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Development and cross-cultural validation of the Goal Content for Weight Maintenance Scale (GCWMS)

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Abstract

Purpose

Long-term weight management requires sustained engagement with energy-balance-related behaviours. According to self-determination theory, behaviour goals can support or undermine motivation depending on the quality of their content (i.e., extrinsic and intrinsic motivation). This study aimed to develop and validate the goal content for weight loss maintenance scale (GCWMS).

Methods

The GCWMS was administered to 1511 participants who had achieved clinically significant weight losses and were taking part in a large weight loss maintenance study: the NoHoW Trial (ISRCTN88405328). The scale derived from two well-established questionnaires regarding exercise goals. Construct validity was examined for 4 theory-driven domains: Health Management, Challenge, Image, and Social Recognition. Split-sample confirmatory factor analysis was conducted to test the factorial validity and multi-group measurement invariance (configural, metric, scalar, and residual invariance). The reliability estimates were also assessed, and discriminant validity was evaluated using 2 conceptually related questionnaires.

Results

The first analysis showed a poor fit of the original factorial structure. Subsequent investigation with a new specified model indicated close fit to the data after removal of 3 items χ2(58) = 599.982; p < .001; χ2/df = 10.345; CFI = 0.940; GFI = 0.941; SRMR = 0.063; RMSEA = 0.079 (LL = 0.073; UL = .084). Good internal consistency was achieved in all subscales (α > .775), convergent and divergent validity were verified through associations with other theoretical related constructs. Findings from multi-group invariance test demonstrated that the specified model of GCWMS achieved full measurement invariance for gender but did not support residual invariance across countries.

Conclusion

Findings support the hypothesised four-dimension structure of the GCWMS, confirming reliability and multi-group invariance in factor structure. Analysis also supports valid group means comparisons on latent factors at gender and at cross-cultural level. Ways to improve the quality of the scale are discussed.

Level of evidence

Level V, cross-sectional descriptive

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References

  1. Stein CJ, Colditz GA (2004) The epidemic of obesity. J Clin Endocrinol Metab 89(6):2522–2525. https://doi.org/10.1210/jc.2004-0288

    Article  CAS  PubMed  Google Scholar 

  2. Field AE, Coakley EH, Must A, Spadano JL, Laird N, Dietz WH et al (2001) Impact of overweight on the risk of developing common chronic diseases during a 10-year period. Arch Intern Med 161(13):1581–1586. https://doi.org/10.1001/archinte.161.13.1581

    Article  CAS  PubMed  Google Scholar 

  3. Calle EE, Rodriguez C (2003) Overweight, obesity, and mortality from cancer in a prospectively studied cohort of US adults. N Engl J Med 348:1625–1638. https://doi.org/10.1056/NEJMoa021423

    Article  PubMed  Google Scholar 

  4. Ulen CG, Huizinga MM, Beech B, Elasy TA (2008) Weight regain prevention. Clin Diabetes 26(3):100–113. https://doi.org/10.2337/diaclin.26.3.100

    Article  Google Scholar 

  5. Wing RR, Phelan S (2005) Long-term weight loss maintenance. Am J Clin Nutr 82(1):222S-225S. https://doi.org/10.1093/ajcn/82.1.222S

    Article  CAS  PubMed  Google Scholar 

  6. Curioni CC, Lourenço PM (2005) Long-term weight loss after diet and exercise: a systematic review. Int J Obes 29(10):1168–1174. https://doi.org/10.1038/sj.ijo.0803015

    Article  CAS  Google Scholar 

  7. Santos I, Vieira PN, Silva MN, Sardinha LB, Teixeira PJ (2017) Weight control behaviors of highly successful weight loss maintainers: the Portuguese Weight Control Registry. J Behav Med 40(2):366–371. https://doi.org/10.1007/s10865-016-9786-y

    Article  PubMed  Google Scholar 

  8. Stubbs RJ, Lavin JH (2013) The challenges of implementing behaviour changes that lead to sustained weight management. Nutr Bull 38(1):5–22. https://doi.org/10.1111/nbu.12002

    Article  Google Scholar 

  9. Samdal GB, Eide GE, Barth T, Williams G, Meland E (2017) Effective behaviour change techniques for physical activity and healthy eating in overweight and obese adults; systematic review and meta-regression analyses. Int J Behav Nutr Phys Act 14(1):42. https://doi.org/10.1186/s12966-017-0494-y

    Article  PubMed  PubMed Central  Google Scholar 

  10. Dombrowski SU, Knittle K, Avenell A, Araújo-Soares V, Sniehotta FF (2014) Long term maintenance of weight loss with non-surgical interventions in obese adults: systematic review and meta-analyses of randomised controlled trials. BMJ 348:g2646. https://doi.org/10.1136/bmj.g2646

    Article  CAS  PubMed  PubMed Central  Google Scholar 

  11. Olander EK, Fletcher H, Williams S, Atkinson L, Turner A, French DP (2013) What are the most effective techniques in changing obese individuals’ physical activity self-efficacy and behaviour: a systematic review and meta-analysis. Int J Behav Nutr Phys Act 10:29. https://doi.org/10.1186/1479-5868-10-29

    Article  PubMed  PubMed Central  Google Scholar 

  12. Prestwich A, Sniehotta FF, Whittington C, Dombrowski SU, Rogers L, Michie S (2014) Does theory influence the effectiveness of health behavior interventions? Meta-analysis. Health Psychol 33(5):465–474. https://doi.org/10.1037/a0032853

    Article  PubMed  Google Scholar 

  13. Gourlan M, Bernard P, Bortolon C, Romain AJ, Lareyre O, Carayol M et al (2016) Efficacy of theory-based interventions to promote physical activity. A meta-analysis of randomised controlled trials. Health Psychol Rev 10(1):50–66. https://doi.org/10.1080/17437199.2014.981777

    Article  CAS  PubMed  Google Scholar 

  14. Teixeira PJ, Marques MM (2017) Health behavior change for obesity management. Obes Facts 10(6):666–673. https://doi.org/10.1159/000484933

    Article  PubMed  PubMed Central  Google Scholar 

  15. Varkevisser RDM, van Stralen MM, Kroeze W, Ket JCF, Steenhuis IHM (2019) Determinants of weight loss maintenance: a systematic review. Obes Rev 20(2):171–211. https://doi.org/10.1111/obr.12772

    Article  CAS  PubMed  Google Scholar 

  16. Teixeira PJ, Carraça EV, Marques MM, Rutter H, Oppert J-M, De Bourdeaudhuij I et al (2015) Successful behavior change in obesity interventions in adults: a systematic review of self-regulation mediators. BMC Med 13:84. https://doi.org/10.1186/s12916-015-0323-6

    Article  PubMed  PubMed Central  Google Scholar 

  17. Teixeira PJ, Silva MN, Mata J, Palmeira AL, Markland D (2012) Motivation, self-determination, and long-term weight control. Int J Behav Nutr Phys Act 9(1):22. https://doi.org/10.1186/1479-5868-9-22

    Article  PubMed  PubMed Central  Google Scholar 

  18. Teixeira PJ, Carraça EV, Markland D, Silva MN, Ryan RM (2012) Exercise, physical activity, and self-determination theory: a systematic review. Int J Behav Nutr Phys Act 9:78. https://doi.org/10.1186/1479-5868-9-78

    Article  PubMed  PubMed Central  Google Scholar 

  19. Teixeira PJ, Palmeira AL, Vansteenkiste M (2012) The role of self-determination theory and motivational interviewing in behavioral nutrition, physical activity, and health: an introduction to the IJBNPA special series. Int J Behav Nutr Phys Act 9(1):17. https://doi.org/10.1186/1479-5868-9-17

    Article  PubMed  PubMed Central  Google Scholar 

  20. Silva MN, Vieira PN, Coutinho SR, Minderico CS, Matos MG, Sardinha LB et al (2010) Using self-determination theory to promote physical activity and weight control: a randomized controlled trial in women. J Behav Med 33(2):110–122. https://doi.org/10.1007/s10865-009-9239-y

    Article  PubMed  Google Scholar 

  21. Silva MN, Markland D, Carraça EV, Vieira PN, Coutinho SR, Minderico CS et al (2011) Exercise autonomous motivation predicts 3-yr weight loss in women. Med Sci Sports Exerc 43(4):728–737. https://doi.org/10.1249/MSS.0b013e3181f3818f

    Article  PubMed  Google Scholar 

  22. Deci EL, Ryan RM (2000) The “what” and “why” of goal pursuits: Human needs and the self-determination of behavior. Psychol Inq 11(4):227–268. https://doi.org/10.1207/S15327965PLI1104_01

    Article  Google Scholar 

  23. Sheldon KM, Krieger LS (2004) Does legal education have undermining effects on law students? Evaluating changes in motivation, values, and well-being. Behav Sci Law 22(2):261–286. https://doi.org/10.1002/bsl.582

    Article  PubMed  Google Scholar 

  24. Vansteenkiste M, Lens W, Deci EL (2006) Intrinsic versus extrinsic goal contents in self-determination theory: another look at the quality of academic motivation. Educ Psychol 41(1):19–31. https://doi.org/10.1207/s15326985ep4101_4

    Article  Google Scholar 

  25. Vansteenkiste M, Neyrinck B, Niemiec CP, Soenens B, De Witte H, Van den Broeck A (2007) On the relations among work value orientations, psychological need satisfaction and job outcomes: a self-determination theory approach. J Occup Organ Psychol 80(2):251–277. https://doi.org/10.1348/096317906X111024

    Article  Google Scholar 

  26. Ryan R, Deci E (2017) Self-determination theory: basic psychological needs in motivation, development, and wellness. Guilford Publications, New York (ISBN: 9781462528783)

    Book  Google Scholar 

  27. Lindwall M, Weman-Josefsson K, Sebire SJ, Standage M (2016) Viewing exercise goal content through a person-oriented lens: a self-determination perspective. Psychol Sport Exerc 27:85–92. https://doi.org/10.1016/j.psychsport.2016.06.011

    Article  Google Scholar 

  28. Sheldon KM, Kasser T (1995) Coherence and congruence: two aspects of personality integration. J Pers Soc Psychol 68(3):531–543. https://doi.org/10.1037/0022-3514.68.3.531

    Article  CAS  PubMed  Google Scholar 

  29. Sebire SJ, Standage M, Vansteenkiste M (2008) Development and validation of the Goal Content for Exercise Questionnaire. J Sport Exerc Psychol 30:353–377. https://doi.org/10.1123/jsep.30.4.353

    Article  PubMed  Google Scholar 

  30. Sue S (1999) Science, ethnicity, and bias: where have we gone wrong? Am Psychol 54(12):1070–1077. https://doi.org/10.1037/0003-066x.54.12.1070

    Article  CAS  PubMed  Google Scholar 

  31. Millsap RE, Kwok O-M (2004) Evaluating the impact of partial factorial invariance on selection in two populations. Psychol Methods 9(1):93–115. https://doi.org/10.1037/1082-989X.9.1.93

    Article  PubMed  Google Scholar 

  32. Fischer R, Karl JA (2019) A primer to (cross-cultural) multi-group invariance testing possibilities in R. Front Psychol 10:1507. https://doi.org/10.3389/fpsyg.2019.01507

    Article  PubMed  PubMed Central  Google Scholar 

  33. Hoyle RH, Smith GT (1994) Formulating clinical research hypotheses as structural equation models: a conceptual overview. J Consult Clin Psychol 62(3):429–440. https://doi.org/10.1037//0022-006x.62.3.429

    Article  CAS  PubMed  Google Scholar 

  34. Weinberger N-A, Kersting A, Riedel-Heller SG, Luck-Sikorski C (2016) Body dissatisfaction in individuals with obesity compared to normal-weight individuals: a systematic review and meta-analysis. Obes Facts 9(6):424–441. https://doi.org/10.1159/000454837

    Article  PubMed  PubMed Central  Google Scholar 

  35. Scott SE, Duarte C, Encantado J, Evans EH, Harjumaa M, Heitmann BL et al (2019) The NoHoW protocol: a multicentre 2×2 factorial randomised controlled trial investigating an evidence-based digital toolkit for weight loss maintenance in European adults. BMJ Open 9(9):e029425. https://doi.org/10.1136/bmjopen-2019-029425

    Article  PubMed  PubMed Central  Google Scholar 

  36. Hair JF, Anderson RE, Babin BJ, Black WC (2010) Multivariate data analysis: a global perspective, 7th edn. Prentice Hall, Upper Saddle River (ISBN: 9780138132637)

    Google Scholar 

  37. Kline RB (2015) Principles and practice of structural equation modeling, 4th edn. Guilford Publications, New York (ISBN: 9781462523344)

    Google Scholar 

  38. Markland D, Ingledew DK (1997) The measurement of exercise motives: factorial validity and invariance across gender of a revised Exercise Motivations Inventory. Br J Health Psychol 2(4):361–376. https://doi.org/10.1111/j.2044-8287.1997.tb00549.x

    Article  Google Scholar 

  39. Byrne BM (2016) Structural equation modeling with AMOS: Basic concepts, applications, and programming, 3rd edn. Routledge, London (ISBN: 9781138797031)

    Book  Google Scholar 

  40. Nevitt J, Hancock GR (2001) Performance of bootstrapping approaches to model test statistics and parameter standard error estimation in structural equation modeling. Struct Equ Model 8(3):353–377. https://doi.org/10.1207/S15328007SEM0803_2

    Article  Google Scholar 

  41. Arbuckle J (2010) IBM SPSS Amos 19 user’s guide. Amos Development Corporation, Crawfordville

    Google Scholar 

  42. Hair J, Anderson R, Black B, Babin B (2016) Multivariate data analysis. Pearson Education, London (ISBN: 9780133792683)

    Google Scholar 

  43. Schumacker RE, Lomax RG (2015) A beginner’s guide to structural equation modeling, 4th edn. Routledge, London (ISBN: 9781317608097)

    Book  Google Scholar 

  44. Hair JF, Hult GTM, Ringle CM, Sarstedt M (2014) A primer on partial least squares structural equation modeling. Sage, Thousand Oaks (ISBN: 9781452217444)

    Google Scholar 

  45. Cheung GW, Rensvold RB (2002) Evaluating goodness-of-fit indexes for testing measurement invariance. Struct Equ Model 9(2):233–255. https://doi.org/10.1207/S15328007SEM0902_5

    Article  Google Scholar 

  46. Chen FF (2007) Sensitivity of goodness of fit indexes to lack of measurement invariance. Struct Equ Model 14(3):464–504. https://doi.org/10.1080/10705510701301834

    Article  Google Scholar 

  47. Putnick DL, Bornstein MH (2016) Measurement invariance conventions and reporting: the state of the art and future directions for psychological research. Dev Rev 41:71–90. https://doi.org/10.1016/j.dr.2016.06.004

    Article  PubMed  PubMed Central  Google Scholar 

  48. Markland D, Tobin V (2004) A modification to the behavioural regulation in exercise questionnaire to include an assessment of amotivation. J Appl Sport Psychol 26(2):191–196. https://doi.org/10.1123/jsep.26.2.191

    Article  Google Scholar 

  49. Wilson PM, Rodgers WM, Loitz CC, Scime G (2007) “It’s Who I Am … Really!’’ The importance of integrated regulation in exercise contexts1.” J Appl Biobehav Res 11:79–104. https://doi.org/10.1111/j.1751-9861.2006.tb00021.x

    Article  Google Scholar 

  50. Pelletier LG, Dion SC, Slovinec-D’Angelo M, Reid R (2004) Why do you regulate what you eat? Relationships between forms of regulation, eating behaviors, sustained dietary behavior change, and psychological adjustment. Motiv Emot 28(3):245. https://doi.org/10.1023/B:MOEM.0000040154.40922.14

    Article  Google Scholar 

  51. Brown TA (2015) Confirmatory factor analysis for applied research, 2nd edn. Guilford Publications, New York (ISBN: 9781462515363)

    Google Scholar 

  52. Cheung GW, Rensvold RB (2000) Assessing extreme and acquiescence response sets in cross-cultural research using structural equations modeling. J Cross Cult Psychol 31(2):187–212. https://doi.org/10.1177/0022022100031002003

    Article  Google Scholar 

  53. Vandenberg RJ, Lance CE (2000) A review and synthesis of the measurement invariance literature: suggestions, practices, and recommendations for organizational research. Organ Res Methods 3:4–70. https://doi.org/10.1177/109442810031002

    Article  Google Scholar 

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Acknowledgements

The authors would like to thank the partners in the NoHoW consortium for input and translation of the scale into Portuguese and Danish, and Ipsos MORI for building the online survey and recruitment of the sample.

Funding

The presented work had financial support from European Union’s Horizon 2020 research and innovation programme under grant agreement No 643309. The NoHoW project has received funding from the European Union’s Horizon 2020 research and innovation programme under Grant agreement no. 643309. The material presented and views expressed here are the responsibility of the author(s) only. The EU Commission takes no responsibility for any use made of the information set out. Marta M. Marques is funded by a Marie-Sklodowska-Curie Fellowship (EDGE program; grant agreement No. 713567).

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Correspondence to Jorge Encantado or Marta M. Marques.

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Conflict of interest

On behalf of all authors, the corresponding author states that there is no conflict of interest. R. James Stubbs consults for Slimming World through the University of Leeds. Marta Marques also conducted consultancy work with Slimming World. Slimming World were a partner of the project to aid recruitment within the UK but will not be involved in the analysis and interpretation of the trial.

Ethical approval

All procedures performed in studies involving human participants were in accordance with the ethical standards of the Institutional Ethics Committees at the Universities of Leeds (17-0082; 27 February 2017), Lisbon (17/2016; 20 February 2017) and Capital Region of Denmark (H-16030495, 8 March 2017) and with the 1964 Helsinki declaration and its later amendments or comparable ethical standards.

Informed consent

Informed consent was obtained from all individual participants included in the trial (trial registration number ISRCTN88405328).

Authorship

The order of authorship is as follows: Jorge Encantado; Marta M. Marques; António L. Palmeira; Simon J. Sebire; Pedro J. Teixeira; R. James Stubbs; Berit L. Heitmann; Maria J. Gouveia.

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Encantado, J., Marques, M.M., Palmeira, A.L. et al. Development and cross-cultural validation of the Goal Content for Weight Maintenance Scale (GCWMS). Eat Weight Disord 26, 2737–2748 (2021). https://doi.org/10.1007/s40519-021-01148-x

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