Changing Delay Discounting and Impulsive Choice: Implications for Addictions, Prevention, and Human Health
Open accessAbstract
Delay discounting describes the tendency to devalue delayed consequences or future prospects. The degree to which an individual discounts delayed events appears trait-like in that it is stable over time and across functionally similar situations. Steeply discounting delayed rewards is correlated with most substance-use disorders, the severity of these disorders, rates of relapse to drug use, and a host of other maladaptive decisions impacting human health. Longitudinal data suggest steep delay discounting and high levels of impulsive choice are predictive of subsequent drug taking, which suggests (though does not establish) that reducing delay discounting could have a preventive health-promoting effect. Experimental manipulations that produce momentary or long-lasting reductions in delay discounting or impulsive choice are reviewed, and behavioral mechanisms that may underlie these effects are discussed. Shortcomings of each manipulation technique are discussed and areas for future research are identified. While much work remains, it is clear that impulsive decision-making can be reduced, despite its otherwise trait-like qualities. Such findings invite technique refinement, translational research, and hope.
AI snapshot
Written from the paper’s full text.
TL;DR
This narrative review argues that delay discounting is trait-like and correlated with addictions and other maladaptive health behaviors, but experimental manipulations can produce momentary or lasting reductions in impulsive choice. It reviews framing, episodic future thinking, nature exposure, timing interventions, delay fading, and delay-exposure training, and calls for translational prevention research.
Key findings
- Steep delay discounting is correlated with most substance-use disorders, disorder severity, relapse, and other maladaptive health decisions; longitudinal data suggest it predicts subsequent drug taking. In one cited machine-learning study, delay discounting was “the single best predictor of group CBT treatment response,” correctly predicting smoking status for 69.5% of a training cohort and 76.4% of a validation cohort.
- Momentary manipulations can reduce delay discounting: explicit-zero framing and date framing produce medium-to-large reductions, episodic future thinking reduces discounting and can reduce cigarette smoking, alcohol consumption, and calorie intake, and brief nature exposure produces medium-to-large reductions.
- Lasting reductions have been shown in nonhuman work: timing interventions produce moderate effects lasting at least 9 months, delay fading reduces impulsive choice in pigeons and humans, and delay-exposure training in male rats produces very large reductions (median Hedges g = 2.00), maintained at 2- and 4-month follow-ups.
- The Preschool Life Skills delay-tolerance component increased successful waiting to more than 80% of test trials after about 13 trials per child over four days, and problem behavior during the delay decreased by 74%.
Methods
- Design: narrative review of experimental manipulations of delay discounting and impulsive choice, with discussion of behavioral mechanisms and translational implications.
- Data: published human and nonhuman studies, including prior meta-analyses and recent studies on framing, episodic future thinking, nature exposure, timing interventions, delay fading, and delay-exposure training.
- Analysis: qualitative synthesis of effect directions and sizes; no new primary data are reported.
Limitations
- The paper states that evidence linking delay discounting to addictions remains correlational and third-variable accounts remain tenable; causal relations require experimental manipulation and mediation testing.
- The paper states that mechanisms of change are often unclear, including for timing interventions, delay fading, and delay-exposure training; delay-exposure replications were all from the same lab and only in male rats.
- The paper states that translational work must address replication, preregistration, adequate power, long-term duration, and generalization; long-term outcomes are infrequently assessed in humans. Evident from the text: the review is explicitly an “incomplete list” rather than a systematic review.
Model-written summary. Check it against the paper before relying on it.
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Cites
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Claims the paper makes
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- Findingcitation
A completed experiment demonstrated that lasting reductions in rats' impulsive choice could be achieved by bundling training.
“At the same time, we completed an experiment demonstrating that lasting reductions in rats’ impulsive choice could be achieved by providing them with “bundling training” (Stein, Smits, Johnson, Liston, & Madden, 2013).”
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- Findingown data
In a follow-up study that switched reward locations mid-session to reduce side-bias, very few rats maintained preference for the larger-later reward.
“Under this arrangement, very few rats maintained preference for the LLR.”
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In the delay-exposure experiment, rats given delay-exposure training made far fewer impulsive choices than no-delay rats when choosing between one pellet immediately and three pellets after a 15-s delay.
“When rats subsequently chose between one pellet immediately and three pellets following a 15-s delay, delay-exposure rats made far fewer impulsive choices than did rats in the no-delay group.”
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- Findingcitation
The delay-exposure effect was not due to increased impulsive choice in the no-delay comparison group.
“the effect was not due to increased impulsive choice in the no-delay comparison group (Renda, Rung, Hinnenkamp, Lenzini, & Madden, 2018)”
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- Findingcitation
The impulsivity-reducing effect of delay-exposure training was obtained in a different strain of rats.
“the impulsivity-reducing effect of delay-exposure training could be obtained in a different strain of rats (Renda & Madden, 2016)”
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- Findingown data
The delay-exposure effect on impulsive choice was maintained when rats were retested approximately 2 months later.
“The effect was maintained when retested approximately 2 months later.”
Quote in the paperSubstantial claim - Findingcitation
The training duration could be cut in half while still maintaining significant reductions in impulsive choice.
“the training duration could be cut in half while maintaining significant reductions in impulsive choice (Renda, 2018)”
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- Findingnone given
The median effect size across delay-exposure replication studies is very large, with Hedges g = 2.00.
“The median effect size across these studies is very large: Hedges gs = 2.00.”
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Delay-exposure training significantly reduced impulsive choice when the larger-later reward was delayed by 30 s.
“delay-exposure training significantly reduced impulsive choice when the LLR was delayed by 30 s (Stein, Renda, Hinnenkamp, & Madden, 2015)”
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- Findingcitation
The delay-exposure effect was maintained at a 4-month follow-up.
“the effect was maintained at a 4-month follow-up (Renda & Madden, 2016; Renda, 2018).”
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- cites Renda, 2018
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- Findingown data
In a recently completed lab study, delay-exposure rats made fewer temporary escapes from long-delay signaling stimuli than comparison groups given no-delay training or no training.
“When these escape opportunities were provided during forced-choice trails within the impulsive-choice assessment, delay-exposure rats made fewer temporary escapes from these stimuli than comparison groups given either no-delay training or no training at all.”
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- Premisecitation
The relation between impulsive choice and acquisition of self-administration has been inconsistently replicated with other drugs of abuse.
“This finding has been inconsistently replicated, however, with other drugs of abuse”
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Male and female rats that mostly choose smaller-sooner food are more likely to acquire low-dose cocaine self-administration than rats that prefer to wait for a larger food reward.
“Male and female rats that predominantly choose smaller-sooner food rewards are more likely to acquire low-dose cocaine self-administration than rats that prefer to wait for a larger food reward”
Quote in the paperSubstantial claim0 of 3 sources checked - Interpretationreasoning
Reducing delay discounting could have a preventive effect that promotes health.
“which suggests (though does not establish) that reducing delay discounting could have a preventive health-promoting effect.”
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Some evidence suggests impulsive choice predicts higher cocaine or methylphenidate intake.
“some evidence suggests impulsive choice is predictive of higher cocaine or methylphenidate intake”
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In Coughlin et al.'s machine-learning analysis, delay discounting was the single best predictor of response to group cognitive behavioral therapy.
“delay discounting proved to be “the single best predictor of group CBT treatment response” (p. 1).”
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- Premisecitation
Problem drug use has long been understood as an impulsive choice because the larger-later benefits of abstinence are given up for the smaller-sooner benefits of further excessive drug-taking.
“Problem drug use has long been conceptualized as an impulsive choice because the larger-later benefits of drug abstinence (or responsible drug use) are forfeited for the smaller-sooner benefits of another episode of excessive drug-taking (Ainslie, 1975; Herrnstein & Prelec, 1992).”
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- cites Herrnstein & Prelec, 1992
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- Premisecitation
The extent to which a person discounts delayed outcomes is trait-like, remaining stable across time and across situations that are functionally similar.
“The degree to which an individual discounts delayed events appears trait-like in that it is stable over time and across functionally similar situations.”
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Cross-species research shows that the value of a commodity declines according to a hyperbolic or hyperboloid discounting function.
“These decades of cross-species research reveal that the value of a commodity declines according to a hyperbolic (or hyperboloid) discounting function like the ones shown in Figure 1 (Green & Myerson, 2004; Mazur, 1987; Rachlin, Raineri, & Cross, 1991).”
Quote in the paperSubstantial claim0 of 3 sources checked - Interpretationreasoning
Impulsive decision-making can be reduced even though it has trait-like properties.
“While much work remains, it is clear that impulsive decision-making can be reduced, despite its otherwise trait-like qualities.”
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Longitudinal evidence indicates that steep delay discounting and high impulsive choice predict later drug taking.
“Longitudinal data suggest steep delay discounting and high levels of impulsive choice are predictive of subsequent drug taking”
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Participants who read a fictional description of an episodic future thinking experiment could correctly infer that the fictional experimenter expected the manipulation to reduce delay discounting and junk-food consumption.
“Rung and Madden reported that participants who read a fictional description of an EFT experiment were able to correctly deduce that the fictional experimenter expected the manipulation to reduce the fictional participant’s delay discounting and junk-food consumption.”
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- Premisecitation
Date-framing typically produces medium to large reductions in delay discounting.
“This date-framing manipulation typically produces medium to large reductions in delay discounting”
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Episodic future thinking can reduce delay discounting independently of demand characteristics.
“These findings suggest EFT can reduce delay discounting independent of demand characteristics”
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Brief exposure to nature cues produces medium to large reductions in delay discounting.
“Several studies have now demonstrated that brief exposure to nature cues (e.g., images depicting nature scenes such as forests, mountains, and streams; or spending time in nature itself) produces medium to large reductions in delay discounting”
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- cites Berry et al., 2014
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- cites van der Wal et al., 2013 source
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- Premisecitation
Episodic future thinking produces reductions in hypothetical alcohol consumption.
“hypothetical alcohol consumption (Bulley & Gullo, 2017; Snider, LaConte, & Bickel, 2016)”
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Some evidence suggests impulsive choice predicts more robust cocaine-seeking when price increases are encountered.
“more robust cocaine-seeking when price increases are encountered”
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- Premisecitation
Episodic future thinking produces laboratory reductions in cigarette smoking, both hypothetical and real.
“Evidence that EFT can also positively impact health decision-making is provided by laboratory reductions in cigarette smoking (hypothetical and real; Stein, Tegge, Turner, & Bickel, 2018; Stein et al., 2016)”
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There is strong evidence that the degree to which an individual discounts delayed monetary rewards is relatively stable over time.
“There is strong evidence that the degree to which an individual discounts delayed monetary rewards is relatively stable over time (Odum, 2011b).”
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- Premisecitation
When participants were not cued to engage in episodic future thinking during the discounting task, prior episodic future thinking did not affect delay discounting.
“That said, when participants were not cued to engage in EFT during the discounting task, delay discounting was unaffected by having previously engaged in EFT.”
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- Premisecitation
Individuals who steeply discount at initial assessment continue to be ranked at the steep end of the participant pool at retest.
“That is, those individuals who demonstrate steep discounting at the initial assessment continue to be ranked at the steep end of the participant pool at the retest.”
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When participants complete a discounting task and are prompted to imagine personal future events, they discount delayed rewards less than a control group.
“When these participants subsequently complete a discounting task and are prompted to imagine their future events, the extent to which they discount delayed rewards is reduced relative to a control group”
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Episodic future thinking produces reductions in real calorie consumption in laboratory and field settings.
“and real calorie consumption in lab and field settings (Daniel et al., 2013; Tinuke Oluyomi Daniel, Said, Stanton, & Epstein, 2015; O’Neill, Daniel, & Epstein, 2016; Sze, Daniel, Kilanowski, Collins, & Epstein, 2015).”
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Some evidence suggests impulsive choice predicts greater reinstatement of drug-seeking.
“and greater reinstatement of drug-seeking (Perry et al., 2008).”
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- Premisecitation
Explicit-zero framing significantly reduces the extent to which a larger-later reward is discounted, with medium to large effect sizes.
“When this explicit-zero framing is used, the extent to which the LLR is discounted is significantly reduced (Magen, Dweck, & Gross, 2008; Radu, Yi, Bickel, Gross, & McClure, 2011; Wu & He, 2012) with medium to large effect sizes”
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- cites Radu et al., 2011
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- cites Rung & Madden, 2018a
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The rank-order correlation of discounting rates is comparable to that of other psychological traits across test-retest intervals from 3 months to 4 years.
“the rank-order correlation of these discounting rates is comparable to other psychological traits across the 3-month to 4-year range of test-retest intervals explored thus far”
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When cue components thought to prompt the active ingredient of episodic future thinking were removed, the effect on delay discounting was no longer observed.
“When cue components hypothesized to prompt the active ingredient of EFT (thinking episodically) were removed, the EFT effect was no longer observed.”
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- Premisecitation
The extent to which delayed rewards are discounted decreases over the lifespan.
“While the extent to which delayed rewards are discounted decreases over the lifespan (Green, Fry, & Myerson, 1994)”
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- Premisecitation
Hyperbolic discounting helps explain violations of the stationarity axiom: preference for larger-later rewards when smaller-sooner rewards are unavailable reverses when the smaller-sooner reward is immediately accessible.
“The hyperbolic shape of the discounting function also helps to explain the previously mentioned violations of the stationarity axiom in economics (Strotz, 1955); i.e., the tendency to prefer LLRs when SSRs are not readily available, and to reverse this preference when the SSR is immediately accessible.”
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When cue components thought to maximize demand characteristics were removed, episodic future thinking still reduced delay discounting.
“When cue components hypothesized to maximize demand characteristics were removed (i.e., participants were cued to engage in EFT without a time interval corresponding to the delay to the LLR), EFT remained effective in reducing delay discounting.”
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- Premisecitation
The explicit-zero framing effect is driven by drawing attention to the opportunity costs of choosing the smaller-sooner reward.
“The effect is driven by drawing participant attention to the opportunity costs of choosing the SSR (Read, Olivola, & Hardisty, 2017; Wu & He, 2012); i.e., the receipt of $0 in the future.”
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- cites Wu & He, 2012
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Two later studies do not support the demand-characteristics explanation of episodic future thinking effects.
“Two subsequent studies, however, do not support this demand-characteristics hypothesis (Rung & Madden, 2019; Stein et al., 2018).”
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- cites Stein et al., 2018 source
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Extended training under time-based schedules of reinforcement increased rats' preference for the larger-later reward.
“Smith, Marshall, and Kirkpatrick (2015) reported that providing rats with extended training under time-based schedules of reinforcement (e.g., fixed- or variable-interval schedules) increased preference for the LLR.”
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- Interpretationcitation
People with daily access to nature appear to experience a long-lasting change in delay discounting that influences their health decision-making across settings.
“That is, those individuals who have daily access to nature appear to experience a long-lasting change in delay discounting that influences their health decision-making in a variety of settings.”
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The fading-in training effect in children has been replicated several times.
“this effect has been replicated several times (e.g., Dixon et al., 1998; Fisher, Thompson, Hagopian, Bowman, & Krug, 2000)”
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Schweitzer and Sulzer-Azaroff reported large reductions in six preschoolers' impulsive choices after fading-in training.
“Schweitzer and Sulzer-Azaroff (1988) reported large reductions in six preschoolers’ impulsive choices following this “fading-in” training”
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- Interpretationreasoning
It is moderately well established that delay fading can reduce impulsive choice in pigeons and humans.
“That delay fading can reduce impulsive choice in pigeons and humans is moderately well established”
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The delay-fading group difference in pigeons was robust when retested 11 months later.
“The group difference proved robust when retested 11 months later (Logue & Mazur, 1981).”
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- Interpretationcitation
Momentary manipulations need not remain momentary; with repeated exposure their effects may shift from state to trait.
“The Repke et al. (2018) findings suggest that momentary manipulations need not be momentary and that the effects of such manipulations on decision-making may, over time/repeated exposure, transition from state to trait.”
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The timing-training effect is observed in aged male rats.
“and in aged male rats (Peterson & Kirkpatrick, 2016).”
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- Premisecitation
Several studies suggest that providing signals or distractors during the delay to the larger-later reward may produce larger reductions in impulsivity.
“with several studies suggesting larger reductions in impulsivity may be realized by providing signals or distractors during the delay to the LLR (e.g., Newquist, Dozier, & Neidert, 2012; Vessells, Sy, Wilson, & Green, 2018).”
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The timing-training effect size across studies is moderate.
“The effect size across studies is moderate in magnitude (Rung & Madden, 2018a)”
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The timing-training effect lasts at least 9 months after training.
“the effect lasts at least 9 months following training (Bailey et al., 2018)”
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The timing-training effect is observed in both male and female rats.
“is observed in male and female rats (Stuebing et al., 2018)”
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The effect of timing training on larger-later preference has proven replicable.
“These effects have proven replicable (Bailey, Peterson, Schnegelsiepen, Stuebing, & Kirkpatrick, 2018; Fox, Visser, & Nicholson, 2018; Peterson & Kirkpatrick, 2016; Stuebing, Marshall, Triplett, & Kirkpatrick, 2018).”
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- cites Fox et al., 2018
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- cites Peterson & Kirkpatrick, 2016
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- Premisecitation
In Mazur and Logue's delay-fading procedure, pigeons continued to prefer the larger-later reward far more than a control group after the delay to the smaller reward was faded out.
“Eventually the delay to the SSR was completely faded out (i.e., 0-s to food) and these pigeons continued to prefer the LLR far more than a control group not given this delay-fading training.”
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- Premisecitation
Repke et al. reported that the health benefits of nature are indirectly linked to changes in delay discounting.
“Repke et al. (2018) reported that these benefits are indirectly linked to changes in delay discounting.”
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- Premisecitation
A small pilot study indicated that delivering EFT online might lower energy intake at home for children averaging 11 years old.
“a small pilot study suggested that web-based delivery of EFT could reduce children’s (11 years old, on average) energy intake at home (Sze et al., 2015).”
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- Premisereasoning
As applied to impulsive choice, Skinner's (1971) proposed technology of behavior is still at an early stage.
“The technology of behavior advocated by Skinner (1971), as applied to impulsive choice, remains in its infancy.”
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- Premisecitation
In replication work with between-groups statistical designs, waiting has been found to increase.
“Similar, increases in waiting have been reported in replication studies using between-groups statistical designs (Luczynski & Hanley, 2013)”
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- Premisecitation
Delay aversion plays a role in human impulsive choice, especially in children diagnosed with ADHD.
“This is of interest in light of the observation that delay aversion plays a role in human impulsive choice, particularly in children diagnosed with attention-deficit hyperactivity disorder (ADHD; Marco et al., 2009; Sonuga-Barke, Taylor, Sembi, & Smith, 1992).”
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The reviewed evidence suggests, but does not definitively demonstrate, that steep delay discounting plays a role in the origin, development, and continuation of addictive behavior.
“We have reviewed some of the evidence suggesting, though not definitively demonstrating, that steep delay discounting plays a role in the origin, development, and continuation of addictive behavior.”
Quote in the paperSubstantial claim - Premisecitation
As of the review, momentary-manipulation translational work had not been tested in young children.
“Translational research in the momentary manipulations category is well underway but, to our knowledge, has yet to be evaluated in young children (although see Nisan, 1974 for a manipulation that bears formal similarity to EFT).”
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- Interpretationreasoning
Lessening how much people devalue delayed outcomes may help shape the numerous small decisions that feed into climate change, obesity, and opioid problems.
“Reducing the extent to which individuals discount the value of delayed outcomes holds promise in influencing the many small choices that contribute to these crises.”
Quote in the paperSubstantial claim- Rests on an assumption: Impulsive choice and human conduct more broadly are taken to contribute to climate change, obesity, and opioid problems.
- Premisecitation
Before training in the Hanley et al. (2007) study, preschool children nearly always did not wait quietly for 30 seconds when asked to wait for a desired outcome.
“After establishing that children almost always failed to wait quietly for 30 s when prompted to do so”
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- Premisecitation
In Head Start preschools serving low-income at-risk children, waiting improvements were smaller.
“more modest improvements in waiting have been demonstrated in Head Start preschools for low-income at-risk children (Hanley, Fahmie, & Heal, 2014); for review see Luczynski & Fahmie (2017).”
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- cites Luczynski & Fahmie, 2017 source
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- Interpretationown data
Preliminary evidence supports the hypothesis that delay-exposure training increases preference for the larger-later reward by reducing aversion to delays or delay-signaling stimuli.
“These findings provide preliminary evidence supporting the hypothesis that delay-exposure training increases preference for the LLR by mitigating aversion to delays and/or delay-signaling stimuli.”
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Children with ADHD report more negative affect during delays than controls.
“These children report experiencing a more negative affect during delays than controls (Lemiere et al., 2012)”
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- Premisecitation
In the Hanley et al. study, after four days of delay-tolerance training (~13 trials per child), children waited successfully on over 80% of test trials.
“After four days in which delay-tolerance training (~13 trials per child) was incorporated into the normal schedule, successful waiting occurred on more than 80% of test trials”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Hanley, Heal, Tiger, & Ingvarsson, 2007 source
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- Premisecitation
Children with ADHD show an attentional bias for delay-signaling stimuli similar to anxious children's bias toward threat-signaling stimuli.
“ADHD children demonstrate an attentional bias for delay-signaling stimuli in much the same way that anxious children are biased toward threat-signaling stimuli (Sonuga-Barke, De Houwer, De Ruiter, Ajzenstzen, & Holland, 2004).”
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Delay fading has been systematically replicated in children diagnosed with autism or other intellectual or developmental disabilities.
“with several systematic replications in children diagnosed with autism or other intellectual or developmental disabilities (Dixon et al., 1998; Dixon & Cummings, 2001; Gokey, Wilder, Welch, Collier, & Mathisen, 2013; Hanley, Jin, Vanselow, & Hanratty, 2014; Newquist et al., 2012; Passage, Tincani, & Hantula, 2012; Vessells et al., 2018).”
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In the Hanley et al. study, the rate of problem behavior while waiting fell by 74% after delay-tolerance training.
“problem behavior during the delay decreased by 74%”
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- Premisecitation
Among the experimental manipulations reviewed, only delay fading has been evaluated and shown effective in young children.
“To our knowledge, of the experimental manipulations reviewed above, only delay fading has been evaluated and proven effective in young children (Schweitzer & Sulzer-Azaroff, 1988)”
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Findingown dataIn an unpublished lab experiment, all rats maintained preference for the larger-later reward as the delay to the smaller reward was gradually faded out, but almost none continued to choose the larger-later reward when lever assignments were reversed.
“Although all of the rats maintained their preference for the LLR as the delay to the SSR was gradually faded out, almost none of the rats continued to choose the LLR when the lever assignments were reversed.”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataPost-experiment analysis showed that the efficacy of reward bundling during training did not predict post-training reductions in impulsive choice; instead, exposure to delays correlated with those reductions.
“a post-experiment analysis of the hypothesized mechanism of behavior change revealed that the efficacy of reward bundling during training did not predict post-training reductions in impulsive choice. Instead, what correlated with reductions in impulsive choice was, quite simply, exposure to delays”
Quote in the paperSubstantial claimMay combine two claims.
FindingcitationDelay-exposure training significantly reduced impulsive choice, but the trained rats were no more precise in timing than more-impulsive comparison groups, and timing precision was not correlated with impulsive choice.
“Although delay-exposure training significantly reduced impulsive choice, these rats were no more precise in their timing than the more-impulsive comparison groups; indeed, timing precision was not correlated with impulsive choice.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Rung et al., 2018
Not checked in the free run.
May combine two claims.
Premiseown dataOther measures such as memory, locus of control, and Fagerström nicotine-dependence scores improved smoking predictions very little in the training cohort or not at all in the validation cohort.
“Other measures (e.g., memory, locus of control, scores on the Fagerström test of nicotine dependence) either improved these predictions very little (training cohort), or not at all (validation cohort).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Coughlin et al., 2018
Not checked in the free run.
May combine two claims. The quote only partly states this claim.
PremisecitationPre-treatment discount rates correctly predicted smoking status for 69.5% of the training cohort and 76.4% of the validation cohort.
“Pre-treatment discount rates correctly predicted the smoking status of 69.5% of the participants in the training cohort”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Coughlin et al., 2018
Not checked in the free run.
May combine two claims.
PremisecitationLongitudinal studies indicate that steep delay discounting precedes and predicts human drug use, lower rates of drug abstinence, and greater relapse during treatment.
“Longitudinal studies suggest that steep delay discounting precedes and predicts human drug use”
Quote in the paperSubstantial claim0 of 3 sources checkedMay combine two claims. The quote only partly states this claim.
PremisecitationIndividual differences in how steeply larger-later rewards are discounted correlate robustly with the incidence and severity of problem substance use and with other maladaptive health decisions.
“Consistent with this conceptual analysis, individual differences in how steeply LLRs are discounted robustly correlates with the incidence and severity of problem substance use”
Quote in the paperSubstantial claim0 of 3 sources checkedMay combine two claims.
PremisecitationSteep discounting of delayed rewards is correlated with most substance-use disorders, their severity, relapse to drug use, and many other maladaptive health-related decisions.
“Steeply discounting delayed rewards is correlated with most substance-use disorders, the severity of these disorders, rates of relapse to drug use, and a host of other maladaptive decisions impacting human health.”
Quote in the paperSubstantial claim0 of 2 sources checkedMay combine two claims.
PremisecitationExperimental manipulations can reduce delay discounting and impulsive choice, and some manipulations can increase them.
“Ample evidence reveals that experimental manipulations can reduce delay discounting and impulsive choice (for reviews see Koffarnus, Jarmolowicz, Mueller, & Bickel, 2013; Rung & Madden, 2018a) or increase it (e.g., Van den Bergh, Dewitte, & Warlop, 2008).”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Koffarnus et al., 2013
Not checked in the free run.
- cites Rung & Madden, 2018a
Not checked in the free run.
- cites Van den Bergh et al., 2008 source
Not checked in the free run.
May combine two claims.
InterpretationcitationThe evidence linking delay discounting to addictions remains correlational, and third-variable explanations remain tenable.
“it is important to note that the evidence for a relation between delay discounting and addictions remains correlational; third-variable accounts remain tenable”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Levin et al., 2018 source
Not checked in the free run.
Classified as probably not a substantial claim.
PremisereasoningA causal relation can be established only by experimentally manipulating delay discounting, monitoring potential mediators, and evaluating the effects of that manipulation on later addictive behavior.
“A causal relation can be established only by experimentally manipulating delay discounting, monitoring potential mediators, and evaluating the effects of this manipulation on subsequent addictive behavior.”
Quote in the paperSubstantial claimMay combine two claims.
PremisecitationDiscounting rates vary across commodities, but people who steeply discount one commodity tend also to steeply discount another.
“although discounting rates varied across commodities (e.g., steeper discounting of delayed food relative to delayed money), those who steeply discounted one commodity tended also to steeply discount the other one”
Quote in the paperSubstantial claim0 of 3 sources checkedProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationMcClure et al. concluded that the relation between timing precision and delay discounting in rats was due to a third variable correlated with both measures.
“When McClure et al. (2014) reported a significant relation between timing precision and delay discounting in rats, the complete profile of their data led them to conclude that this relation was due to a third variable correlated with these two dependent measures.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites McClure et al., 2014 source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationRepeated exposure to nature has known health benefits.
“Repeated exposure to nature has known health benefits (e.g., Li et al., 2008)”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Li et al., 2008
Not checked in the free run.
May combine two claims.
PremisecitationImprecision in interval timing is correlated with impulsive choice and with delay discounting.
“The empirical observation that imprecision in interval timing is correlated with impulsive choice (Darcheville, Rivière, & Wearden, 1992; Marshall, Smith, & Kirkpatrick, 2014) and delay discounting (McClure, Podos, & Richardson, 2014)”
Quote in the paperSubstantial claim0 of 3 sources checkedMay combine two claims.
PremisecitationLong-term nature exposure coincides with reduced delay discounting, and that reduction coincides with decision-making that improves health.
“That is, long-term nature exposure coincides with reduced delay discounting and this reduction coincides with decision-making that improves health.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Repke et al., 2018 source
Not checked in the free run.
May combine two claims.
PremisecitationSmith et al. reported that interval-schedule training improved timing precision, but other studies did not replicate this improvement.
“Although Smith et al. (2015) reported that training rats with interval schedules of reinforcement improved timing precision, other studies have not replicated this effect (Peterson & Kirkpatrick, 2016; Stuebing et al., 2018; Fox et al., 2018).”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites Smith et al., 2015 source
Not checked in the free run.
- cites Peterson & Kirkpatrick, 2016
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- cites Stuebing et al., 2018
Not checked in the free run.
May combine two claims.
PremisecitationSeveral studies found no significant relation between naturally occurring timing precision and impulsive choice, and post-intervention findings on their relation are mixed.
“several studies have found no significant relation between these variables as they naturally occur (Peterson & Kirkpatrick, 2016; Rung, Buhusi, & Madden, 2018), and post-intervention the significance of their relation is mixed (e.g., Peterson & Kirkpatrick, 2016; cf. Fox et al., 2018).”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Peterson & Kirkpatrick, 2016
Not checked in the free run.
- cites Rung et al., 2018
Not checked in the free run.
- cites Fox et al., 2018
Not checked in the free run.
May combine two claims.
PremisereasoningDelay-exposure training and timing training are two procedures that produce large and lasting reductions in impulsive choice in male rats.
“Delay-exposure training offers one procedure for producing large and lasting reductions in impulsive choice in male rats, timing-training offers another.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S2 (checkable). May combine two claims.
PremisecitationFailures of generalization are common and should be planned for in the design of any widely used intervention.
“Failures of generalization are common and should be planned for in the design of any widely used intervention (Lovaas, Koegel, Simmons, & Long, 1973; Stokes & Baer, 1977).”
Quote in the paperNot a substantial claim0 of 2 sources checkedMay combine two claims.
PremisecitationDaniel et al. (2015) found that EFT lowered delay discounting and energy intake among 9-14 year-old children in a laboratory setting.
“Daniel et al. (2015) demonstrated that EFT could reduce delay discounting and energy intake in 9–14 year-old children in the lab”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Daniel et al. (2015) source
Not checked in the free run.
Classified as probably not a substantial claim. May combine two claims.
Premisenone givenEarly delay-discounting research was largely correlational, though that situation is shifting.
“Much of the early work in delay discounting was correlational but that is changing.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S2 (checkable).
InterpretationreasoningThe reviewed methods do not yet amount to a full technology of behavior.
“It should be clear from this review that these techniques fall short of a “technology of behavior.””
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductreasoningThe delay-exposure replications have all been conducted in the same laboratory and only with male rats, so replication in other laboratories, species, and females is unknown.
“A shortcoming of these replications is that they have all been conducted in the same lab and only with male rats. Whether these effects could be replicated in other labs, with other species, and in females is unknown.”
Quote in the paperNot a substantial claimClassified as probably not a substantial claim. May combine two claims.
PremisereasoningMore attention is now given to longitudinal studies of discounting as an antecedent of addiction and to experiments aiming to lower discounting and impulsive choice.
“There is greater interest in longitudinal research evaluating discounting as a precursor to addictions, and experimental work designed to reduce delay discounting and impulsive choice.”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
Premisenone givenCurrently, researchers show reduced interest in repeating the result that steep discounting correlates with addictions.
“Today there is less interest in replicating the finding that steep delay discounting is correlated with addictions.”
Quote in the paperSubstantial claim
The paper relies on this without support.
Impulsive choice and human conduct more broadly are taken to contribute to climate change, obesity, and opioid problems.
“we recognize the role of human behavior in general, and impulsive choice in particular. Reducing the extent to which individuals discount the value of delayed outcomes holds promise in influencing the many small choices that contribute to these crises.”
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Resiliency-building programs that reduce delay discounting may decrease addictive behaviors.
“Resiliency-building programs that reduce delay discounting may decrease addictive behaviors [220].”
From Food Addiction and Psychosocial Adversity: Biological Embedding, Contextual Factors, and Public Health Implications (2020) · cites this paper as [220]
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“Similar, increases in waiting have been reported in replication studies using between-groups statistical designs (Luczynski & Hanley, 2013) and more modest improvements in waiting have been demonstrated in Head Start preschools for lowincome at-risk children (Hanley, Fahmie, & Heal, 2014; for…”
ResultUSING A SELF‐CONTROL TRAINING PROCEDURE TO INCREASE APPROPRIATE BEHAVIOR
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Self-citationTime-discounting and tobacco smoking: a systematic review and network analysis
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The Value of Nothing: Asymmetric Attention to Opportunity Costs Drives Intertemporal Decision Making
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Altruism in time: social temporal discounting differentiates smokers from problem drinkers
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Mechanisms of impulsive choice: II. Time-based interventions to improve self-control
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Relationship between weight status and delay discounting in a sample of adolescent cigarette smokers
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SCHEDULE‐INDUCED ESCAPE FROM FIXED‐INTERVAL REINFORCEMENT1
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Self-citationUnidirectional relationship between heroin self-administration and impulsive decision-making in rats
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FIXED‐INTERVAL PERFORMANCE AND SELF‐CONTROL IN CHILDREN
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Self-citationDemand characteristics in episodic future thinking: Delay discounting and healthy eating.
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Self-citationDurability and generalizability of time-based intervention effects on impulsive choice in rats
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Self-citationEFFECTS OF REWARD BUNDLING ON MALE RATS' PREFERENCE FOR LARGER–LATER FOOD REWARDS
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A COMPARISON OF THE EFFECTS OF BRIEF RULES, A TIMER, AND PREFERRED TOYS ON SELF‐CONTROL
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Contextual processing and its alterations in patients with addictive disorders
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Are the attention checks embedded in delay discounting tasks a valid marker for data quality?
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Self-citationDelay Discounting for HIV/STI Testing
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A Review of the Concept of Impulsivity
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Gamification and motivation: Impact on delay discounting performance
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White matter-based brain network topological properties associated with individual impulsivity
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Preference reversals between intertemporal choice and pricingPreprint
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Behavior Analysis at a Macro Level: The Case for Behavior Analysts in Public Policy Work
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Pavlovian Impulsivity: Connectionist Predictions, with Implications for Addiction
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Associations Between Steep Delay Discounting and Punishment Learning
Haynes, J. M., Kvam, P. D., & Olino, T. M. (2026) · Computational Psychiatry · doi:10.5334/cpsy.172 · Cited by 1 · see citing works
Delay Discounting Clinical Implication for BED Treatment
Xi, Y., Yin, Y., & Zhang, J. (2023) · Journal of Education Humanities and Social Sciences · doi:10.54097/ehss.v8i.5026 · Cited by 1 · see citing works
Rung, J. M., Berey, B. L., & Leeman, R. F. (2023) · Drug and Alcohol Dependence · doi:10.1016/j.drugalcdep.2023.111068 · Cited by 1 · see citing works
Self-citationEffects of Mutilation Images on Self-Control Behavior and Delay Discounting
Barbosa, K. V. H., Clavijo, A., Velasquez, J. C., & Hurtado‐Parrado, C. (2025) · The Psychological Record · doi:10.1007/s40732-025-00632-5 · Cited by 1 · see citing works
Bia: Um Aplicativo de Redução de Danos Analítico-Comportamental
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Delay Discounting Within Couple Relationships: An Initial Exploration
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Time-Based Cognition and Working Memory Explain Changes in Delay Discounting Through Adolescence
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Self-citation
- Authors
- Rung, J. M., Peck, S., Hinnenkamp, J. E., Preston, E., & Madden, G. J.
- Affiliations
- University at Buffalo, State University of New York (US)
- Utah State University (US)
- Corresponding author
- Rung, Jillian M.
- Venue
- Perspectives on Behavior Science
- Published
- 2019-05-09
- Volume
- 42
- Issue
- 3
- Pages
- 397-417
- ISSN
- 2520-8969 (ISSN-L)
- 2520-8977
- PMC
- PMC6768935
- OpenAlex
- W2944765522
- Cited by
- 65
- References
- 143
- Citations by year
- 2026: 10 · 2025: 10 · 2024: 8 · 2023: 10 · 2022: 4 · 2021: 11 · 2020: 11 · 2019: 1
- FWCI
- 25.78
- Type
- book chapter
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- Perspectives on Behavior Science (publishedVersion)
- PubMed Central (publishedVersion)
- PubMed (publishedVersion)
- Funders
- National Institute on Drug Abuse (R21 DA042174-01 and R03 DA044927-01)
- Topics
- Social Sciences › Decision Sciences › General Decision Sciences › Decision-Making and Behavioral Economics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Health Sciences › Medicine › Epidemiology › Substance Abuse Treatment and Outcomes
- Keywords
- delay discounting, impulsive choice, impulsivity, substance use disorders, relapse, addiction prevention, delayed rewards, decision-making, trait stability, behavioral interventions, drug use
About these checks
Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
Claims read by deepseek-v4.1-flash under definition version 3 (extract-v3) on 2026-10-09.
Classified by jev-1.13-20260917 (gold-guideline-v0.2) on 2026-10-09.
Statistics and arithmetic are recomputed, not judged.
Confidence bands are shown only for fields calibrated on our annotated test set. None is calibrated yet, so no band is shown.
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