; Pollock, G. Explaining Differences in Sport Participation Rates Among Young Adults: Evidence from the South Caucasus. Eur Phy Educ Rev 2008, 14, 283–300. [Google Scholar] [CrossRef]
- Côté, J.; Hay, J. Children's Involvement in Sport: A Developmental Perspective. In Psychological Foundations of Sport; Silva, J., Stevens, D., Eds.; Allyn & Bacon: Boston, MA, USA, 2002. [Google Scholar]
- Thomas, K.T.; Thomas, J.R. Principles of Motor Development for Elementary School Physical Education. Elem Sch J 2008, 108, 181–195. [Google Scholar] [CrossRef]
- Juniu, S. Pedagogical Uses of Technology in Physical Education. J Phys Educ Recreat Dance 2011, 82, 41–49. [Google Scholar] [CrossRef]
- Aberg, M.A; Pedersen, N.L; Toren, K.; Svartengren, M.; Bäckstrand, B.; Johnsson, T.; Cooper-Kuhn, C.M.; Åberg, N.D.; Nilsson, M.; Kuhn, H.G. Cardiovascular Fitness is Associated with Cognition in Young Adulthood. Proc Natl Acad Sci U S A 2009, 106, 20906–20911. [Google Scholar] [CrossRef]
- Perkins, D.; Jacobs, B.; Barber, J.; Eccles, J. Childhood and Adolescent Sports Participation as Predictors of Participation in Sports and Physical Fitness Activities During Young Adulthood. Youth Soc 2004, 35. [Google Scholar] [CrossRef]
- Kraft, R.E.; Smithe, F.A.; Buzby, J.H. Teach Throwing and Catching to Large Classes. Strategies 1997, 10, 12–15. [Google Scholar] [CrossRef]



| Variable | Number of students (proportion) | |||
|---|---|---|---|---|
| Male | Female | Total | ||
| 2019 | 5th grade | 33,477 (51.31%) | 31,764 (48.69%) | 65,241 (100%) |
| 6th grade | 30,980 (52.11%) | 28,472 (47.89%) | 59,452 (100%) | |
| Total | 64,457 (51.69%) | 60,236 (48.31%) | 124,693 (100%) | |
| 2020 | 5th grade | 31,791 (52.00%) | 29,350 (48.00%) | 61,141 (100%) |
| 6th grade | 33,429 (51.36%) | 31,656 (48.64%) | 65,085 (100%) | |
| Total | 65,220 (51.67%) | 61,006 (48.33%) | 126,226 (100%) | |
| 2021 | 5th grade | 29,689 (51.81%) | 27,618 (48.19%) | 57,307 (100%) |
| 6th grade | 31,481 (52.03%) | 29,021 (47.97%) | 60,502 (100%) | |
| Total | 61,170 (51.92%) | 56,639 (48.08%) | 117,809 (100%) | |
| Physical fitness factor |
Item | Male | Female | |||||||||
|---|---|---|---|---|---|---|---|---|---|---|---|---|
| Obesity |
BMI (kg/m2) |
Underweight | Normal weight | Overweight | Moderately obese | Severely obese | Underweight | Normal weight | Overweight | Moderately obese | Severely obese | |
| 5th grade | 14.5 or below | 14.6∼21.6 | 21.7∼24.4 | 24.5∼29.9 | 30. or above | 14.2 or below | 14.3∼20.6 | 20.7∼23.0 | 23.1∼29.9 | 30. or above | ||
| 6th grade | 14.8 or below | 14.9∼22.5 | 22.6∼24.9 | 25.0∼29.9 | 30. or above | 14.6 or below | 14.7∼21.4 | 21.5∼23.9 | 24.0∼29.9 | 30. or above | ||
| Dependent variable | Year | Sample size | Mean | Standard error |
|---|---|---|---|---|
| Average BMI | 2019 | 124,693 | 20.325a | 0.026 |
| 2020 | 126,226 | 20.394a | 0.028 | |
| 2021 | 117,809 | 21.241b | 0.029 |
| Year | Gender | Mean | Standard error |
|---|---|---|---|
| 2019 | Male | 20.870b | 0.037 |
| Female | 19.780a | 0.037 | |
| 2020 | Male | 20.952b | 0.039 |
| Female | 19.837a | 0.039 | |
| 2021 | Male | 22.012b | 0.042 |
| Female | 20.470a | 0.042 |
| Year | Grade | Mean | Standard error |
|---|---|---|---|
| 2019 | 5th grade | 19.991a | 0.037 |
| 6th grade | 20.659b | 0.037 | |
| 2020 | 5th grade | 19.992a | 0.039 |
| 6th grade | 20.797b | 0.039 | |
| 2021 | 5th grade | 20.985a | 0.042 |
| 6th grade | 21.497b | 0.042 |
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