Comparison of 3 different analytic approaches for determining risk-related active and sedentary behavioral patterns in adolescents

Journal of Physical Activity and Health

Volumn 7, Issue 3, 2010, Pages 381-392

  Beets, Michael W ^a   Foley, John T ^b  

^a UNIVERSITY OF SOUTH CAROLINA   (United States)

^b STATE UNIVERSITY OF NEW YORK   (United States)

Author keywords

Adolescents; Behavior patterns; Methods; Physical activity; Television

Indexed keywords

EID: 77951793341     PISSN: 15433080     EISSN: 15435476     Source Type: Journal    
DOI: 10.1123/jpah.7.3.381     Document Type: Article

References (38)

1. Baranowski T, Anderson C, Carmack C. Mediating variable framework in physical activity interventions: How are we doing? How might we do better? Am J Prev Med. 1998;15(4):266-297.
2. Strong WB, Malina RM, Blimkie CJ, et al. Evidence based physical activity for school-age youth. J Pediatr. 2005;146(6):732-737.
3. Swinburn BA, Caterson I, Seidell JC, James WPT. Diet, nutrition, and the prevention of excess weight gain and obesity. Public Health Nutr. 2004;71(1A):123-146.
4. Trost SG, Sirad JR, Dowda M, Pfeiffer KA, Pate RR. Physical activity in overweight and nonoverweight preschool children. Int J Obes. 2003;27:834-839.
5. Trost SG, Kerr LM, Ward DS, Pate RR. Physical activity and determinants of physical activity in obese and non-obese children. Int J Obes Relat Metab Disord.2001;25:822-829.
6. Storey ML, Forshee RA, Weaver AR, Sansalone WR. Demographic and lifestyle factors associated with body mass index among children and adolescents. Int J Food Sci Nutr. 2003;54(6):491-503.
7. Zabinski MF, Saelens BE, Stein RI, Hayden-Wade HA, Wilfley DE. Overweight children's barriers to and support for physical activity. Obes Res. 2003;11(2):238-246.
8. O'Dea JA, Wilson R. Socio-cognitive and nutritional factors associated with body mass index in children and adolescents: possibilities for childhood obesity prevention. Health Educ Res. 2006;21(6):796-805.
9. Mustillo S, Worthman C, Erkanli A, Keeler G, Angold A, Costello EJ. Obesity and psychiatric disorder: developmental trajectories. Pediatrics. 2003;111(4 pT 1):851-859.
10. Cicchetti D, Toth S. The development of depression in children and adolescents. Am Psychol. 1998;53:221-241.
11. Kimm SYS, Glynn NW, Kriska AM, et al. Decline in physical activity in black girls and white girls during adolescence. N Engl J Med. 2002;347:709-715.
12. Robinson TN. Reducing children's television viewing to prevent obesity: a randomized control trial. JAMA. 1999;282:1561-1567.
13. Gortmaker SL, Peterson K, Wiecha J, et al. Reducing obesity via a school-based interdisciplinary intervention among youth: Planet Health. Arch Pediatr Adolesc Med. 1999;153(4):409-418.
14. Vandewater EA, Shim M, Caplovitz AG. Linking obesity and activity level with children's television and video game use. J Adolesc. 2004;27(1):71-85.
15. Trost SG, Pate RR, Dowda M, Saunders R, Ward DS, Felton GM. Gender differences in physical activity and determinants of physical activity in rural fifth grade students.J Sch Health. 1996;66(4):145-150.
16. Marshall SJ, Biddle SJH, Sallis JF, McKenzie TL, Conway TL. Clustering of sedentary behaviors and physical activity among youth: a cross-national study. Pediatr Exerc Sci.2002;14(4):401-417.
17. Muthén B, Muthén LK. Integrating person-centered and variable-centered analyses: growth mixture modeling with latent trajectory classes. Alcohol Clin Exp Res. 2000;24(6):882-891.
18. Chen LS, Eaton WW, Gallo JJ, Nestadt G. Understanding the heterogeneity of depression through the triad of symptoms, course, and risk factors: a longitudinal, populationbased study. J Affect Disord. 2000;59:1-11.
19. Henry DB, Tolan PH, Gorman-Smith D. Cluster analysis in family psychological research. J Fam Psychol. 2005;19(1):121-132.
20. Cardon G, Philippaerts R, Lefevre J, et al. Physical activity levels in 10 to 11 years olds: clustering of psychosocial correlates. Public Health Nutr. 2005;8(7):896-903. (Pubitemid 41719156)
21. Monda KL, Popkin BM. Cluster analysis methods help to clarify the activity-BMI relationship of Chinese youth. Obes Res. 2005;13(6):1042-1051.
22. Morgan BT, Ray APG. Non-uniqueness and inversion in cluster analysis. Appl Stat. 1995;44:117-134.
23. Magidson J, Vermunt JK. Latent class models for clustering: a comparison with K-means. Canadian Journal of Marketing Research. 2002;20(1):36-43.
24. Oregon Department of Human Services. Oregon Healthy Teens. 2006; http://www.dhs.state.or.us/dhs/ph/chs/youthsurvey/index.shtml. Accessed July 22, 2006.
25. Kuczmarski RJ, Ogden CL, Guo SS, et al. 2000 CDC growth charts for the United States: Methods and development. Vital Health Stat 11. 2002;246:1-190.
26. Muthén B. Latent variable mixture modeling. In: Marcoulides GA, Schumacker RE, eds. New Developments and Techniques in Structural Equation Modeling. Mahwah, NJ: Lawrence Erlbaum Associates; 2001:1-33.
27. Muthén B. Latent variable analysis: Growth mixture modeling and related techniques for longitudinal data. In: Kaplan D, ed. Handbook of Quantitative Methodology for the Social Sciences. Newbury Park, CA: Sage Publications; 2004:345-368.
28. Hix-Small H, Duncan TE, Duncan SC, Okut H. A multivariate associative finite growth mixture modeling approach examining adolescent alcohol and marijuana use. J Psychopathol Behav Assess. 2004;26(4):255-270.
29. Calinski T, Harabasz J. A dendrite method for cluster analysis. Communication in Statistics. 1974;3:1-27.
30. Muthén LK, Muthén B. Mplus User's Guide. 3rd ed. Los Angeles, CA: Muthén & Muthén; 1998-2004.
31. Van Der Horst K, Paw MJ, Twisk JW, Van Mechelen W. A brief review on correlates of physical activity and sedentariness in youth. Med Sci Sports Exerc. 2007;39(8):1241-1250. (Pubitemid 47344005)
32. Kahn EB, Ramsey LT, Brownson RC, et al. The effectiveness of interventions to increase physical activity. A systematic review. Am J Prev Med. 2002;22(4, Suppl):73-107.
33. Atherson MJ, Metcalf J. Television watching and risk of obesity in American adolescents. Am J Health Promot. 2005;36(1):2-7.
34. Utter J, Neumark-Sztainer D, Jeffery R, Story M. Couch potatoes or French fries: are sedentary behaviors associated with body mass index, physical activity, and dietary behaviors among adolescents? J Am Diet Assoc. 2003;103(10):1298-1305.
35. Janssen I, Katzmarzyk PT, Boyce WF, King MA, Pickett W. Overweight and obesity in Canadian adolescents and their associations with dietary habits and physical activity patterns. J Adolesc Health. 2004;35:360-367.
36. Gordon-Larsen P, McMurray RG, Popkin BM. Adolescent physical activity and inactivity vary by ethnicity: the National Longitudinal Study of Adolescent Health. J Pediatr. 1999;135(5):301-306.
37. Robinson TN, Killen JD. Ethnic differences in the relationships between television viewing and obesity, physical activity, and dietary fat intake. J Health Educ. 1995;26(2):S91-S98.
38. Sallis J, Prochaska JJ, Taylor WC. A review of correlates of physical activity of children and adolescents. Med Sci Sports Exerc. 2000;32(5):963-975. (Pubitemid 30230679)