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Body Mass Index and Caloric Value of Rewards as Parameters That Modulate Delay-Discounting Rates

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Abstract

In this study, the contribution of the caloric value of primary rewards in conjunction with the body mass index (BMI) of 124 adolescents on delay-discounting rates was examined. Participants were divided into 4 groups according to their BMI: low weight, normal weight, overweight, and obesity. Subsequently, they estimated the subjective value of the following rewards: fruit, fast food, water, soda, and money, with an adjusting-amount procedure with the following delays: 1 day, 1 week, 1 month, 6 months, 1 year, 3 years, and 5 years. Globally, it was found that fast food and soda showed lower discounting rates than fruit, water, and money. It was also found that while the BMI of the participants increased, the discounting rates of fast food and soda decreased, the rates of water increased, and the rates of money decreased and then increased again. Although in previous research it has been found that primary rewards are discounted at a higher rate than conditioned rewards, like money, the results of this study suggest that both caloric level of primary rewards and BMI of the participants are parameters that modulate the delay-discounting rates. In addition, the findings of this study suggest the existence of a continuous process of discounting that runs with BMI, which is a continuous health index. The form of the relation between these continua depends on variables such as the type of reward tested.

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Notes

  1. Body Mass Index (BMI) is a widely accepted measure that relates body weight and height of the individuals and classifies them in low-weight, normal-weight, overweight, and obesity ranges (FANTA, 2012).

References

  • AMAI. (2016). AMAI/NSE > > NSE/AMAI. Retrieved from http://nse.amai.org/nseamai2/

  • Baker, F., Johnson, M. W., & Bickel, W. K. (2003). Delay discounting in current and never-before cigarette smokers: similarities and differences across commodity, sign, and magnitude. Journal of Abnormal Psychology, 112(3), 382.

    Article  PubMed  Google Scholar 

  • Beck, R. C., & Triplett, M. F. (2009). Test–retest reliability of a group-administered paper–pencil measure of delay discounting. Experimental and Clinical Psychopharmacology, 17(5), 345.

    Article  PubMed  Google Scholar 

  • Bickel, W. K., Jarmolowicz, D. P., Mueller, E. T., Koffarnus, M. N., & Gatchalian, K. M. (2012). Excessive discounting of delayed reinforcers as a trans-disease process contributing to addiction and other disease-related vulnerabilities: emerging evidence. Pharmacology & Therapeutics, 134(3), 287–297.

    Article  Google Scholar 

  • Bickel, W. K., Odum, A. L., & Madden, G. J. (1999). Impulsivity and cigarette smoking: delay discounting in current, never, and ex-smokers. Psychopharmacology, 146, 447–454.

    Article  PubMed  Google Scholar 

  • Bickel, W. K., Wilson, A. G., Franck, C. T., Mueller, E. T., Jarmolowicz, D. P., Koffarnus, M. N., & Fede, S. J. (2014). Using crowdsourcing to compare temporal, social temporal, and probability discounting among obese and non-obese individuals. Appetite, 75, 82–89. doi:10.1016/j.appet.2013.12.018.

    Article  PubMed  Google Scholar 

  • Borghans, L., & Golsteyn, B. H. H. (2006). Time discounting and the body mass index: evidence from the Netherlands. Economics and Human Biology, 4, 39–61.

    Article  PubMed  Google Scholar 

  • Chapman, G. B. (1996). Temporal discounting and utility for health and money. Journal of Experimental Psychology: Learning, Memory, and Cognition, 22(3), 771.

    PubMed  Google Scholar 

  • Chapman, G. B., & Elstein, A. S. (1995). Valuing the future: temporal discounting of health and money. Medical Decision Making, 15(4), 373–386.

    Article  PubMed  Google Scholar 

  • Charlton, S. R., & Fantino, E. (2008). Commodity specific rates of temporal discounting: does metabolic function underlie differences in rates of discounting? Behavioural Processes, 77(3), 334–342. doi:10.1016/j.beproc.2007.08.002.

    Article  PubMed  Google Scholar 

  • Coffey, S. F., Gudleski, G. D., Saladin, M. E., & Brady, K. T. (2003). Impulsivity and rapid discounting of delayed hypothetical rewards in cocaine-dependent individuals. Experimental and Clinical Psychopharmacology, 11(1), 18–25.

    Article  PubMed  Google Scholar 

  • Davis, C., Patte, K., Curtis, C., & Reid, C. (2010). Immediate pleasures and future consequences: a neuropsychological study of binge eating and obesity. Appetite, 54(1), 208–213.

    Article  PubMed  Google Scholar 

  • Dawe, S., & Loxton, N. J. (2004). The role of impulsivity in the development of substance use and eating disorders. Neuroscience and Biobehavioral Reviews, 28(3), 343–351.

    Article  PubMed  Google Scholar 

  • de Onis, M., Blössner, M., & Borghi, E. (2010). Global prevalence and trends of overweight and obesity among preschool children. The American Journal of Clinical Nutrition, 92(5), 1257–1264.

    Article  PubMed  Google Scholar 

  • Dixon, M. R., Jacobs, E. A., & Sanders, S. (2006). Contextual control of delay discounting by pathological gamblers. Journal of Applied Behavior Analysis, 39(4), 413–422.

    Article  PubMed  PubMed Central  Google Scholar 

  • Du, W., Green, L., & Myerson, J. (2002). Cross-cultural comparisons of discounting delayed and probabilistic rewards. The Psychological Record, 52, 479–492.

    Google Scholar 

  • Estle, S. J., Green, L., Myerson, J., & Holt, D. D. (2006). Differential effects of amount on temporal and probability discounting of gain and losses. Memory and Cognition, 34(4), 914–928.

    Article  PubMed  Google Scholar 

  • Estle, S. J., Green, L., Myerson, J., & Holt, D. D. (2007). Discounting of monetary and directly consumable rewards. Psychological Science, 18(1), 58–63. doi:10.1111/j.1467-9280.2007.01849.x.

    Article  PubMed  Google Scholar 

  • Fields, S. A., Sabet, M., & Reynolds, B. (2013). Dimensions of impulsive behavior in obese, overweight, and healthy-weight adolescents. Appetite, 70, 60–66. doi:10.1016/j.appet.2013.06.089.

    Article  PubMed  Google Scholar 

  • Forzano, L. B., Michels, J. L., Sorama, M., Etopio, A. L., & English, E. J. (2014). Self-control and impulsiveness in adult humans: comparison of qualitatively different consumable reinforcers using a new methodology. The Psychological Record, 64(4), 719–730.

    Article  Google Scholar 

  • Green, L., Fry, A. F., & Myerson, J. (1994). Discounting of delayed rewards: a life-span comparison. Psychological Science, 5(1), 33–36.

    Article  Google Scholar 

  • Green, L., & Myerson, J. (2004). A discounting framework for choice with delayed and probabilistic rewards. Psychological Bulletin, 130(5), 769–792. doi:10.1037/0033-2909.130.5.769.

    Article  PubMed  PubMed Central  Google Scholar 

  • Green, L., & Myerson, J. (2013). How many impulsivities? A discounting perspective. Journal of the Experimental Analysis of Behavior, 99(1), 3–13. doi:10.1002/jeab.1.

    Article  PubMed  Google Scholar 

  • Green, L., Myerson, J., Oliveira, L., & Chang, S. E. (2013). Delay discounting of monetary rewards over a wide range of amounts. Journal of the Experimental Analysis of Behavior, 100(3), 269–281.

    Article  PubMed  PubMed Central  Google Scholar 

  • Green, L., Myerson, J., & McFadden, E. (1997). Rate of temporal discounting decreases with amount of reward. Memory & Cognition, 25(5), 715–723.

    Article  Google Scholar 

  • Green, L., Myerson, J., & Ostaszewski, P. (1999). Discounting of delayed rewards across the life-span: age differences in individual discounting functions. Behavioural Processes, 46(1), 89–96.

    Article  PubMed  Google Scholar 

  • Gutiérrez, J. P., Rivera-Dommarco, J., Shamah-Levy, T., Villalpando-Hernández, S., Franco, A., Cuevas-Nasu, L., et al. (2012). Encuesta Nacional de Salud y Nutrición. Cuernavaca, México: Instituto Nacional de Salud Pública. Available from http://ensanut.insp.mx/informes/ENSANUT2012ResultadosNacionales.pdf .

    Google Scholar 

  • Higashida, B. Y. (2005). Education for Health. México, DF: McGraw Hill Interamericana.

  • INEGI. (2008, May). HeribertoLopez.pdf. Retrieved from http://www.inegi.org.mx/rne/docs/Pdfs/Mesa4/20/HeribertoLopez.pdf

  • Jimura, K., Myerson, J., Hilgard, J., Keighley, J., Braver, T. S., & Green, L. (2011). Domain independence and stability in young and older adults’ discounting of delayed rewards. Behavioural Processes, 87(3), 253–259.

    Article  PubMed  PubMed Central  Google Scholar 

  • Johnson, M. W., Bickel, W. K., Baker, F., Moore, B. A., Badger, G. J., & Budney, A. J. (2010). Delay discounting in current and former marijuana-dependent individuals. Experimental and Clinical Psychopharmacology, 18(1), 99–107.

    Article  PubMed  PubMed Central  Google Scholar 

  • Kirby, K. N., & Petry, N. M. (2004). Heroin and cocaine abusers have higher discount rates for delayed rewards than alcoholics or non‐drug‐using controls. Addiction, 99(4), 461–471.

    Article  PubMed  Google Scholar 

  • Lawless, L., Drichoutis, A. C., & Nayga, R. M., Jr. (2013). Time preferences and health behavior: a review. Agricultural and Food Economics, 1(17), 1–19.

    Google Scholar 

  • Manwaring, J. L., Green, L., Myerson, J., Strube, M. J., & Wilfley, D. E. (2011). Discounting of various types of rewards by women with and without binge eating disorder: evidence for general rather than specific differences. The Psychological Record, 61, 561–582.

    PubMed  PubMed Central  Google Scholar 

  • Mazur, J. E. (1987). An adjusting procedure for studying delayed reinforcement. In M. L. Commons, J. E. Mazur, J. A. Nevin, & H. Rachlin (Eds.), Quantitative analyses of behavior: Vol. 5. The effect of delay and of intervening events on reinforcement value (pp. 55–73). Hillsdale, NJ: Erlbaum.

    Google Scholar 

  • Myerson, J., Green, L., & Warusawitharana, M. (2001). Area under the curve as a measure of discounting. Journal of the Experimental Analysis of Behavior, 76, 235–243. doi:10.1901/jeab.2001.76-235.

    Article  PubMed  PubMed Central  Google Scholar 

  • Nederkoorn, C., Smulders, F. T., Havermans, R. C., Roefs, A., & Jansen, A. (2006). Impulsivity in obese women. Appetite, 47(2), 253–256. doi:10.1016/j.appet.2006.05.008.

    Article  PubMed  Google Scholar 

  • Food and Nutrition Technical Assistance (2012). FANTA-BMI-charts-Enero2013-ESPANOL_0.pdf Retrieved from http://www.fantaproject.org/sites/default/files/resources/FANTA-BMI-charts-Enero2013-ESPANOL_0.pdf

  • Odum, A. L. (2011). Delay discounting: trait variable? Behavioural Processes, 87(1), 1–9. doi:10.1016/j.beproc.2011.02.007.

    Article  PubMed  PubMed Central  Google Scholar 

  • Odum, A. L., Baumann, A. A., & Rimington, D. D. (2006). Discounting of delayed hypothetical money and food: effects of amount. Behavioural Processes, 73(3), 278–284.

    Article  PubMed  Google Scholar 

  • Odum, A. L., & Rainaud, C. P. (2003). Discounting of delayed hypothetical money, alcohol, and food. Behavioural Processes, 64(3), 305–313. doi:10.1016/S0376-6357(03)00145-1.

    Article  PubMed  Google Scholar 

  • Petry, N. M. (2001). Delay discounting of money and alcohol in actively using alcoholics, currently abstinent alcoholics, and controls. Psychopharmacology, 154(3), 243–250.

    Article  PubMed  Google Scholar 

  • Rachlin, H., Raineri, A., & Cross, D. (1991). Subjective probability and delay. Journal of the Experimental Analysis of Behavior, 55(2), 233–244.

    Article  PubMed  PubMed Central  Google Scholar 

  • Rasmussen, E. B., Lawyer, S. R., & Reilly, W. (2010). Percent body fat is related to delay and probability discounting for food in humans. Behavioural Processes, 83(1), 23–30. doi:10.1016/j.beproc.2009.09.001.

    Article  PubMed  Google Scholar 

  • Richards, J. B., Mitchell, S. H., de Wit, H., & Seiden, L. S. (1997). Determination of discount functions in rats with an adjusting‐amount procedure. Journal of the Experimental Analysis of Behavior, 67(3), 353–366.

    Article  PubMed  PubMed Central  Google Scholar 

  • Ritschel, F., King, J. A., Geisler, D., Flohr, L., Neidel, F., Boehm, I.,…Ehrlich, S. (2015). Temporal delay discounting in acutely ill and weight-recovered patients with anorexia nervosa. Psychological Medicine, 45(06), 1229–1239.

  • Scheres, A., Dijkstra, M., Ainslie, E., Balkan, J., Reynolds, B., Sonuga-Barke, E., & Castellanos, F. X. (2006). Temporal and probabilistic discounting of rewards in children and adolescents: effects of age and ADHD symptoms. Neuropsychologia, 44(11), 2092–2103.

    Article  PubMed  Google Scholar 

  • Sharp, C., Barr, G., Ross, D., Bhimani, R., Ha, C., & Vuchinich, R. (2012). Social discounting and externalizing behavior problems in boys. Journal of Behavioral Decision Making, 25(3), 239–247.

    Article  Google Scholar 

  • Steinberg, L., O’Brien, L., Cauffman, E., Graham, S., Woolard, J., & Banich, M. (2009). Age differences in future orientation and delay discounting. Child Development, 80(19), 28–44.

    Article  PubMed  Google Scholar 

  • Steinglass, J., Albano, A. M., Simpson, H. B., Carpenter, K., Schebendach, J., & Attia, E. (2012). Fear of food as a treatment target: exposure and response prevention for anorexia nervosa in an open series. International Journal of Eating Disorders, 45(4), 615–621.

    Article  PubMed  Google Scholar 

  • Vanderveldt, A., Green, L., & Myerson, J. (2015). Discounting of monetary rewards that are both delayed and probabilistic: delay and probability combine multiplicatively, not additively. Journal of Experimental Psychology: Learning, Memory, and Cognition, 41(1), 148–162.

    PubMed  Google Scholar 

  • Weatherly, J. N. (2014). On several factors that control rates of discounting. Behavioural Processes, 104, 84–90.

    Article  PubMed  Google Scholar 

  • Weatherly, J. N., Plumm, K. M., & Derenne, A. (2011). Delay discounting and social policy issues. The Psychological Record, 61(4), 527–546.

    Google Scholar 

  • Weatherly, J. N., Terrell, H. K., & Derenne, A. (2010). Delay discounting of different commodities. Journal of General Psychology, 137(3), 273–286.

    Article  PubMed  Google Scholar 

  • Weller, R. E., Cook, E. W., III, Avsar, K. B., & Cox, J. E. (2008). Obese women show greater delay discounting than healthy-weight women. Appetite, 51(3), 563–569. doi:10.1016/j.appet.2008.04.010.

    Article  PubMed  Google Scholar 

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Author notes

The research was supported by a DGAPA grant from the National Autonomous University of Mexico (UNAM, PAPIIT PROJECT No. IN 303213) to the first author. The authors wish to thank the lab team for their priceless help in all phases of this study.

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Authors and Affiliations

  1. School of Psychology, National Autonomous University of Mexico, Mexico, Mexico

    Raul Avila, Aldo C. Toledo, Karla D. Campos, Chyntia J. Diaz & Cesar A. Corona

  2. Facultad de Psicología, Universidad Nacional Autónoma de México, Av. Universidad 3004, Cd. Universitaria, México, D.F., 04510, México

    Raul Avila

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  1. Raul Avila
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  2. Aldo C. Toledo
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  3. Karla D. Campos
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Correspondence to Raul Avila.

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Avila, R., Toledo, A.C., Campos, K.D. et al. Body Mass Index and Caloric Value of Rewards as Parameters That Modulate Delay-Discounting Rates. Psychol Rec 66, 369–380 (2016). https://doi.org/10.1007/s40732-016-0178-z

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