American Psychiatric Association. Diagnostic and statistical manual of mental disorders (DSM-V), vol. 5. Washington, DC: American Psychiatric Association; 2013.
Arcelus J, et al. Mortality rates in patients with anorexia nervosa and other eating disorders: a meta-analysis of 36 studies. Arch Gen Psychiatry. 2011;68(7):724–31.
Mitchell J, Crow S. Medical complications of anorexia nervosa and bulimia nervosa. Curr Opin Psychiatry. 2006;19(4):438–43.
Braun DL, Sunday SR, Halmi KA. Psychiatric comorbidity in patients with eating disorders. Psychol Med. 1994;24(4):859–67.
Article CAS PubMed Google Scholar
Economics DA. Social and economic cost of eating disorders in the United States of America Report for the Strategic Training Initiative for the Prevention of Eating Disorders and the Academy for Eating Disorders (June). Available at: https://www.hsph.harvard.edu/striped/report-economic-costs-of-eating-disorders/, 2020.
Solmi M, et al. Outcomes in people with eating disorders: a transdiagnostic and disorder-specific systematic review, meta-analysis and multivariable meta-regression analysis. World Psychiatry. 2024;23(1):124–38.
Article PubMed PubMed Central Google Scholar
Murray S, et al. Treatment outcomes for anorexia nervosa: a systematic review and meta-analysis of randomized controlled trials. Psychol Med. 2019;49(4):535–44.
Carter J, et al. Relapse in anorexia nervosa: a survival analysis. Psychol Med. 2004;34:671–9.
Article CAS PubMed Google Scholar
Heinz A, et al. Dimensional psychiatry: mental disorders as dysfunctions of basic learning mechanisms. J Neural Transm. 2016;123(8):809–21.
Article CAS PubMed Google Scholar
Maia TV, Frank MJ. From reinforcement learning models to psychiatric and neurological disorders. Nat Neurosci. 2011;14(2):154–62.
Article CAS PubMed PubMed Central Google Scholar
Schaefer L, Steinglass J. Reward learning through the lens of RDOC: a review of theory, assessment, and empirical findings in the eating disorders. Curr Psychiatry Rep. 2021;23(1):2.
Brown CS, Nunez A, Wierenga CE. Altered value-based decision-making in anorexia nervosa: a systematic review. Neurosci Biobehav Rev. 2024;167:105944.
Garcia-Burgos D et al. Food restriction in anorexia nervosa in the light of modern learning theory: A narrative review. Behav Sci (Basel), 2023. 13(2).
Christian C, Levinson CA. An integrated review of fear and avoidance learning in anxiety disorders and application to eating disorders. New Ideas Psychol. 2022;67:1–11.
Adolph D, et al. Fear conditioning and extinction learning in the mood and anxiety disorders spectrum - associations with the outcome of cognitive behavior therapy. Behav Res Ther. 2023;160:104229.
Brown VM, et al. Reinforcement learning disruptions in individuals with depression and sensitivity to symptom change following cognitive behavioral therapy. JAMA Psychiatr. 2021;78(10):1113–22.
Sutton R, Barto A. Reinforcement learning: an introduction. 2nd ed. Cambridge, MA: MIT Press; 2018.
Rescorla RA, Wagner AR. A theory of Pavlovian conditioning: variations in the effectiveness of reinforcement and non-reinforcement. Classical conditioning II: current research and Theory, ed. A.H.B.W.F. Prokasy. Appleton Century Crofts; 1972.
Pearce J, Hall G. A model for Pavlovian learning: variations in the effectiveness of conditioned but not of unconditioned stimuli. Psychol Rev. 1980;87:532–52.
Article CAS PubMed Google Scholar
Collins AGE. Learning Structures Through Reinforcement., in Goal-Directed Decision Making: Computations and Neural Circuits, A.B. Morris, & A. B. T.-G.-D. D. M. Shenhav, Editor. 2018, Academic Press. pp. 105–123.
Montague P, Dayan P, Sejnowski T. A framework for mesencephalic dopamine systems based on predictive hebbian learning. J Neurosci. 1996;16(5):1936–47.
Article CAS PubMed PubMed Central Google Scholar
Schultz W. Dopamine reward prediction error coding. Dialogues Clin Neurosci. 2016;18(1):23–32.
Article PubMed PubMed Central Google Scholar
Dolan R, Dayan P. Goals and habits in the brain. Neuron. 2013;80(2):312–25.
Article CAS PubMed PubMed Central Google Scholar
Doll B, et al. Variability in dopamine genes dissociates model-based and model-free reinforcement learning. J Neurosci. 2016;36(4):1211–22.
Article CAS PubMed PubMed Central Google Scholar
Foerde K, et al. Deficient goal-directed control in a population characterized by extreme goal pursuit. J Cogn Neurosci. 2021;33(3):463–81.
Steinglass J, Walsh B. Neurobiological model of the persistence of anorexia nervosa. J Eat Disord. 2016;4:19.
Article PubMed PubMed Central Google Scholar
Wierenga CE, et al. Altered reinforcement learning from reward and punishment in anorexia nervosa: evidence from computational modeling. J Int Neuropsychol Soc. 2022;28(10):1003–15.
Bernardoni F, et al. More by stick than by carrot: a reinforcement learning style rooted in the medial frontal cortex in anorexia nervosa. J Abnorm Psychol. 2021;130(7):736–47.
Foerde K, et al. Neural mechanisms supporting maladaptive food choices in anorexia nervosa. Nat Neurosci. 2015;18(11):1571–3.
Article CAS PubMed PubMed Central Google Scholar
Wu M, et al. Reward-related decision making in eating and weight disorders: a systematic review and meta-analysis of the evidence from neuropsychological studies. Neurosci Biobehav Rev. 2016;61:177–96.
Guillaume S, et al. Impaired decision-making in symptomatic anorexia and bulimia nervosa patients: a meta-analysis. Psychol Med. 2015;45(16):3377–91.
Article CAS PubMed Google Scholar
Frank MJ, Seeberger LC, O’Reilly C. By carrot or by stick: cognitive reinforcement learning in parkinsonism. Science. 2004;306(5703):1940–3.
Article CAS PubMed Google Scholar
Dayan P, Daw ND. Decision theory, reinforcement learning, and the brain. Affect Behav Neurosci. 2008;8(4):429–53. Cognitive.
Pearce AL, Fuchs BA, Keller KL. The role of reinforcement learning and value-based decision-making frameworks in understanding food choice and eating behaviors. Front Nutr. 2022;9:1021868.
Article PubMed PubMed Central Google Scholar
Schaumberg K, et al. Conceptualizing eating disorder psychopathology using an anxiety disorders framework: evidence and implications for exposure-based clinical research. Clin Psychol Rev. 2021;83:101952.
Bolles RC. Reinforcement, expectancy, and learning. Psychol Rev. 1972;79(5):394–409.
Harrison A, et al. Sensitivity to reward and punishment in eating disorders. Psychiatry Res. 2010;177(1–2):1–11.
Haynos A, et al. Moving towards specificity: a systematic review of cue features associated with reward and punishment in anorexia nervosa. Clin Psychol Rev. 2020;79:101872.
Article PubMed PubMed Central Google Scholar
Kaye W, et al. Nothing tastes as good as skinny feels: the neurobiology of anorexia nervosa. Trends Neurosci. 2013;36(2):110–20.
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