ReviewBehavioural brain research2020
Relative expected value of drugs versus competing rewards underpins vulnerability to and recovery from addiction.
Review in Behavioural brain research, 2020. The graph could read no effect estimate from its abstract, so it casts no vote on the map. Cited by 42 papers.
What it found
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The abstract states no effect estimate the extractor could read, or names no intervention and outcome on the map, so this paper lights no cell and moves no belief. It is still indexed, cited and linked below.
The trial behind it
Trials whose registry record cites this paper, or whose number appears in the abstract. A trial that started after this paper was published is citing it as background, not reporting it.
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Who cites it
42 citing papers in PubMed, 78 citations in OpenAlex.
- How people decide to consume (more) alcohol when feeling stressed.Addiction (Abingdon, England) · 2026Trial
- Behavioral economic analysis of topiramate pharmacotherapy for alcohol: a placebo-controlled investigation of effects on alcohol reinforcing value and delayed reward discounting.Psychopharmacology · 2022Trial
- Dissociation of decision-making from escalated drug intake within a long-access model.Behavioural brain research · 2026Article
- Conditioned accumbal dopamine transients forecast individual preference for drug versus natural rewards and compulsive behavior.Nature neuroscience · 2026Article
- Improving translational insight using sequential sampling models in drug choice.Psychopharmacology · 2026Review
- Mediodorsal thalamus of alcohol-dependent mice shows genetic and physiological adaptations and alcohol-biased calcium signaling.Neuropharmacology · 2026Article
- Persistent appetitive memory in problematic pornography users.Journal of behavioral addictions · 2026Article
- Compulsive sexual behavior disorder (CSBD) and problematic pornography use (PPU): A comprehensive, interdisciplinary, and expert-informed narrative review with suggested future directions.Journal of behavioral addictions · 2026Review
- The relationship between regular substance use and cost comparisons in stable and volatile learning contexts.Translational psychiatry · 2026Article
- Frustration brake failure hypothesis of substance use disorders.Frontiers in psychiatry · 2026Article
- Atypical contributions of reward decisions to momentary mood in individuals with methamphetamine use disorder.BMC psychiatry · 2025Article
- Social influence increases the value and consumption of alcohol in the laboratory.Alcohol, clinical & experimental research · 2025Article
- Ambulatory assessment to advance the science of nondrug reward in addiction and recovery.Addiction research & theory · 2025Article
- The seven deadly sins: measuring overvaluation of social media with the Plan-net 25 scale.BMC psychology · 2025Article
- Negative affect-driven impulsivity as hierarchical model-based overgeneralization.Trends in cognitive sciences · 2025Review
- Substance use negatively impacts change in reinforcement during the year following substance use treatment.Psychology of addictive behaviors : journal of the Society of Psychologists in Addictive Behaviors · 2025Article
- Value signals guiding choices for cannabis versus non-drug rewards in people who use cannabis near-daily.Psychopharmacology · 2025Article
- Sex differences in motivation to take sucrose following abstinence and environmental enrichment in Long-Evans rats.Physiology & behavior · 2025Article
- Choice of alcohol over a natural reward: an experimental study in light and heavy social drinkers.Psychopharmacology · 2025Article
- Reward deprivation is associated with elevated alcohol demand in emerging adults.Journal of the experimental analysis of behavior · 2025Article
Corrections and comments
PubMed lists nothing against this paper. Absence here is not a guarantee, only a check that was made.
Authors and funding
2 authors at 2 institutions in 2 countries.
Funding
Abstract
Behavioural economic theories of addiction contend that greater expected value of drug relative to alternative non-drug rewards is the core mechanism underpinning vulnerability to and recovery from addiction. To evaluate this claim, we exhaustively review studies with human drug users that have measured concurrent choice between drugs vs. alternative rewards, and explored individual differences. These studies show that drug choice can be modulated by drug cues, drug devaluation, imposition of costs/punishment and negative mood induction. Regarding individual differences, dependence severity was reliably associated with overall drug preference, and self-reported drug use to cope with negative affect was reliably associated with greater sensitivity to mood induced increases in drug choice. By contrast, there were no reliable individual differences in sensitivity to the effect of drug cues, drug devaluation or punishment on drug choice. These findings provide insight into the mechanisms that underpin vulnerability to dependence: vulnerability is conferred by greater relative value ascribed to drugs, and relative drug value is further augmented by negative affective states in those who report drug use coping motives. However, dependence does not appear to be characterised by abnormal cue-reactivity, habit learning or compulsion. We then briefly review emerging literature which demonstrates that therapeutic interventions and recovery from addiction might be attributed to changes in the expected relative value of drug versus alternative rewards. Finally, we outline a speculative computational account of the distortions in decision-making that precede action selection in addiction, and we explain how this account provides a blueprint for future research on the determinants of drug choice, and mechanisms of treatment and recovery from addiction. We conclude that a unified economic decision-making account of addiction has great promise in reconciling diverse addiction theories, and neuropsychological evaluation of the underlying decision mechanisms is a fruitful area for future research and treatment.
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Registered trials
Read under generation 80e0d062 · epoch 390. Bibliography from PubMed, PubMed Central and OpenAlex; grants from NIH RePORTER; trial links from ClinicalTrials.gov; estimates, votes and beliefs from the OpenQuestion graph.