Predicting control loss in eating behaviors using decision tree regression: Implications for educational interventions targeting motivational and physical factors
Vol 8, Issue 15, 2024
VIEWS - 1290 (Abstract)
Abstract
This study explores the determinants of control loss in eating behaviors, employing decision tree regression analysis on a sample of 558 participants. Guided by Self-Determination Theory, the findings highlight amotivation (β = 0.48, p < 0.001) and external regulation (β = 0.36, p < 0.01) as primary predictors of control loss, with introjected regulation also playing a significant role (β = 0.24, p < 0.05). Consistent with Self-Determination Theory, the results emphasize the critical role of autonomous motivation and its deficits in shaping self-regulation. Physical characteristics, such as age and weight, exhibited limited predictive power (β = 0.12, p = 0.08). The decision tree model demonstrated reliability in explaining eating behavior patterns, achieving an R2 value of 0.39, with a standard deviation of 0.11. These results underline the importance of addressing motivational deficits in designing interventions aimed at improving self-regulation and promoting healthier eating behaviors.
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- Abdullayeva, M. R., and Ismailova, A. (2023). Health and a healthy lifestyle. Science and Education, 4, 201–203.
- Achour, Y., Mallet, J., Korchia, T., Padovani, R., Dubreucq, J., Boyer, L., & Fond, G. (2022). Developing psychonutrition in clinical psychiatric practice. In Annales Médico-Psychologiques, Revue Psychiatrique (Vol. 180, pp. 674–676). Elsevier Masson.
- Akey, J. E., Rintamaki, L. S., & Kane, T. L. (2013). Health Belief Model deterrents of social support seeking among people coping with eating disorders. Journal of Affective Disorders, 145, 246–252. https://doi.org/10.1016/j.jad.2012.04.045
- Anderson, E. N. (2014). Everyone Eats: Understanding Food and Culture. NYU Press.
- Cădariu, I. E., & Rad, D. (2023). Predictors of Romanian Psychology Students’ Intention to Successfully Complete Their Courses—A Process-Based Psychology Theory Approach. Behavioral Sciences, 13(7), 549.
- Cardoso, A. P., Ferreira, V., Leal, M., Ferreira, M., Campos, S., & Guiné, R. P. (2020). Perceptions about healthy eating and emotional factors conditioning eating behaviour: A study involving Portugal, Brazil, and Argentina. Foods, 9(1236). https://doi.org/10.3390/foods9091236
- Carnell, S., & Wardle, J. (2008). Appetite and adiposity in children: Evidence for a behavioral susceptibility theory of obesity. American Journal of Clinical Nutrition, 88, 22–29. https://doi.org/10.1093/ajcn/88.1.22
- Coumans, J. M., Bolman, C. A., Oenema, A., & Lechner, L. (2022). The effects of a web-based computer-tailored diet and physical activity intervention based on self-determination theory and motivational interviewing: A randomized controlled trial. Internet interventions, 28, 100537.
- Dalton, M., Finlayson, G., Esdaile, E., & King, N. (2013). Appetite, satiety, and food reward in obese individuals: A behavioral phenotype approach. Current Nutrition Reports, 2, 207–215. https://doi.org/10.1007/s13668-013-0068-3
- De Man, J., Wouters, E., Delobelle, P., Puoane, T., Daivadanam, M., Absetz, P., ... & van Olmen, J. (2020). Testing a Self-Determination theory model of healthy eating in a South African township. Frontiers in Psychology, 11, 2181.
- Dicu, A. M., Cuc, L. D., Rad, D., Rusu, A. I., Feher, A., Isac, F. L., Manate, D., Pallag, A., & Barbu, F. S. (2024). Exploration of Food Attitudes and Management of Eating Behavior from a Psycho-Nutritional Perspective. Healthcare, 12(19), 1934. https://doi.org/10.3390/healthcare12191934
- Edward Watkins Jr, C., Vîşcu, L. I., Cădariu, I. E., & Žvelc, M. (2022). Problematic self-efficacy inferences in beginning psychotherapy supervisees: Identification and management. Journal of Contemporary Psychotherapy, 52(2), 109-116.
- Emilien, C., & Hollis, J. H. (2017). A brief review of salient factors influencing adult eating behaviour. Nutrition Research Reviews, 30, 233–246.
- Feret, E. L. R., Caron, E., Hermann, J., Cornu, E., & Paepegaey, A. C. (2023). Impact of psychonutrition workshop on the quality of life of obese patients. Nutrition Clinique et Métabolisme, 37, e29.
- Fernandes, V., Rodrigues, F., Jacinto, M., Teixeira, D., Cid, L., Antunes, R., ... & Monteiro, D. (2023). How does the level of physical activity influence eating behavior? A self-determination theory approach. Life, 13(2), 298.
- Ford, E. S., Bergmann, M. M., Boeing, H., Li, C., & Capewell, S. (2012). Healthy lifestyle behaviors and all-cause mortality among adults in the United States. Preventive Medicine, 55, 23–27.
- Garner, D. M., Olmsted, M. P., Bohr, Y., & Garfinkel, P. E. (1982). The eating attitudes test: Psychometric features and clinical correlates. Psychological Medicine, 12, 871–878.
- Gauthier, A. J., Guertin, C., & Pelletier, L. G. (2022). Motivated to eat green or your greens? Comparing the role of motivation towards the environment and for eating regulation on ecological eating behaviours–A self-determination theory perspective. Food Quality and Preference, 99, 104570.
- Glick, A. A., Winham, D. M., Heer, M. M., Shelley, M. C., & Hutchins, A. M. (2024). Health belief model predicts likelihood of eating nutrient-rich foods among US adults. Nutrients, 16(14), 2335.
- Grodner, M. (1991). Using the health belief model for bulimia prevention. Journal of American College Health, 40, 107–112. https://doi.org/10.1080/07448481.1991.9936250
- Hepworth, N., & Paxton, S. J. (2007). Pathways to help-seeking in bulimia nervosa and binge eating problems: A concept mapping approach. International Journal of Eating Disorders, 40, 493–504. https://doi.org/10.1002/eat.20384
- Hricova, L., Orosova, O., & Bacikova-Sleskova, M. (2020). Disordered eating in the context of Self-determination theory. Current Psychology, 39(2), 608-617.
- Irvine, K. R., McCarty, K., McKenzie, K. J., Pollet, T. V., Cornelissen, K. K., Toveé, M. J., & Cornelissen, P. L. (2019). Distorted body image influences body schema in individuals with negative bodily attitudes. Neuropsychologia, 122, 38–50.
- Janse Van Vuuren, M. A., Strodl, E., White, K. M., & Lockie, P. D. (2018). Emotional food cravings predict poor short-term weight loss following laparoscopic sleeve gastrectomy. British Journal of Health Psychology, 23, 532–543. https://doi.org/10.1111/bjhp.12306
- Jones, J. M., Bennett, S., Olmsted, M. P., Lawson, M. L., & Rodin, G. (2001). Disordered eating attitudes and behaviours in teenaged girls: A school-based study. CMAJ, 165, 547–552.
- Kadhim, N., Amiot, C. E., & Louis, W. R. (2020). Applying the self‐determination theory continuum to unhealthy eating: Consequences on well‐being and behavioral frequency. Journal of Applied Social Psychology, 50(7), 381-393.
- Kininmonth, A. R., Smith, A. D., Llewellyn, C. H., & Fildes, A. (2020). Socioeconomic status and changes in appetite from toddlerhood to early childhood. Appetite, 146, 104517. https://doi.org/10.1016/j.appet.2019.104517
- Kininmonth, A., Smith, A., Carnell, S., Steinsbekk, S., Fildes, A., & Llewellyn, C. (2021). The association between childhood adiposity and appetite assessed using the Child Eating Behavior Questionnaire and Baby Eating Behavior Questionnaire: A systematic review and meta-analysis. Obesity Reviews, 22, e13169. https://doi.org/10.1111/obr.13169
- Kofman, M. D., Lent, M. R., & Swencionis, C. (2010). Maladaptive eating patterns, quality of life, and weight outcomes following gastric bypass: Results of an Internet survey. Obesity, 18, 1938–1943. https://doi.org/10.1038/oby.2010.43
- LaCaille, R. A., Hooker, S. A., & LaCaille, L. J. (2020). Using self-determination theory to understand eating behaviors and weight change in emerging adults. Eating behaviors, 39, 101433.
- Ljubičić, M., Matek Sarić, M., Klarin, I., Rumbak, I., Colić Barić, I., Ranilović, J., ... & Guiné, R. P. (2023). Emotions and food consumption: emotional eating behavior in a european population. Foods, 12(4), 872.
- Llewellyn, C. H., & Fildes, A. (2017). Behavioural susceptibility theory: Professor Jane Wardle and the role of appetite in genetic risk of obesity. Current Obesity Reports, 6, 38–45. https://doi.org/10.1007/s13679-017-0247-x
- Maillet, M. A., & Grouzet, F. M. (2023). Understanding changes in eating behavior during the transition to university from a self-determination theory perspective: A systematic review. Journal of American College Health, 71(2), 422-439.
- Marici, M., Rad, D., Runcan, P., Gavrilă-Ardelean, M., Demeter, E., Toderici, O. F., Gavrilă-Ardelean, L., Kiss, C., Delcea, C., Stoian, C. D., Ghica, E. D., & Stoian, N. R. (2024). Investigating the indirect effects of appearance-related anxiety on Instagram addiction: A sequential mediation analysis. Journal of Infrastructure, Policy and Development, 8(14), 9259. https://doi.org/10.24294/jipd9259
- Maloney, M. J., McGuire, J., Daniels, S. R., & Specker, B. (1989). Dieting behavior and eating attitudes in children. Pediatrics, 84, 482–489.
- Meule, A. (2020). Twenty years of the food cravings questionnaires: A comprehensive review. Current Addiction Reports, 7, 30–43. https://doi.org/10.1007/s40429-020-00293-7
- Nijs, I. M. T., Franken, I. H. A., & Muris, P. (2007). The modified trait and state food-cravings questionnaires: Development and validation of a general index of food craving. Appetite, 49(1), 38–46. https://doi.org/10.1016/j.appet.2006.11.001
- Pelletier, L. G., Dion, S. C., 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. Motivation and Emotion, 28(3), 245–277. https://doi.org/10.1023/B:MOEM.0000040154.40922.14
- Pinho, M. G. M., Mackenbach, J. D., Charreire, H., Oppert, J. M., Bárdos, H., Glonti, K., & Compernolle, S. (2018). Exploring the relationship between perceived barriers to healthy eating and dietary behaviours in European adults. European Journal of Nutrition, 57, 1761–1770.
- Putterman, E., & Linden, W. (2004). Appearance versus health: Does the reason for dieting affect dieting behavior? Journal of Behavioral Medicine, 27, 185–204.
- Rad, D., Marcu, R., Dicu, A., Cuc, L. D., Roman, D., Olteanu, L. L., Gavrila-Ardelean, M., Kunszabo, M. I., & Gavrila-Ardelean, L. (2024). Network Analysis of Bulimia and Eating Behavior Regulation in Subclinical Population. Psychiatry International, 5(3), 515-531. https://doi.org/10.3390/psychiatryint5030037
- Runcan, R., & Marici, M. (2023). Eating disorders in adolescents. International Journal of Social & Educational Innovation, 10(20), 37-52.
- Runcan, R., Rad, D., Runcan, P., & Măduța, C. (2023). A Network Analysis Approach toward Adaptive Overt Narcissism Network. Behavioral Sciences, 13(6), 468.
- Schlienger, J.-L. (2013). La peur de grossir: Psychonutrition des troubles alimentaires. Médecine des Maladies Métaboliques, 7(6), 587. https://doi.org/10.1016/S1957-2557(13)70719-3
- Stapleton, P., Bannatyne, A. J., Urzi, K. C., Porter, B., & Sheldon, T. (2016). Food for thought: A randomised controlled trial of emotional freedom techniques and cognitive behavioural therapy in the treatment of food cravings. Applied Psychology: Health and Well-Being, 8, 232–257. https://doi.org/10.1111/aphw.12073
- Stok, F. M., Renner, B., Clarys, P., Lien, N., Lakerveld, J., & Deliens, T. (2018). Understanding eating behavior during the transition from adolescence to young adulthood: a literature review and perspective on future research directions. Nutrients, 10(6), 667.
- Teixeira, D. S., Pelletier, L., Encantado, J., Marques, M. M., Rodrigues, B., & Carraça, E. V. (2021). Adaptation and validation of the Portuguese version of the regulation of eating behavior scale (REBSp). Appetite, 156, 104957.
- Vandyousefi, S., Messito, M. J., Katzow, M. W., Scott, M. A., & Gross, R. S. (2022). Infant appetite traits, feeding practices and child obesity in low-income Hispanic families. Pediatric Obesity, 17, e12913. https://doi.org/10.1111/ijpo.12913
- Verzijl, C. L., Ahlich, E., Schlauch, R. C., & Rancourt, D. (2018). The role of craving in emotional and uncontrolled eating. Appetite, 123, 146–151. https://doi.org/10.1016/j.appet.2017.12.022
- Wang, Y., Wen, X., Zhu, Y., Xiong, Y., & Liu, X. (2022). Chinese residents’ healthy eating intentions and behaviors: based on an extended health belief model. International journal of environmental research and public health, 19(15), 9037.
- Waters, A., Hill, A., & Waller, G. (2001). Bulimics’ responses to food cravings: Is binge-eating a product of hunger or emotional state? Behaviour Research and Therapy, 39, 877–886. https://doi.org/10.1016/S0005-7967(00)00057-9
- Watkins Jr, C. E., Vîşcu, L. I., & Cadariu, I. E. (2021). Psychotherapy supervision research: On roadblocks, remedies, and recommendations. European Journal of Psychotherapy & Counselling, 23(1), 8-25.
- Watkins, C. E., Callahan, J. L., & Vîşcu, L. I. (2020). The common process of supervision process: the supervision session pyramid as a teaching tool in the beginning supervision seminar. Journal of Contemporary Psychotherapy, 50, 15-20.
DOI: https://doi.org/10.24294/jipd10528
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