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Jouppi RJ, Levine MD. Hedonic hunger, ultra-processed food consumption, and the moderating effects of impulsivity in pregnant individuals with body mass index ≥ 25. Appetite 2024; 198:107385. [PMID: 38692512 PMCID: PMC11109919 DOI: 10.1016/j.appet.2024.107385] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 02/03/2024] [Revised: 04/12/2024] [Accepted: 04/28/2024] [Indexed: 05/03/2024]
Abstract
Evidence suggests higher hedonic hunger (preoccupation with/desire to consume food for pleasure) is associated with greater ultra-processed food (UPF) consumption in non-pregnant individuals with higher, but not lower, self-report impulsivity or delay discounting. The current study tested the association between hedonic hunger and UPF consumption, and the moderating effects of self-report impulsivity and delay discounting, during pregnancy. Individuals (N = 220) with body mass index (BMI)≥25 completed the Power of Food Scale, 24-h dietary recalls, and Barratt Impulsiveness Scale-Version 11 in early-mid pregnancy. A subset enrolled in an ancillary study (n = 143) completed a Delay Discounting Task. Linear regression and moderation models covaried for age, gestational age, pre-pregnancy BMI, and socioeconomic status. The association between hedonic hunger and UPF consumption was nonsignificant (p = 0.47). Self-report impulsivity was not a significant moderator (p = 0.11), but delay discounting was (p = 0.01). Simple slopes analysis revealed a one-unit increase in hedonic hunger was associated with 7% lower UPF intake among participants with lower (M+1SD) delay discounting (p = 0.01) and 1% higher UPF intake among those with higher (M-1SD) delay discounting (p = 0.57). Findings contrast those from research with non-pregnant samples and indicate lower delay discounting may serve as a protective factor, associated with reduced UPF consumption at higher levels of hedonic hunger, during pregnancy.
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Affiliation(s)
- Riley J Jouppi
- Department of Psychology, University of Pittsburgh, Sennott Square - Floor 3, 210 South Bouquet Street, Pittsburgh, 15260, PA, USA.
| | - Michele D Levine
- Department of Psychology, University of Pittsburgh, Department of Psychiatry, University of Pittsburgh Medical Center, 3811 O'Hara Street, Pittsburgh, 15213, PA, USA.
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2
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Gelino BW, Graham ME, Strickland JC, Glatter HW, Hursh SR, Reed DD. Using behavioral economics to optimize safer undergraduate late-night transportation. J Appl Behav Anal 2024; 57:117-130. [PMID: 37932923 DOI: 10.1002/jaba.1029] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/16/2022] [Accepted: 09/17/2023] [Indexed: 11/08/2023]
Abstract
Many universities sponsor student-oriented transit services that could reduce alcohol-induced risks but only if services adequately anticipate and adapt to student needs. Human choice data offer an optimal foundation for planning and executing late-night transit services. In this simulated choice experiment, respondents opted to either (a) wait an escalating delay for a free university-sponsored "safe" option, (b) pay an escalating fee for an on-demand rideshare service, or (c) pick a free, immediately available "unsafe" option (e.g., ride with an alcohol-impaired driver). Behavioral-economic nonlinear models of averaged-choice data describe preference across arrangements. Best-fit metrics indicate adequate sensitivity to contextual factors (i.e., wait time, preceding late-night activity). At short delays, students preferred the free transit option. As delays extend beyond 30 min, most students preferred competing alternatives. These data depict a policy-relevant delay threshold to better safeguard undergraduate student safety.
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Affiliation(s)
- Brett W Gelino
- Department of Applied Behavioral Science, University of Kansas, Lawrence, KS, USA
| | - Madison E Graham
- Department of Applied Behavioral Science, University of Kansas, Lawrence, KS, USA
| | - Justin C Strickland
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA
| | - Hannah W Glatter
- Department of Applied Behavioral Science, University of Kansas, Lawrence, KS, USA
| | - Steven R Hursh
- Department of Psychiatry and Behavioral Sciences, Johns Hopkins University School of Medicine, Baltimore, MD, USA
- Institutes for Behavior Resources, Inc., Baltimore, MD, USA
| | - Derek D Reed
- Department of Applied Behavioral Science, University of Kansas, Lawrence, KS, USA
- Cofrin-Logan Center for Addiction Research and Treatment, University of Kansas, Lawrence, KS, USA
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3
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Miller BP, Reed DD, Amlung M. Reliability and validity of behavioral-economic measures: A review and synthesis of discounting and demand. J Exp Anal Behav 2023; 120:263-280. [PMID: 37248719 PMCID: PMC10524652 DOI: 10.1002/jeab.860] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/09/2022] [Accepted: 04/30/2023] [Indexed: 05/31/2023]
Abstract
This review sought to synthesize the literature on the reliability and validity of behavioral-economic measures of demand and discounting in human research, introduce behavioral-economic research methodologies for studying addictive behaviors, discuss gaps in the current literature, and review areas for future research. A total of 34 studies was included in this review. The discounting literature showed similar responding regardless of whether hypothetical or actual outcomes were used, though people tended to discount the outcome presented first more steeply, suggesting order effects. Although delay-discounting measures seem to show temporal stability, exceptions were found for probability- and experiential-discounting tasks. The demand literature also demonstrated similar responding regardless of outcome type; however, some demand indices showed exceptions. Randomized price sequences tended to show modest increases in Omax and α and modestly higher rates of inconsistent or nonsystematic responses compared with sequential price sequences. Demand indices generally showed temporal stability, although the stability was weaker the larger the time interval between test sessions. Future studies would benefit by examining addictive commodities beyond alcohol, nicotine, and money; examining temporal stability over longer time intervals; using larger delays in discounting tasks; and using larger sample sizes.
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Affiliation(s)
- Brandon P Miller
- Department of Applied Behavioral Science, University of Kansas, Lawrence, KS, USA
| | - Derek D Reed
- Department of Applied Behavioral Science, University of Kansas, Lawrence, KS, USA
| | - Michael Amlung
- Department of Applied Behavioral Science, University of Kansas, Lawrence, KS, USA
- Cofrin Logan Center for Addiction Research and Treatment, University of Kansas, Lawrence, KS, USA
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4
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Reyes-Huerta HE, Robles E, Dos Santos CV. Valuing the future at different temporal points: The role of time framing on discounting. J Exp Anal Behav 2023; 120:214-227. [PMID: 37323069 DOI: 10.1002/jeab.871] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 03/01/2022] [Accepted: 05/08/2023] [Indexed: 06/17/2023]
Abstract
The rate of delay discounting exhibited by individuals has been experimentally altered by manipulating the way in which time is described, a specific application of the framing effect. Previous research suggests that using specific dates to describe delays tends to lower temporal discounting and change the shape of the discounting function. The main purpose of this study was to assess the influence of framing on discounting in different temporal contexts. Participants chose between hypothetical monetary gains (gains group), or between hypothetical monetary losses (losses group). Each group completed eight discounting tasks over two sessions (two choice tasks [SmallNow/SmallSoon] by two time frames [dates/calendar units] by two magnitudes. The results indicate that Mazur's model adequately described the observed discounting functions in most conditions. However, the decrease in discounting rate when both consequences were delayed only occurred when calendar units (but not dates) were used for both gains and losses. These findings suggest that framing affects the influence of a shared delay instead of changing the shape of the discounting function. Our results support the idea that time influences behavior similarly in humans and nonhumans when they choose between two delayed consequences.
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Fukuda S, Katauke T, Hattori S, Tanaka S, Kurushima Y, Arakawa Y, Ikeda N, Kinoshita H, Urayama M, Shimizu R, Anan T, Ifuku S, Shiwaku Y, Khan MSR, Kadoya Y. Impulsivity and Alcohol-Drinking Behavior: Evidence from Japan. Behav Sci (Basel) 2023; 13:bs13050391. [PMID: 37232628 DOI: 10.3390/bs13050391] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/10/2023] [Revised: 05/05/2023] [Accepted: 05/05/2023] [Indexed: 05/27/2023] Open
Abstract
Despite the attempt by the Japanese government to reduce alcohol consumption, reduction of alcohol consumption requires improvement. We explore this issue from the impulsivity perspective and investigate whether a causal relationship exists between impulsivity and drinking behavior. We used data from the Preference Parameter Study of Osaka University to capture respondents' drinking status. Our probit regression showed that procrastination, a proxy measure of impulsivity, was significantly associated with drinking behavior, while hyperbolic discounting, a direct measure of impulsivity, was insignificant. Our findings suggest that impulsive people will discount their health in the future; thus, the government should consider impulsivity in policymaking. For example, awareness programs should focus more on future healthcare costs from alcohol-related problems so that impulsive drinkers can understand how much they may need to spend in the future compared to current satisfaction with alcohol drinking.
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Affiliation(s)
- Sayaka Fukuda
- School of Economics, Hiroshima University, 1-2-1 Kagamiyama, Higashihiroshima 7398525, Japan
| | - Takuya Katauke
- School of Economics, Hiroshima University, 1-2-1 Kagamiyama, Higashihiroshima 7398525, Japan
| | - Saki Hattori
- School of Economics, Hiroshima University, 1-2-1 Kagamiyama, Higashihiroshima 7398525, Japan
| | - Soma Tanaka
- School of Economics, Hiroshima University, 1-2-1 Kagamiyama, Higashihiroshima 7398525, Japan
| | - Yu Kurushima
- School of Economics, Hiroshima University, 1-2-1 Kagamiyama, Higashihiroshima 7398525, Japan
| | - Yoichi Arakawa
- School of Economics, Hiroshima University, 1-2-1 Kagamiyama, Higashihiroshima 7398525, Japan
| | - Nao Ikeda
- School of Economics, Hiroshima University, 1-2-1 Kagamiyama, Higashihiroshima 7398525, Japan
| | - Haruka Kinoshita
- School of Economics, Hiroshima University, 1-2-1 Kagamiyama, Higashihiroshima 7398525, Japan
| | - Mikito Urayama
- School of Economics, Hiroshima University, 1-2-1 Kagamiyama, Higashihiroshima 7398525, Japan
| | - Ryota Shimizu
- School of Economics, Hiroshima University, 1-2-1 Kagamiyama, Higashihiroshima 7398525, Japan
| | - Tomohide Anan
- School of Economics, Hiroshima University, 1-2-1 Kagamiyama, Higashihiroshima 7398525, Japan
| | - Shinya Ifuku
- School of Economics, Hiroshima University, 1-2-1 Kagamiyama, Higashihiroshima 7398525, Japan
| | - Yuta Shiwaku
- Kagoshima Corporate Business Office, Sumitomo Mitsui Banking Corporation, 1-38 Higashisengoku-cho, Kagoshima City 8920842, Japan
| | | | - Yoshihiko Kadoya
- School of Economics, Hiroshima University, 1-2-1 Kagamiyama, Higashihiroshima 7398525, Japan
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Jarmolowicz DP, Schneider TD, Strickland JC, Bruce AS, Reed DD, Bruce JM. Reinforcer pathology, probabilistic choice, and medication adherence in patients with multiple sclerosis. J Exp Anal Behav 2023; 119:275-285. [PMID: 36710645 DOI: 10.1002/jeab.830] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/15/2021] [Revised: 04/11/2022] [Accepted: 12/17/2022] [Indexed: 01/31/2023]
Abstract
The reinforcer pathology model posits that core behavioral economic mechanisms, including delay discounting and behavioral economic demand, underlie adverse health decisions and related clinical disorders. Extensions beyond substance use disorder and obesity, however, are limited. Using a reinforcer pathology framework, this study evaluates medical adherence decisions in patients with multiple sclerosis. Participants completed behavioral economic measures, including delay discounting, probability discounting, and a medication purchase task. A medical decision-making task was also used to evaluate how sensitivity to mild side effect risk and efficacy contributed to the likelihood of taking a hypothetical disease-modifying therapy. Less steep delay discounting and more intense (greater) medication demand were independently associated with greater adherence to the medication decision-making procedure. More generally, the pattern of interrelations between the medication-specific and general behavioral economic metrics was consistent with and contributes to the reinforcer pathology model. Additional research is warranted to expand these models to different populations and health behaviors, including those of a positive health orientation (i.e., medication adherence).
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Affiliation(s)
- David P Jarmolowicz
- Department of Applied Behavioral Science, University of Kansas, Lawrence, KS, USA
- Cofrin-Logan Center for Addiction Research and Treatment, University of Kansas, Lawrence, KS, USA
- Healthcare Institute for Innovations in Quality, University of Missouri-Kansas City, Kansas City, MO, USA
| | - Tadd D Schneider
- Department of Applied Behavioral Science, University of Kansas, Lawrence, KS, USA
- Cofrin-Logan Center for Addiction Research and Treatment, University of Kansas, Lawrence, KS, USA
| | - Justin C Strickland
- Behavioral Pharmacology Research Unit, Johns Hopkins School of Medicine, Baltimore, MD, USA
| | - Amanda S Bruce
- Center for Children's Healthy Lifestyles and Nutrition, Children's Mercy Hospital, Kansas City, MO, USA
- Department of Pediatrics, University of Kansas Medical Center, Kansas City, KS, USA
| | - Derek D Reed
- Department of Applied Behavioral Science, University of Kansas, Lawrence, KS, USA
- Cofrin-Logan Center for Addiction Research and Treatment, University of Kansas, Lawrence, KS, USA
| | - Jared M Bruce
- Department(s) of Biomedical and Health Informatics, University of Missouri-Kansas City School of Medicine, Kansas City, MO, USA
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7
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Robayo-Pinzon O, Rojas-Berrío S, Paredes MR, Foxall GR. Social media sites users' choice between utilitarian and informational reinforcers assessed using temporal discounting. Front Public Health 2023; 11:960321. [PMID: 36844822 PMCID: PMC9950497 DOI: 10.3389/fpubh.2023.960321] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/02/2022] [Accepted: 01/24/2023] [Indexed: 02/12/2023] Open
Abstract
Objective This study provides a first approach to the use of the Multiple-Choice Procedure in social media networks use, as well as empirical evidence for the application of the Behavioral Perspective Model to digital consumption behavior in young users in conjunction with a methodology based on behavioral economics. Participants/methods The participants were part of a large university in Bogotá, Colombia, and they received an academic credit once they completed the online questionnaire. A total of 311 participants completed the experiment. Of the participants, 49% were men with a mean age of 20.6 years (SD = 3.10, Range = 15-30); 51% were women with a mean age of 20.2 years (SD = 2.84, Range = 15-29). Results Among the total participants, 40% reported that they used social networks between 1 and 2 h a day, 38% between 2 and 3 h, 16% for 4 h or more, and the remaining 9% used them for 1 h or less per day. The factorial analysis of variance (ANOVA) allowed us to identify a statistically significant effect of the delay of the alternative reinforcer, that is, the average crossover points were higher when the monetary reinforcer was delayed 1 week, compared to the immediate delivery of the monetary reinforcer. There was no statistically significant effect of the interaction between the magnitude of the reinforcer and the delay time of the alternative reinforcer. Conclusions This study supports the relative reinforcing value of an informational reinforcement consequence such as social media use, which is sensitive to both the magnitude of reinforcement and the delay in delivery as individual factors. The findings on reinforcer magnitude and delay effects are consistent with previous research that have applied behavioral economics to the study of non-substance-related addictions.
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Affiliation(s)
- Oscar Robayo-Pinzon
- School of Business Administration, Universidad del Rosario, Bogotá, Colombia,*Correspondence: Oscar Robayo-Pinzon ✉
| | | | - Mario R. Paredes
- School of Business Administration, Universidad del Rosario, Bogotá, Colombia
| | - Gordon R. Foxall
- Cardiff Business School, Cardiff University, Cardiff, United Kingdom,School of Management, Reykjavik University, Reykjavik, Iceland
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8
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Kim JY, Fienup DM, Reed DD, Jahromi LB. A Rapid Assessment of Sensitivity to Reward Delays and Classwide Token Economy Savings for School-Aged Children. JOURNAL OF BEHAVIORAL EDUCATION 2022:1-24. [PMID: 36532843 PMCID: PMC9744369 DOI: 10.1007/s10864-022-09503-3] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Figures] [Subscribe] [Scholar Register] [Accepted: 11/16/2022] [Indexed: 06/17/2023]
Abstract
Delay discounting tasks measure the relation between reinforcer delay and efficacy. The present study established the association between delay discounting and classroom behavior and introduced a brief measure quantifying sensitivity to reward delays for school-aged children. Study 1 reanalyzed data collected by Reed and Martens (J Appl Behav Anal 44(1):1-18, https://doi.org/10.1901/jaba.2011.44-1, 2011) and found that 1-month delay choices predicted student classroom behavior. Study 2 examined the utility of the 1-month delay indifference point in predicting saving and spending behavior of second-grade students using token economies with two different token production schedules. Collectively, results showed (a) the 1-month delay indifference point predicted classroom behavior, (b) children who discounted less and had greater self-regulation, accrued and saved more tokens, and (c) a variable token production schedule better correlated with discounting than a fixed schedule. Implications are discussed regarding utility of a rapid discounting assessment for applied use.
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Affiliation(s)
- Ji Young Kim
- Psychology Department, Pennsylvania State University—Harrisburg, 777 W Harrisburg Pike, Middletown, PA 17057 USA
- Teachers College, Columbia University, New York, USA
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Molander O, Ramnerö J, Bjureberg J, Berman AH. What to target in cognitive behavioral treatment for gambling disorder-A qualitative study of clinically relevant behaviors. BMC Psychiatry 2022; 22:510. [PMID: 35902829 PMCID: PMC9331573 DOI: 10.1186/s12888-022-04152-2] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 11/15/2021] [Accepted: 07/19/2022] [Indexed: 11/10/2022] Open
Abstract
BACKGROUND From a clinical perspective, knowledge of the psychological processes involved in maintaining gambling disorder has been lacking. This qualitative study formulated hypotheses on how gambling disorder is maintained by identifying clinically relevant behaviors at an individual level, as a means to guide the development of new cognitive behavioral interventions. METHODS Six individuals from a treatment study, diagnosed with gambling disorder and with diverse symptom profiles of psychiatric comorbidity, were recruited. Participants were interviewed using an in-depth semi-structured functional interview and completed self-report measures assessing gambling behavior. RESULTS Functional analysis was used as a theoretical framework for a thematic analysis, which yielded the following categories: 1) antecedents that may increase or decrease gambling; 2) experiences accompanying gambling; 3) control strategies; 4) consequences of gambling behavior; and 5) events terminating gambling behavior. Few differences were identified in relation to symptom profiles of psychiatric comorbidity, although some gamblers did not report experiencing abstinence when not being able to gamble. CONCLUSIONS Gambling is a secluded activity mainly triggered by access to money. Positive and negative emotions could be both antecedents and functions of gambling behavior. Avoidance-based strategies used to control gambling might result in a failure to learn to control gambling behavior. Anticipation, selective attention, and chasing could be important reinforcers, which should be addressed in new developments in cognitive behavioral treatment for gambling disorder.
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Affiliation(s)
- Olof Molander
- Department of Clinical Neuroscience, Center for Psychiatry Research, Karolinska Institutet, Norra stationsgatan 69, plan 7, 113 64, Stockholm, Sweden. .,Stockholm Region Health Services, Stockholm, Sweden.
| | - Jonas Ramnerö
- grid.4714.60000 0004 1937 0626Department of Clinical Neuroscience, Center for Psychiatry Research, Karolinska Institutet, Norra stationsgatan 69, plan 7, 113 64 Stockholm, Sweden ,Stockholm Region Health Services, Stockholm, Sweden
| | - Johan Bjureberg
- grid.4714.60000 0004 1937 0626Department of Clinical Neuroscience, Center for Psychiatry Research, Karolinska Institutet, Norra stationsgatan 69, plan 7, 113 64 Stockholm, Sweden ,Stockholm Region Health Services, Stockholm, Sweden
| | - Anne H. Berman
- grid.4714.60000 0004 1937 0626Department of Clinical Neuroscience, Center for Psychiatry Research, Karolinska Institutet, Norra stationsgatan 69, plan 7, 113 64 Stockholm, Sweden ,Stockholm Region Health Services, Stockholm, Sweden ,grid.8993.b0000 0004 1936 9457Department of Psychology, Uppsala University, Uppsala, Sweden
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Wagner B, Mathar D, Peters J. Gambling Environment Exposure Increases Temporal Discounting but Improves Model-Based Control in Regular Slot-Machine Gamblers. COMPUTATIONAL PSYCHIATRY (CAMBRIDGE, MASS.) 2022; 6:142-165. [PMID: 38774777 PMCID: PMC11104401 DOI: 10.5334/cpsy.84] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.5] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Received: 10/14/2021] [Accepted: 05/26/2022] [Indexed: 11/20/2022]
Abstract
Gambling disorder is a behavioral addiction that negatively impacts personal finances, work, relationships and mental health. In this pre-registered study (https://osf.io/5ptz9/) we investigated the impact of real-life gambling environments on two computational markers of addiction, temporal discounting and model-based reinforcement learning. Gambling disorder is associated with increased temporal discounting and reduced model-based learning. Regular gamblers (n = 30, DSM-5 score range 3-9) performed both tasks in a neutral (café) and a gambling-related environment (slot-machine venue) in counterbalanced order. Data were modeled using drift diffusion models for temporal discounting and reinforcement learning via hierarchical Bayesian estimation. Replicating previous findings, gamblers discounted rewards more steeply in the gambling-related context. This effect was positively correlated with gambling related cognitive distortions (pre-registered analysis). In contrast to our pre-registered hypothesis, model-based reinforcement learning was improved in the gambling context. Here we show that temporal discounting and model-based reinforcement learning are modulated in opposite ways by real-life gambling cue exposure. Results challenge aspects of habit theories of addiction, and reveal that laboratory-based computational markers of psychopathology are under substantial contextual control.
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Affiliation(s)
- Ben Wagner
- Department of Psychology, Biological Psychology, University of Cologne, Cologne, Germany
- Faculty of Psychology, Chair of Neuroimaging, Technical University of Dresden, Dresden, Germany
| | - David Mathar
- Department of Psychology, Biological Psychology, University of Cologne, Cologne, Germany
| | - Jan Peters
- Department of Psychology, Biological Psychology, University of Cologne, Cologne, Germany
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Smith TR, Panfil K, Kirkpatrick K. Generalizability of time-based interventions: Effects of choice procedure and smaller-sooner delay. Behav Processes 2022; 196:104584. [PMID: 35033629 PMCID: PMC8897259 DOI: 10.1016/j.beproc.2022.104584] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/23/2021] [Revised: 12/20/2021] [Accepted: 01/10/2022] [Indexed: 12/31/2022]
Abstract
Interventions exposing rats to delayed-reward contingencies attenuate suboptimal impulsive choices, a preference for a smaller-sooner (SS) over a larger-later (LL) reward. Interventions may potentially improve delay-tolerance, timing of delays, and/or discrimination of reward magnitudes. Generalization from the intervention to impulsive choice under different procedures can provide insights into the processes that underlie the intervention effects. Experiment 1 tested intervention effects on systematic-delay (SYS) and adjusting-delay (ADJ) procedures, predicting that intervention effects would be more effective on the SYS procedure with predictable delays. The ADJ procedure did not benefit significantly from intervention, but the SYS procedure, unexpectedly, showed greater impulsive choices following intervention. Experiment 2 tested whether short (5 s) SS intervention delays may have promoted greater impulsivity in the SYS impulsive choice procedure in Experiment 1. Short SS delays in choice and intervention procedures increased impulsive choices in comparison to longer (10 s) delays. Incongruent SS delays in the intervention/choice procedures resulted in negative intervention effects. The results suggest that short SS delays are detrimental to self-control and that specific temporal information generalizes from the intervention to the SYS choice task, but not the ADJ choice task.
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Affiliation(s)
| | - Kelsey Panfil
- Department of Psychological Sciences, Kansas State University, Manhattan, KS 66506, United States.
| | - Kimberly Kirkpatrick
- Department of Psychological Sciences, Kansas State University, Manhattan, KS 66506, United States.
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12
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Downey H, Haynes JM, Johnson HM, Odum AL. Deprivation Has Inconsistent Effects on Delay Discounting: A Review. Front Behav Neurosci 2022; 16:787322. [PMID: 35221945 PMCID: PMC8867822 DOI: 10.3389/fnbeh.2022.787322] [Citation(s) in RCA: 5] [Impact Index Per Article: 2.5] [Reference Citation Analysis] [Abstract] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/30/2021] [Accepted: 01/11/2022] [Indexed: 11/15/2022] Open
Abstract
Delay discounting, the tendency for outcomes to be devalued as they are more temporally remote, has implications as a target for behavioral interventions. Because of these implications, it is important to understand how different states individuals may face, such as deprivation, influence the degree of delay discounting. Both dual systems models and state-trait views of delay discounting assume that deprivation may result in steeper delay discounting. Despite early inconsistencies and mixed results, researchers have sometimes asserted that deprivation increases delay discounting, with few qualifications. The aim of this review was to determine what empirical effect, if any, deprivation has on delay discounting. We considered many kinds of deprivation, such as deprivation from sleep, drugs, and food in humans and non-human animals. For 23 studies, we analyzed the effect of deprivation on delay discounting by computing effect sizes for the difference between delay discounting in a control, or baseline, condition and delay discounting in a deprived state. We discuss these 23 studies and other relevant studies found in our search in a narrative review. Overall, we found mixed effects of deprivation on delay discounting. The effect may depend on what type of deprivation participants faced. Effect sizes for deprivation types ranged from small for sleep deprivation (Hedge's gs between −0.21 and 0.07) to large for opiate deprivation (Hedge's gs between 0.42 and 1.72). We discuss possible reasons why the effect of deprivation on delay discounting may depend on deprivation type, including the use of imagined manipulations and deprivation intensity. The inconsistency in results across studies, even when comparing within the same type of deprivation, indicates that more experiments are needed to reach a consensus on the effects of deprivation on delay discounting. A basic understanding of how states affect delay discounting may inform translational efforts.
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Affiliation(s)
- Haylee Downey
- Odum Laboratory, Department of Psychology, Utah State University, Logan, UT, United States
- Translational Biology Medicine and Health Graduate Program, Virginia Tech, Blacksburg, VA, United States
| | - Jeremy M. Haynes
- Odum Laboratory, Department of Psychology, Utah State University, Logan, UT, United States
| | - Hannah M. Johnson
- Odum Laboratory, Department of Psychology, Utah State University, Logan, UT, United States
| | - Amy L. Odum
- Odum Laboratory, Department of Psychology, Utah State University, Logan, UT, United States
- *Correspondence: Amy L. Odum
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13
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Kubis HP, Albelwi TA, Rogers RD. Carrots for the donkey: Influence of evaluative conditioning and training on self-paced exercise intensity and delay discounting of exercise in healthy adults. PLoS One 2021; 16:e0257953. [PMID: 34613992 PMCID: PMC8494336 DOI: 10.1371/journal.pone.0257953] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2021] [Accepted: 09/15/2021] [Indexed: 11/18/2022] Open
Abstract
To choose exercise over alternative behaviours, subjective reward evaluation of the potential choices is a principal step in decision making. However, the selection of exercise intensity might integrate acute visceral responses (i.e. pleasant or unpleasant feelings) and motives related to goals (i.e. enjoyment, competition, health). To understand the factors determining the selection of exercise in its intensity and evaluation as a modality, we conducted a study combining exercise training and evaluative conditioning. Evaluative conditioning was performed by using a novel technique using a primary reinforcer (sweetness) as the unconditioned stimulus and physical strain i.e. heart rate elevation as the conditioned stimulus during interval training, using a randomized control design (N = 58). Pre, post-three weeks interval training w/o conditioning, and after 4 weeks follow-up, participants were tested on self-paced speed selection on treadmill measuring heart rate, subjective pleasantness, and effort levels, as well as delay-discounting of exercise and food rewards. Results revealed that the selection of exercise intensity was significantly increased by adaptation to training and evaluative conditioning, revealing the importance of visceral factors as well as learned expected rewards. Delay discounting rates of self-paced exercise were transiently reduced by training but not affected by evaluative conditioning. In conclusion, exercise decisions are suggested to separate the decision-making process into a modality-specific cognitive evaluation of exercise, and an exercise intensity selection based on acute visceral experience integrating effort, pleasantness, and learned rewards.
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Affiliation(s)
- Hans-Peter Kubis
- School of Sport, Health and Exercise Sciences, Bangor University, Bangor, Wales, United Kingdom
- * E-mail:
| | - Tamam A. Albelwi
- School of Sport, Health and Exercise Sciences, Bangor University, Bangor, Wales, United Kingdom
- Ministry of Health Saudi Arabia, Arar, Northern Border Zone, Saudi Arabia
| | - Robert D. Rogers
- School of Psychology, Bangor University, Bangor, Wales, United Kingdom
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14
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Awo LO, Amazue LO, Oko CA. Moderating Effect of Impulsivity on the Association Between Entrapment and Problem Gambling. J Gambl Stud 2021; 38:515-527. [PMID: 34159540 DOI: 10.1007/s10899-021-10047-w] [Citation(s) in RCA: 4] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Accepted: 06/15/2021] [Indexed: 11/27/2022]
Abstract
Impulsivity as measure by delay discounting and entrapment have been known to influence gambling, but their individual and joint influence on problem gambling among Soccer gamblers are not yet understood. We examine the direct and moderation influences of entrapment and delay discounting on problem gambling among 174 Soccer gamblers in Nigeria. Data were obtained by means of self-report questionnaires of entrapment, delay discounting and problem gambling. Results from Hayes PROCESS moderated regression showed that delay discounting moderated the association between entrapment and problem gambling such that the association between entrapment and problem gambling was strong when delay discounting was high and diminished when delay discounting was low. Our findings provide insight into the conditional effect of delay discounting on the entrapment-problem gambling association.
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Affiliation(s)
- Larry O Awo
- School of General Studies, Federal Polytechnic of Oil and Gas, Bonny Island, Nigeria.
| | | | - Christopher A Oko
- School of General Studies, Federal Polytechnic of Oil and Gas, Bonny Island, Nigeria
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15
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Genauck A, Matthis C, Andrejevic M, Ballon L, Chiarello F, Duecker K, Heinz A, Kathmann N, Romanczuk‐Seiferth N. Neural correlates of cue-induced changes in decision-making distinguish subjects with gambling disorder from healthy controls. Addict Biol 2021; 26:e12951. [PMID: 32757373 DOI: 10.1111/adb.12951] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 11/06/2019] [Revised: 07/05/2020] [Accepted: 07/20/2020] [Indexed: 11/30/2022]
Abstract
In addiction, there are few human studies on the neural basis of cue-induced changes in value-based decision making (Pavlovian-to-instrumental transfer, PIT). It is especially unclear whether neural alterations related to PIT are due to the physiological effects of substance abuse or rather related to learning processes and/or other etiological factors related to addiction. We have thus investigated whether neural activation patterns during a PIT task help to distinguish subjects with gambling disorder (GD), a nonsubstance-based addiction, from healthy controls (HCs). Thirty GD and 30 HC subjects completed an affective decision-making task in a functional magnetic resonance imaging (fMRI) scanner. Gambling-associated and other emotional cues were shown in the background during the task. Data collection and feature modeling focused on a network of nucleus accumbens (NAcc), amygdala, and orbitofrontal cortex (OFC) (derived from PIT and substance use disorder [SUD] studies). We built and tested a linear classifier based on these multivariate neural PIT signatures. GD subjects showed stronger PIT than HC subjects. Classification based on neural PIT signatures yielded a significant area under the receiver operating curve (AUC-ROC) (0.70, p = 0.013). GD subjects showed stronger PIT-related functional connectivity between NAcc and amygdala elicited by gambling cues, as well as between amygdala and OFC elicited by negative and positive cues. HC and GD subjects were thus distinguishable by PIT-related neural signatures including amygdala-NAcc-OFC functional connectivity. Neural PIT alterations in addictive disorders might not depend on the physiological effect of a substance of abuse but on related learning processes or even innate neural traits.
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Affiliation(s)
- Alexander Genauck
- Department of Psychiatry and Psychotherapy Charité–Universitätsmedizin Berlin Berlin Germany
- Bernstein Center for Computational Neuroscience Berlin Berlin Germany
| | - Caroline Matthis
- Bernstein Center for Computational Neuroscience Berlin Berlin Germany
- Institute of Software Engineering and Theoretical Computer Science, Neural Information Processing Technische Universität Berlin Berlin Germany
| | - Milan Andrejevic
- Melbourne School of Psychological Sciences The University of Melbourne Melbourne Victoria Australia
| | - Lukas Ballon
- Department of Psychiatry and Psychotherapy Charité–Universitätsmedizin Berlin Berlin Germany
| | - Francesca Chiarello
- Psychiatry Unit, Department of Health Sciences University of Florence Florence Italy
| | - Katharina Duecker
- Department of Psychology Carl‐von‐Ossietzky Universität Oldenburg Oldenburg Germany
| | - Andreas Heinz
- Department of Psychiatry and Psychotherapy Charité–Universitätsmedizin Berlin Berlin Germany
| | - Norbert Kathmann
- Department of Psychology Humboldt‐Universität zu Berlin Berlin Germany
| | - Nina Romanczuk‐Seiferth
- Department of Psychiatry and Psychotherapy Charité–Universitätsmedizin Berlin Berlin Germany
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16
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Reliability assessment of temporal discounting measures in virtual reality environments. Sci Rep 2021; 11:7015. [PMID: 33782424 PMCID: PMC8007609 DOI: 10.1038/s41598-021-86388-8] [Citation(s) in RCA: 8] [Impact Index Per Article: 2.7] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/21/2020] [Accepted: 03/15/2021] [Indexed: 02/01/2023] Open
Abstract
In recent years the emergence of high-performance virtual reality (VR) technology has opened up new possibilities for the examination of context effects in psychological studies. The opportunity to create ecologically valid stimulation in a highly controlled lab environment is especially relevant for studies of psychiatric disorders, where it can be problematic to confront participants with certain stimuli in real life. However, before VR can be confidently applied widely it is important to establish that commonly used behavioral tasks generate reliable data within a VR surrounding. One field of research that could benefit greatly from VR-applications are studies assessing the reactivity to addiction related cues (cue-reactivity) in participants suffering from gambling disorder. Here we tested the reliability of a commonly used temporal discounting task in a novel VR set-up designed for the concurrent assessment of behavioral and psychophysiological cue-reactivity in gambling disorder. On 2 days, thirty-four healthy non-gambling participants explored two rich and navigable VR-environments (neutral: café vs. gambling-related: casino and sports-betting facility), while their electrodermal activity was measured using remote sensors. In addition, participants completed the temporal discounting task implemented in each VR environment. On a third day, participants performed the task in a standard lab testing context. We then used comprehensive computational modeling using both standard softmax and drift diffusion model (DDM) choice rules to assess the reliability of discounting model parameters assessed in VR. Test-retest reliability estimates were good to excellent for the discount rate log(k), whereas they were poor to moderate for additional DDM parameters. Differences in model parameters between standard lab testing and VR, reflecting reactivity to the different environments, were mostly numerically small and of inconclusive directionality. Finally, while exposure to VR generally increased tonic skin conductance, this effect was not modulated by the neutral versus gambling-related VR-environment. Taken together this proof-of-concept study in non-gambling participants demonstrates that temporal discounting measures obtained in VR are reliable, suggesting that VR is a promising tool for applications in computational psychiatry, including studies on cue-reactivity in addiction.
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17
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Haynes JM, Galizio A, Frye CCJ, Towse CC, Morrissey KN, Serang S, Odum AL. Discounting of food and water in rats shows trait- and state-like characteristics. J Exp Anal Behav 2021; 115:495-509. [PMID: 33556201 DOI: 10.1002/jeab.677] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/17/2020] [Revised: 12/07/2020] [Accepted: 01/11/2021] [Indexed: 11/10/2022]
Abstract
Delay discounting is the loss in value of an outcome as a function of its delay. The present study focused on examining a trait-like characteristic of delay discounting in a preclinical animal model. Specifically, we were interested in whether there was a positive relation between discounting of 2 different outcomes in rats. That is, would rats that discount delayed food steeply also discount delayed water steeply? In addition, we examined how session-to-session variability in discounting could be attributed to differences between subjects (trait variability) and to differences within subjects (state variability). Finally, we measured discounting from early- to mid-adulthood, allowing us to examine changes in discounting as a function of age. Overall, we found a moderate, positive correlation between discounting of food and discounting of water in rats, providing further evidence that the relative consistency with which individuals discount different outcomes is a trait-like characteristic. In addition, we found a high degree of within-subject variability in discounting, indicating strong state-like differences from session to session. Finally, overall, discounting decreased as a function of age; however, individual-subject data showed variability in how discounting changed across time. Overall, our results show that differences in delay discounting between individuals reflect variability in both trait- and state-like characteristics.
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Affiliation(s)
| | - Ann Galizio
- Department of Psychology, Utah State University
| | | | | | | | | | - Amy L Odum
- Department of Psychology, Utah State University
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18
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Genauck A, Andrejevic M, Brehm K, Matthis C, Heinz A, Weinreich A, Kathmann N, Romanczuk‐Seiferth N. Cue-induced effects on decision-making distinguish subjects with gambling disorder from healthy controls. Addict Biol 2020; 25:e12841. [PMID: 31713984 DOI: 10.1111/adb.12841] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 04/17/2019] [Revised: 07/31/2019] [Accepted: 09/11/2019] [Indexed: 01/15/2023]
Abstract
While an increased impact of cues on decision-making has been associated with substance dependence, it is yet unclear whether this is also a phenotype of non-substance-related addictive disorders, such as gambling disorder (GD). To better understand the basic mechanisms of impaired decision-making in addiction, we investigated whether cue-induced changes in decision-making could distinguish GD from healthy control (HC) subjects. We expected that cue-induced changes in gamble acceptance and specifically in loss aversion would distinguish GD from HC subjects. Thirty GD subjects and 30 matched HC subjects completed a mixed gambles task where gambling and other emotional cues were shown in the background. We used machine learning to carve out the importance of cue dependency of decision-making and of loss aversion for distinguishing GD from HC subjects. Cross-validated classification yielded an area under the receiver operating curve (AUC-ROC) of 68.9% (p = .002). Applying the classifier to an independent sample yielded an AUC-ROC of 65.0% (p = .047). As expected, the classifier used cue-induced changes in gamble acceptance to distinguish GD from HC. Especially, increased gambling during the presentation of gambling cues characterized GD subjects. However, cue-induced changes in loss aversion were irrelevant for distinguishing GD from HC subjects. To our knowledge, this is the first study to investigate the classificatory power of addiction-relevant behavioral task parameters when distinguishing GD from HC subjects. The results indicate that cue-induced changes in decision-making are a characteristic feature of addictive disorders, independent of a substance of abuse.
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Affiliation(s)
- Alexander Genauck
- Department of Psychiatry and Psychotherapy, Charité – Universitätsmedizin Berlin Berlin Germany
- Bernstein Center for Computational Neuroscience Berlin Berlin Germany
| | - Milan Andrejevic
- Department of Psychiatry and Psychotherapy, Charité – Universitätsmedizin Berlin Berlin Germany
- Melbourne School of Psychological Sciences The University of Melbourne Melbourne Australia
| | - Katharina Brehm
- Department of Psychiatry and Psychotherapy, Charité – Universitätsmedizin Berlin Berlin Germany
| | - Caroline Matthis
- Bernstein Center for Computational Neuroscience Berlin Berlin Germany
- Institute of Software Engineering and Theoretical Computer Science Neural Information Processing, Technische Universität Berlin, Berlin Germany
| | - Andreas Heinz
- Department of Psychiatry and Psychotherapy, Charité – Universitätsmedizin Berlin Berlin Germany
| | - André Weinreich
- Department of Psychology, Humboldt‐Universität zu Berlin Berlin Germany
| | - Norbert Kathmann
- Department of Psychology, Humboldt‐Universität zu Berlin Berlin Germany
| | - Nina Romanczuk‐Seiferth
- Department of Psychiatry and Psychotherapy, Charité – Universitätsmedizin Berlin Berlin Germany
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19
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Yu M, Wu X, Huang L, Luo S. Residential mobility mindset enhances temporal discounting in the loss framework. Physiol Behav 2020; 225:113107. [PMID: 32721495 DOI: 10.1016/j.physbeh.2020.113107] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 12/24/2019] [Revised: 07/22/2020] [Accepted: 07/24/2020] [Indexed: 01/07/2023]
Abstract
With the internationalization of human society, population mobility has greatly increased, which can affect people's psychological states and behaviors. Research on residential mobility is burgeoning, but few studies have linked this topic to decision making, particularly temporal discounting, in which individuals generally discount future gains and losses. In Study 1, we manipulated individuals' residential mobility and stability and found that residential mobility heightened temporal discounting. In Study 2, which was designed to investigate the neural mechanism underlying this relationship, the participants gambled between two pictures and received temporal-related feedback, including gain and loss, while event-related potentials (ERPs) were recorded. The results showed that the main effect of temporal discounting was reflected in the feedback-related negativity (FRN) component in the 180-340 ms time window. Additionally, the participants primed with mobility rather than stability exhibited a significant difference in FRN over the right-central electrodes between present and future large-amount losses but not between present and future large-amount or small-amount gains. Study 3 revealed that residential mobility increased the participant's sense of uncertainty, thereby enhancing temporal discounting. In conclusion, the current research reveals that residential mobility enhances temporal discounting by modulating the neural processes involved in evaluating monetary loss and by increasing the individual's sense of uncertainty. This research suggests that socioecological factors play important roles in individuals' intertemporal decisions.
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Affiliation(s)
- Meihua Yu
- Department of Psychology, Guangdong Key Laboratory of Social Cognitive Neuroscience and Mental Health, Guangdong Provincial Key Laboratory of Brain Function and Disease, Sun Yat-Sen University, Guangzhou 510006, China
| | - Xiaoshu Wu
- Department of Psychology, Guangdong Key Laboratory of Social Cognitive Neuroscience and Mental Health, Guangdong Provincial Key Laboratory of Brain Function and Disease, Sun Yat-Sen University, Guangzhou 510006, China
| | - Liqin Huang
- Department of Psychology, Guangdong Key Laboratory of Social Cognitive Neuroscience and Mental Health, Guangdong Provincial Key Laboratory of Brain Function and Disease, Sun Yat-Sen University, Guangzhou 510006, China
| | - Siyang Luo
- Department of Psychology, Guangdong Key Laboratory of Social Cognitive Neuroscience and Mental Health, Guangdong Provincial Key Laboratory of Brain Function and Disease, Sun Yat-Sen University, Guangzhou 510006, China.
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20
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García-Pérez Á, Vallejo-Seco G, Weidberg S, González-Roz A, Secades-Villa R. Long-term changes in delay discounting following a smoking cessation treatment for patients with depression. Drug Alcohol Depend 2020; 212:108007. [PMID: 32370930 DOI: 10.1016/j.drugalcdep.2020.108007] [Citation(s) in RCA: 7] [Impact Index Per Article: 1.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Received: 01/05/2020] [Revised: 03/27/2020] [Accepted: 04/01/2020] [Indexed: 12/31/2022]
Abstract
BACKGROUND Delay discounting (DD) has been identified as a trans-disorder process underlying addictive behaviors, including smoking. Previous studies have evaluated how different treatments for drug dependence have affected DD, showing mixed results. Furthermore, no study has examined the effects of changes in depression on DD rates. The aim of this study was to evaluate the impact of treatment type: cognitive behavioral treatment (CBT), CBT + behavioral activation (BA), or CBT + BA + contingency management (CM), and changes in smoking status and depression on DD rates in long-term follow-up among a sample of treatment-seeking smokers with depression. METHODS Participants were 180 treatment-seeking smokers with depression who were randomly assigned to one of the following treatment conditions: CBT (n = 60), CBT + BA (n = 60), and CBT + BA + CM (n = 60). Depressive symptomatology and major depression diagnosis were evaluated through the BDI-II and the SCID-I of the DSM-IV-TR. DD rates were assessed using the DD task with hypothetical monetary rewards. Smoking status, DD, and depressive symptomatology were collected at baseline, at end-of-treatment and at one-, two-, three-, and six-month follow-ups. RESULTS CM for smoking cessation reduces DD rates (p = .0094). Smoking abstinence (p = .0024) and reduction in depressive symptoms (p = .0437) were associated with decreases in DD rates in long-term follow-up. CONCLUSIONS CM interventions for smoking cessation, smoking abstinence, and the improvement of depression contribute to reductions in DD over time.
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Affiliation(s)
- Ángel García-Pérez
- Department of Psychology. University of Oviedo, Plaza Feijoo, s/n, 33003 Oviedo, Spain.
| | | | - Sara Weidberg
- Department of Psychology. University of Oviedo, Plaza Feijoo, s/n, 33003 Oviedo, Spain
| | - Alba González-Roz
- Department of Psychology. University of Oviedo, Plaza Feijoo, s/n, 33003 Oviedo, Spain
| | - Roberto Secades-Villa
- Department of Psychology. University of Oviedo, Plaza Feijoo, s/n, 33003 Oviedo, Spain
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21
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Belisle J, Dixon MR. Behavior and Substance Addictions in Children: A Behavioral Model and Potential Solutions. Pediatr Clin North Am 2020; 67:589-602. [PMID: 32443997 DOI: 10.1016/j.pcl.2020.02.013] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/01/2022]
Abstract
Behavior and substance use addictions are increasingly prevalent in children with increased risk for substance abuse and mental health diagnoses in adulthood. This article proposes a comprehensive model of addiction to inform research on the prevention and treatment of childhood addiction, emphasizing skills training, mindfulness training, and broader treatment strategies consistent with acceptance and commitment therapy.
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Affiliation(s)
- Jordan Belisle
- Applied Behavior Analysis, Psychology Department, Missouri State University, 901 S National Avenue, Springfield, MO 65897, USA
| | - Mark R Dixon
- Department of Disability and Human Development, University of Illinois at Chicago, Chicago, IL, USA.
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22
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Peters J, D’Esposito M. The drift diffusion model as the choice rule in inter-temporal and risky choice: A case study in medial orbitofrontal cortex lesion patients and controls. PLoS Comput Biol 2020; 16:e1007615. [PMID: 32310962 PMCID: PMC7192518 DOI: 10.1371/journal.pcbi.1007615] [Citation(s) in RCA: 28] [Impact Index Per Article: 7.0] [Reference Citation Analysis] [Abstract] [MESH Headings] [Grants] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/01/2019] [Revised: 04/30/2020] [Accepted: 12/19/2019] [Indexed: 01/20/2023] Open
Abstract
Sequential sampling models such as the drift diffusion model (DDM) have a long tradition in research on perceptual decision-making, but mounting evidence suggests that these models can account for response time (RT) distributions that arise during reinforcement learning and value-based decision-making. Building on this previous work, we implemented the DDM as the choice rule in inter-temporal choice (temporal discounting) and risky choice (probability discounting) using hierarchical Bayesian parameter estimation. We validated our approach in data from nine patients with focal lesions to the ventromedial prefrontal cortex / medial orbitofrontal cortex (vmPFC/mOFC) and nineteen age- and education-matched controls. Model comparison revealed that, for both tasks, the data were best accounted for by a variant of the drift diffusion model including a non-linear mapping from value-differences to trial-wise drift rates. Posterior predictive checks confirmed that this model provided a superior account of the relationship between value and RT. We then applied this modeling framework and 1) reproduced our previous results regarding temporal discounting in vmPFC/mOFC patients and 2) showed in a previously unpublished data set on risky choice that vmPFC/mOFC patients exhibit increased risk-taking relative to controls. Analyses of DDM parameters revealed that patients showed substantially increased non-decision times and reduced response caution during risky choice. In contrast, vmPFC/mOFC damage abolished neither scaling nor asymptote of the drift rate. Relatively intact value processing was also confirmed using DDM mixture models, which revealed that in both groups >98% of trials were better accounted for by a DDM with value modulation than by a null model without value modulation. Our results highlight that novel insights can be gained from applying sequential sampling models in studies of inter-temporal and risky decision-making in cognitive neuroscience.
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Affiliation(s)
- Jan Peters
- Department of Psychology, Biological Psychology, University of Cologne, Germany
- * E-mail:
| | - Mark D’Esposito
- Helen Wills Neuroscience Institute, University of California at Berkeley, Berkeley, California, United States of America
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23
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Odum AL, Becker RJ, Haynes JM, Galizio A, Frye CCJ, Downey H, Friedel JE, Perez DM. Delay discounting of different outcomes: Review and theory. J Exp Anal Behav 2020; 113:657-679. [PMID: 32147840 DOI: 10.1002/jeab.589] [Citation(s) in RCA: 72] [Impact Index Per Article: 18.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/01/2019] [Revised: 12/12/2019] [Accepted: 02/05/2020] [Indexed: 02/02/2023]
Abstract
Steep delay discounting is characterized by a preference for small immediate outcomes relative to larger delayed outcomes and is predictive of drug abuse, risky sexual behaviors, and other maladaptive behaviors. Nancy M. Petry was a pioneer in delay discounting research who demonstrated that people discount delayed monetary gains less steeply than they discount substances with abuse liability. Subsequent research found steep discounting for not only drugs, but other nonmonetary outcomes such as food, sex, and health. In this systematic review, we evaluate the hypotheses proposed to explain differences in discounting as a function of the type of outcome and explore the trait- and state-like nature of delay discounting. We found overwhelming evidence for the state-like quality of delay discounting: Consistent with Petry and others' work, nonmonetary outcomes are discounted more steeply than monetary outcomes. We propose two hypotheses that together may account for this effect: Decreasing Future Preference and Decreasing Future Worth. We also found clear evidence that delay discounting has trait-like qualities: People who steeply discount monetary outcomes steeply discount nonmonetary outcomes as well. The implication is that changing delay discounting for one outcome could change discounting for other outcomes.
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Abstract
Impulsivity is a multidimensional construct. Although gambling disorder (GD) has been associated with high impulsivity, impulsivity across multiple domains has not been thoroughly investigated in this population. We first aimed to examine whether associations between three facets of impulsivity (response impulsivity, choice impulsivity and impulsive tendency) varied between GD patients and healthy controls (HC). We next aimed to evaluate relationships between these three types of impulsivity, as proposed by theoretical models of impulsivity, and their associations with GD severity. The sample included 97 treatment-seeking adult men with GD, diagnosed according to DSM-5 criteria, and 32 male HCs recruited from the general population. Greater impulsivity in all three domains was found in men with GD in comparison to men without GD. Associations between impulsivity facets were found in both groups, with response impulsivity being the only domain associated with GD severity. Our findings confirm that multiple domains of impulsivity are relevant in GD. Future studies should examine the extent to which treatments aimed at targeting specific aspects of impulsivity improve outcomes.
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25
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An Exploratory Study of Relationships Among Five-Factor Personality Measures and Forms of Gambling in Adults With and Without Probable Pathological Gambling. J Gambl Stud 2019; 35:915-928. [PMID: 30382456 DOI: 10.1007/s10899-018-9809-4] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.2] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/28/2022]
Abstract
The present study explored relationships between personality domains and gambling forms in individuals with and without probable pathological gambling (PPG). Associations among personality domain scores obtained from the NEO Personality Inventory-Revised, endorsements of gambling activities on the South Oaks Gambling Screen (SOGS), and PPG as determined by the SOGS were examined with bivariate and logistic regression analyses. Compared to recreational gamblers, those with PPG scored significantly higher in neuroticism and lower in agreeableness and conscientiousness. Agreeableness was inversely associated with gambling on cards, sports, bingo, stock market, dice, and skill games. Conscientiousness was inversely associated with gambling on sports and animal racing. Extraversion was positively associated with gambling on cards, dice, and stocks. Neuroticism and openness were positively associated with gambling on animal racing and stock gambling, respectively. Significant interactions indicated stronger inverse associations between agreeableness and gambling in casinos, on sports, and on skill games and stronger positive associations between openness and gambling on stocks and skill games in individuals with PPG compared to those without. The results suggest different relationships between personality domain measures and specific forms of gambling in individuals with and without PPG. Future research efforts should examine how personality factors may be used to enhance policy, prevention, and treatment efforts.
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26
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Paasche C, Weibel S, Wittmann M, Lalanne L. Time perception and impulsivity: A proposed relationship in addictive disorders. Neurosci Biobehav Rev 2019; 106:182-201. [DOI: 10.1016/j.neubiorev.2018.12.006] [Citation(s) in RCA: 25] [Impact Index Per Article: 5.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/18/2018] [Revised: 11/07/2018] [Accepted: 12/04/2018] [Indexed: 12/11/2022]
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Abstract
Abstract. Delay discounting (DD) is the process of devaluing results that happen in the future. With this review, we intend to identify specificities in the processes of DD in impulsive behavior. Studies were retrieved from multiple literature databases, through rigorous criteria (we included systematic reviews and empirical studies with adult human subjects), following the procedures of the Cochrane Collaboration initiative. Of the 174 documents obtained, 19 were considered eligible for inclusion and were retained for in-depth analysis. In addition, 13 studies from the manual search were included. Thus, a total of 32 studies were selected for review. The objectives/hypotheses, results, and the main conclusion(s) were extracted from each study. Results show that people with pronounced traits of impulsivity discount rewards more markedly, that is, they prefer immediate rewards, though of less value, or postponed losses, even though they worsen in the future. Taken together, the existing data suggest the importance of inserting DD as a tool for initial assessment in conjunction with measures of addiction and stress level, as well as the consideration of new therapies.
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Affiliation(s)
- Diana Moreira
- Laboratory of Neuropsychophysiology, Faculty of Psychology and Education Sciences, University of Porto, Portugal
| | - Fernando Barbosa
- Laboratory of Neuropsychophysiology, Faculty of Psychology and Education Sciences, University of Porto, Portugal
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28
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Abstract
How do our valuation systems change to homeostatically correct undesirable psychological or physiological states, such as those caused by hunger? There is evidence that hunger increases discounting for food rewards, biasing choices towards smaller but sooner food reward over larger but later reward. However, it is not understood how hunger modulates delay discounting for non-food items. We outline and quantitatively evaluate six possible models of how our valuation systems modulate discounting of various commodities in the face of the undesirable state of being hungry. With a repeated-measures design, an experimental hunger manipulation, and quantitative modeling, we find strong evidence that hunger causes large increases in delay discounting for food, with an approximately 25% spillover effect to non-food commodities. The results provide evidence that in the face of hunger, our valuation systems increase discounting for commodities, which cannot achieve a desired state change as well as for those commodities that can. Given that strong delay discounting can cause negative outcomes in many non-food (consumer, investment, medical, or inter-personal) domains, the present findings suggest caution may be necessary when making decisions involving non-food outcomes while hungry.
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Affiliation(s)
- Jordan Skrynka
- Division of Psychology, School of Social Sciences, University of Dundee, Dundee, DD1 4HN, UK
| | - Benjamin T Vincent
- Division of Psychology, School of Social Sciences, University of Dundee, Dundee, DD1 4HN, UK.
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Theule J, Hurl KE, Cheung K, Ward M, Henrikson B. Exploring the Relationships Between Problem Gambling and ADHD: A Meta-Analysis. J Atten Disord 2019; 23:1427-1437. [PMID: 26832122 DOI: 10.1177/1087054715626512] [Citation(s) in RCA: 23] [Impact Index Per Article: 4.6] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/17/2022]
Abstract
Objective: At present, there are inconsistencies in the literature pertaining to the association between ADHD and problem gambling. This study utilized meta-analytic techniques to clarify the association between symptoms of problem gambling and symptoms of ADHD. Method: Several meta-analyses were conducted using a random effects model. PsycINFO, PubMed, ProQuest Dissertations & Theses, and Google Scholar were searched for relevant studies. Results: The weighted mean correlation between ADHD symptomology and gambling severity was r = .17, 95% confidence interval (CI) = [0.12, 0.22], p < .001. Mean age of the sample was the only moderator to approach significance, with greater age being linked to a stronger relationship between symptoms of ADHD and gambling severity. Conclusion: Clinicians needs to be cognizant of the greater risk of ADHD symptoms when working with problem gamblers and vice versa.
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Burns P, Fay O, McCafferty M, McKeever V, Atance C, McCormack T. Examining children's ability to delay reward: Is the delay discounting task a suitable measure? JOURNAL OF BEHAVIORAL DECISION MAKING 2019. [DOI: 10.1002/bdm.2154] [Citation(s) in RCA: 10] [Impact Index Per Article: 2.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 12/12/2022]
Affiliation(s)
- Patrick Burns
- School of PsychologyQueen's University Belfast Belfast UK
| | - Olivia Fay
- School of PsychologyQueen's University Belfast Belfast UK
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Shead NW, Champod AS, MacDonald A. Effect of a Brief Meditation Intervention on Gambling Cravings and Rates of Delay Discounting. Int J Ment Health Addict 2019. [DOI: 10.1007/s11469-019-00133-x] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.8] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 11/25/2022] Open
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Ramnerö J, Molander O, Lindner P, Carlbring P. What can be learned about gambling from a learning perspective? A narrative review. NORDIC PSYCHOLOGY 2019. [DOI: 10.1080/19012276.2019.1616320] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/26/2022]
Affiliation(s)
- Jonas Ramnerö
- Department of Psychology, Stockholm University, Stockholm, Sweden
| | - Olof Molander
- Department of Clinical Neuroscience, Centre for Psychiatry Research, Karolinska Institutet, & Stockholm Health Care Services, Stockholm County Council, Stockholm, Sweden
| | - Philip Lindner
- Department of Psychology, Stockholm University, Stockholm, Sweden
- Centre for Dependency Disorders, Stockholm Health Care Services, Stockholm County Council, Stockholm, Sweden
| | - Per Carlbring
- Department of Psychology, Stockholm University, Stockholm, Sweden
- Department of Psychology, University of Southern Denmark, Odense, Denmark
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Smith T, Panfil K, Bailey C, Kirkpatrick K. Cognitive and behavioral training interventions to promote self-control. JOURNAL OF EXPERIMENTAL PSYCHOLOGY-ANIMAL LEARNING AND COGNITION 2019; 45:259-279. [PMID: 31070430 DOI: 10.1037/xan0000208] [Citation(s) in RCA: 31] [Impact Index Per Article: 6.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 01/09/2023]
Abstract
This review article discusses various cognitive and behavioral interventions that have been developed with the goal of promoting self-controlled responding. Self-control can exert a significant impact on human health and impulsive behaviors are associated with a wide range of diseases and disorders, leading to the suggestion that impulsivity is a trans-disease process. The self-control interventions include effort exposure, reward discrimination, reward bundling, interval schedules of reinforcement, impulse control training, and mindfulness training. Most of the interventions have been consistently shown to increase self-control, except for mindfulness training. Some of the successful interventions are long-lasting, whereas others may be transient. Most interventions are domain-specific, targeting specific cognitive and behavioral processes that relate to self-control rather than targeting overall self-control. For example, effort exposure appears to primarily increase effort tolerance, which in turn can improve self-control. Similarly, interval schedules primarily target interval timing, which promotes self-controlled responses. A diagram outlining a proposed set of intervention effects on self-control is introduced to motivate further research in this area. The diagram suggests that the individual target processes of the interventions may potentially summate to produce general self-control, or perhaps even produce synergistic effects. In addition, it is suggested that developing a self-control profile may be advantageous for aligning specific interventions to mitigate specific deficits. Overall, the results indicate that interventions are a promising avenue for promoting self-control and may help to contribute to changing health outcomes associated with a wide variety of diseases and disorders. (PsycINFO Database Record (c) 2019 APA, all rights reserved).
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Peviani KM, Kahn RE, Maciejewski D, Bickel WK, Deater-Deckard K, King-Casas B, Kim-Spoon J. Intergenerational transmission of delay discounting: The mediating role of household chaos. J Adolesc 2019; 72:83-90. [PMID: 30875564 PMCID: PMC6450567 DOI: 10.1016/j.adolescence.2019.03.002] [Citation(s) in RCA: 3] [Impact Index Per Article: 0.6] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/07/2018] [Revised: 03/04/2019] [Accepted: 03/05/2019] [Indexed: 01/09/2023]
Abstract
INTRODUCTION Adolescence is a period when impulsive decision making may be especially vulnerable to environmental influences. Impulsive decision making is often assessed using a delay discounting paradigm, which measures the preference for smaller rewards sooner over larger rewards with a delay. Research is needed to clarify the relationship between parents' and adolescents' delay discounting and to identify related environmental processes that might facilitate the intergenerational transmission of delay discounting. The current prospective longitudinal study examined the competing mediating processes of household chaos and harsh parenting in the intergenerational transmission of delay discounting between parents and adolescents. METHODS Participants included 167 adolescents (mean age = 14.07 years at Time 1; 53% male) and their parents (mean age = 41.98 years at Time 1; 87% female) recruited from the southeast United States. Parents' delay discounting was collected at Time 1, and adolescents' delay discounting was collected both at Time 1 and at Time 3 via a computerized delay discounting task. Parents and adolescents reported household chaos and harsh parenting at Time 2. RESULTS A parallel mediation model indicated that parents' delay discounting at Time 1 indirectly predicted adolescents' delay discounting Time 3 residualized change scores (regressing Time 3 delay discounting onto baseline delay discounting) through household chaos but not through harsh parenting at Time 2. CONCLUSIONS These results underline the importance of household chaos in facilitating the intergenerational transmission of delay discounting between parents and adolescents. Furthermore, our findings point to household chaos as a potential environmental target for interrupting intergenerational impulsivity.
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Affiliation(s)
- Kristin M Peviani
- Department of Psychology, Virginia Tech. 109 Williams Hall, Blacksburg, VA, 24061, United States.
| | - Rachel E Kahn
- Department of Psychology, Virginia Tech. 109 Williams Hall, Blacksburg, VA, 24061, United States
| | - Dominique Maciejewski
- Department of Psychology, Virginia Tech. 109 Williams Hall, Blacksburg, VA, 24061, United States
| | - Warren K Bickel
- Department of Psychology, Virginia Tech. 109 Williams Hall, Blacksburg, VA, 24061, United States; Fralin Biomedical Research Institute at VTC, 2 Riverside Circle, Roanoke, VA, 24016, United States
| | - Kirby Deater-Deckard
- Department of Psychological and Brain Sciences, University of Massachusetts, Amherst. 135 Hicks Way/Tobin Hall, Amherst, MA, 01003, United States
| | - Brooks King-Casas
- Department of Psychology, Virginia Tech. 109 Williams Hall, Blacksburg, VA, 24061, United States; Fralin Biomedical Research Institute at VTC, 2 Riverside Circle, Roanoke, VA, 24016, United States
| | - Jungmeen Kim-Spoon
- Department of Psychology, Virginia Tech. 109 Williams Hall, Blacksburg, VA, 24061, United States
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Clinical and Personality Characteristics of Problem and Pathological Gamblers With and Without Symptoms of Adult ADHD. J Nerv Ment Dis 2019; 207:246-254. [PMID: 30882557 DOI: 10.1097/nmd.0000000000000959] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/16/2022]
Abstract
The study examined the differential clinical and personality characteristics of problem and pathological gamblers (PPGs) with and without clinically significant symptoms of adult attention deficit hyperactive disorder (ADHD). Adults (N = 150, n = 75 women) with PPG were assessed by the SCID-IV, Conners' Adult ADHD Rating Scales, Multidimensional Personality Questionnaire, Gambling Motivation Questionnaire, and the Barratt Impulsiveness Scale. PPGs who reported symptoms of ADHD were more likely to be male, endorse psychiatric comorbidities (i.e., alcohol dependence, anxiety disorders, and antisocial personality disorder), report maladaptive personality traits (i.e., higher negative emotionality and lower positive emotionality), as well as higher impulsivity (attention impulsiveness, motor impulsiveness, and nonplanning impulsiveness). PPGs with symptoms of ADHD reported gambling for social, coping, and enhancement reasons. A multivariate binary logistic regression revealed that sex, higher scores on social reasons for gambling, and lack of premeditation were associated with an increased likelihood of reporting ADHD symptoms. The findings demonstrate important differences of PPGs with symptoms of ADHD and provide information for treatment consideration.
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Hayashi Y, Foreman AM, Friedel JE, Wirth O. Threat appeals reduce impulsive decision making associated with texting while driving: A behavioral economic approach. PLoS One 2019; 14:e0213453. [PMID: 30845197 PMCID: PMC6405105 DOI: 10.1371/journal.pone.0213453] [Citation(s) in RCA: 12] [Impact Index Per Article: 2.4] [Reference Citation Analysis] [Abstract] [MESH Headings] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 09/26/2018] [Accepted: 02/21/2019] [Indexed: 12/01/2022] Open
Abstract
The primary purpose of the present study was to examine the effectiveness of threat appeals in influencing impulsive decision making associated with texting while driving. The participants in the treatment group were exposed to a threatening message about the danger of texting while driving, whereas those in the control group were exposed to a non-threatening message. Following the exposure to either message, the participants completed a delay-discounting task that assessed the degree of impulsive decision making in a hypothetical texting-while-driving scenario. A comparison between the groups revealed that the threat appeals reduced the degree of impulsive decision making associated with texting while driving. In addition, the threat appeals led to greater anticipated regret from texting while driving, less favorable attitudes toward texting while driving, and decreased intentions to text while driving in the future in the treatment group. These results suggest that video-based threat appeals are promising intervention strategies for the public health challenge of texting while driving. Implications from the behavioral economic perspective are discussed.
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Affiliation(s)
- Yusuke Hayashi
- Division of Social Sciences and Education, Pennsylvania State University, Hazleton, Hazleton, Pennsylvania, United States of America
| | - Anne M. Foreman
- Health Effects Laboratory Division, National Institute for Occupational Safety and Health, Morgantown, West Virginia, United States of America
| | - Jonathan E. Friedel
- Health Effects Laboratory Division, National Institute for Occupational Safety and Health, Morgantown, West Virginia, United States of America
| | - Oliver Wirth
- Health Effects Laboratory Division, National Institute for Occupational Safety and Health, Morgantown, West Virginia, United States of America
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Belisle J, Dixon MR, Rowsey KE. The influence of contrived motivating operations on social discounting: Relative economic hardship affects choice. J Appl Behav Anal 2019; 52:408-421. [PMID: 30693951 DOI: 10.1002/jaba.540] [Citation(s) in RCA: 2] [Impact Index Per Article: 0.4] [Reference Citation Analysis] [Abstract] [Key Words] [MESH Headings] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 08/18/2016] [Accepted: 08/13/2018] [Indexed: 11/07/2022]
Abstract
Thirty-six participants were given three social discounting surveys, and each survey was preceded by one of three contrived hypothetical scenarios. In each scenario, the participant was asked to consider situations in which either the participant (SELF), a hypothetical other (OTHER), or both the participant and the hypothetical other (BOTH) were experiencing economic hardship (i.e., needed money to avoid a negative outcome). Results replicate previous research suggesting that the probability of participants foregoing the money decreased across social distance in the BOTH and OTHER conditions; however, no discounting was observed for median responses in the SELF condition. In addition, the highest area under the curve and lowest s values were associated with the OTHER condition, and the inverse results were observed for the SELF condition. Taken together, these results suggest that relative economic hardship may act as a motivating operation affecting social discounting with the potential for further translational utility.
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The effect of brief mindfulness training on momentary impulsivity. JOURNAL OF CONTEXTUAL BEHAVIORAL SCIENCE 2019. [DOI: 10.1016/j.jcbs.2018.11.003] [Citation(s) in RCA: 5] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/27/2022]
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Hampton WH, Asadi N, Olson IR. Good Things for Those Who Wait: Predictive Modeling Highlights Importance of Delay Discounting for Income Attainment. Front Psychol 2018; 9:1545. [PMID: 30233449 PMCID: PMC6129952 DOI: 10.3389/fpsyg.2018.01545] [Citation(s) in RCA: 9] [Impact Index Per Article: 1.5] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Subscribe] [Scholar Register] [Received: 01/31/2018] [Accepted: 08/03/2018] [Indexed: 11/13/2022] Open
Abstract
Income is a primary determinant of social mobility, career progression, and personal happiness. It has been shown to vary with demographic variables like age and education, with more oblique variables such as height, and with behaviors such as delay discounting, i.e., the propensity to devalue future rewards. However, the relative contribution of each these salary-linked variables to income is not known. Further, much of past research has often been underpowered, drawn from populations of convenience, and produced findings that have not always been replicated. Here we tested a large (n = 2,564), heterogeneous sample, and employed a novel analytic approach: using three machine learning algorithms to model the relationship between income and age, gender, height, race, zip code, education, occupation, and discounting. We found that delay discounting is more predictive of income than age, ethnicity, or height. We then used a holdout data set to test the robustness of our findings. We discuss the benefits of our methodological approach, as well as possible explanations and implications for the prominent relationship between delay discounting and income.
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Affiliation(s)
- William H. Hampton
- Department of Psychology, College of Liberal Arts, Temple University, Philadelphia, PA, United States
- Decision Neuroscience, College of Liberal Arts, Temple University, Philadelphia, PA, United States
| | - Nima Asadi
- Computer Science, College of Science and Technology, Temple University, Philadelphia, PA, United States
| | - Ingrid R. Olson
- Department of Psychology, College of Liberal Arts, Temple University, Philadelphia, PA, United States
- Decision Neuroscience, College of Liberal Arts, Temple University, Philadelphia, PA, United States
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Jacob L, Haro JM, Koyanagi A. Relationship between attention-deficit hyperactivity disorder symptoms and problem gambling: A mediation analysis of influential factors among 7,403 individuals from the UK. J Behav Addict 2018; 7:781-791. [PMID: 30238788 PMCID: PMC6426384 DOI: 10.1556/2006.7.2018.72] [Citation(s) in RCA: 18] [Impact Index Per Article: 3.0] [Reference Citation Analysis] [Abstract] [Key Words] [Track Full Text] [Download PDF] [Figures] [Journal Information] [Submit a Manuscript] [Subscribe] [Scholar Register] [Indexed: 12/22/2022] Open
Abstract
BACKGROUND AND AIMS Our goal was to examine the association between attention-deficit hyperactivity disorder (ADHD) symptoms and gambling problems, and to identify potential mediating factors of this association. METHODS This study used cross-sectional, community-based data from 7,403 people aged ≥16 years who participated in the Adult Psychiatric Morbidity Survey 2007. ADHD symptoms were assessed using the Adult ADHD Self-Report Scale (ASRS) Screener. Problem gambling was assessed using a questionnaire based on the 10 DSM-IV diagnostic criteria for pathological gambling. Respondents were classified as having no problem, at-risk, or problem gambling. Logistic regression and mediation analyses were conducted to analyze the association between ADHD symptoms (i.e., ASRS score ≥14) and problem gambling and the role of several variables in this association. RESULTS The prevalence of at-risk (5.3% vs. 2.4%) and problem gambling (2.4% vs. 0.6%) was higher in individuals with ADHD symptoms than in those without ADHD symptoms. ADHD symptoms were significantly associated with both at-risk (OR = 2.15; 95% CI = 1.22-3.79) and problem gambling (OR = 3.57; 95% CI = 1.53-8.31) when adjusted for age, sex, and ethnicity. Common mental disorders (CMDs; i.e., depression and anxiety disorders) (mediated percentage = 22.4%), borderline personality disorder (BPD) traits (22.1%), stressful life events (13.2%), stress at work or home (12.6%), alcohol dependence (11.8%), and impulsivity (11.2%) were significant mediators in the ADHD-gambling association. DISCUSSION AND CONCLUSIONS Overall, ADHD symptoms were positively associated with problem gambling. CMDs, BPD traits, and stressful life events were important mediators in this relationship.
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Affiliation(s)
- Louis Jacob
- Faculty of Medicine, University of Paris 5, Paris, France,Corresponding author: Dr. Louis Jacob; Faculty of Medicine, University of Paris 5, 15 rue de l’École de Médecine, Paris 75006, France; Phone: +33 6 27 88 37 06; E-mail:
| | - Josep Maria Haro
- Research and Development Unit, Parc Sanitari Sant Joan de Déu, Fundació Sant Joan de Déu, Universitat de Barcelona, Barcelona, Spain,Instituto de Salud Carlos III, Centro de Investigación Biomédica en Red de Salud Mental, CIBERSAM, Madrid, Spain
| | - Ai Koyanagi
- Research and Development Unit, Parc Sanitari Sant Joan de Déu, Fundació Sant Joan de Déu, Universitat de Barcelona, Barcelona, Spain,Instituto de Salud Carlos III, Centro de Investigación Biomédica en Red de Salud Mental, CIBERSAM, Madrid, Spain
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Kirkpatrick K, Marshall AT, Steele CC, Peterson JR. Resurrecting the individual in behavioral analysis: Using mixed effects models to address nonsystematic discounting data. BEHAVIOR ANALYSIS (WASHINGTON, D.C.) 2018; 18:219-238. [PMID: 30135865 PMCID: PMC6101656 DOI: 10.1037/bar0000103] [Citation(s) in RCA: 4] [Impact Index Per Article: 0.7] [Reference Citation Analysis] [Abstract] [Key Words] [Grants] [Track Full Text] [Subscribe] [Scholar Register] [Indexed: 11/08/2022]
Abstract
Delay and probability discounting functions typically take a monotonic form, but some individuals produce functions that are nonsystematic. Johnson and Bickel (2008) developed an algorithm for classifying nonsystematic functions on the basis of two different criteria. Type 1 functions were identified as nonsystematic due to random choices and Type 2 functions were identified as nonsystematic due to relatively shallow slopes, suggesting poor sensitivity to choice parameters. Since their original publication, the algorithm has become widely used in the human discounting literature for removal of participants, with studies often removing approximately 20% of the original sample (Smith & Lawyer, 2017). Because subject removal may not always be feasible due to loss of power or other factors, the present report applied a mixed effects regression modeling technique (Wileyto, Audrain-Mcgovern, Epstein, & Lerman, 2004; Young, 2017) to account for individual differences in DD and PD functions. Assessment of the model estimates for Type 1 and 2 nonsystematic functions indicated that both types of functions deviated systematically from the rest of the sample in that nonsystematic participants were more likely to show shallower slopes and increased biases for larger amounts. The results indicate that removing these participants would fundamentally alter the properties of the final sample in undesirable ways. Because mixed effects models account for between-participant variation with random effects, we advocate for the use of these models for future analyses of a wide range of functions within the behavioral analysis field, with the benefit of avoiding the negative consequences associated with subject removal.
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Affiliation(s)
- Kimberly Kirkpatrick
- Department of Psychological Sciences, Kansas State University, Manhattan, KS 66506
| | - Andrew T. Marshall
- Department of Anesthesiology and Perioperative Care, University of California, Irvine, Irvine, CA 92697
| | - Catherine C. Steele
- Department of Psychological Sciences, Kansas State University, Manhattan, KS 66506
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Trivedi RH, Teichert T. Attitudes, beliefs and impulsivity in online gambling addiction. INTERNATIONAL GAMBLING STUDIES 2018. [DOI: 10.1080/14459795.2018.1466188] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/17/2022]
Affiliation(s)
- Rohit H. Trivedi
- Chair of Marketing and Innovation, University of Hamburg, Hamburg, Germany
| | - Thorsten Teichert
- Chair of Marketing and Innovation, University of Hamburg, Hamburg, Germany
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Kräplin A, Scherbaum S, Bühringer G, Goschke T, Schmidt A. Negative interpersonal scenes decrease inhibitory control in healthy individuals but not in gambling disorder patients. INTERNATIONAL GAMBLING STUDIES 2018. [DOI: 10.1080/14459795.2018.1448426] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/14/2022]
Affiliation(s)
- Anja Kräplin
- Faculty of Psychology, School of Science, Technische Universität Dresden , Dresden, Germany
| | - Stefan Scherbaum
- Faculty of Psychology, School of Science, Technische Universität Dresden , Dresden, Germany
| | - Gerhard Bühringer
- Faculty of Psychology, School of Science, Technische Universität Dresden , Dresden, Germany
- IFT Institut für Therapieforschung , Munich, Germany
| | - Thomas Goschke
- Faculty of Psychology, School of Science, Technische Universität Dresden , Dresden, Germany
| | - André Schmidt
- Faculty of Psychology, School of Science, Technische Universität Dresden , Dresden, Germany
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Kopetz CE, Woerner JI, Briskin JL. Another look at impulsivity: Could impulsive behavior be strategic? SOCIAL AND PERSONALITY PSYCHOLOGY COMPASS 2018; 12:e12385. [PMID: 34079587 PMCID: PMC8168538 DOI: 10.1111/spc3.12385] [Citation(s) in RCA: 10] [Impact Index Per Article: 1.7] [Reference Citation Analysis] [Abstract] [Grants] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 01/15/2023]
Abstract
In the present article, we propose that impulsive behavior may be a response to certain needs or goals that people have in the moment and could therefore be strategic. We review briefly the dominant approaches and findings in the impulsivity literature. We then examine different behaviors that are typically considered impulsive such as delay discounting, risky sexual behavior, risk taking in the context of emotion dysregulation, and adolescent risk behavior and present evidence suggesting that they follow the general principles of goal pursuit. Specifically, they are (a) enacted when perceived as relevant to the individual's motivation; (b) less likely when alternative means to fulfill these goals are available; and (c) supported rather than reduced by sufficient executive control, a hallmark of goal pursuit. We do not argue that there is no impulsive behavior. Rather, we suggest that such behavior may represent individuals' attempts to fulfill current motivations or needs. This approach emphasizes the functionality and dynamism of the behavior, it provides a framework to explain the inconsistencies in the literature, it helps us to move away from pathologizing or moralizing the behavior, and it provides insights about potential strategies to mitigate the negative consequences of acting impulsively.
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Staubitz JL, Lloyd BP, Reed DD. A Summary of Methods for Measuring Delay Discounting in Young Children. PSYCHOLOGICAL RECORD 2018. [DOI: 10.1007/s40732-018-0292-1] [Citation(s) in RCA: 8] [Impact Index Per Article: 1.3] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/30/2022]
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Naudé GP, Kaplan BA, Reed DD, Henley AJ, DiGennaro Reed FD. Temporal framing and the hidden-zero effect: rate-dependent outcomes on delay discounting. J Exp Anal Behav 2018; 109:506-519. [DOI: 10.1002/jeab.328] [Citation(s) in RCA: 6] [Impact Index Per Article: 1.0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 06/20/2017] [Accepted: 03/29/2018] [Indexed: 11/12/2022]
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The temporal dynamics of waiting when reward is increasing. Behav Processes 2018; 149:16-26. [DOI: 10.1016/j.beproc.2018.01.015] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Received: 07/06/2017] [Revised: 09/27/2017] [Accepted: 01/19/2018] [Indexed: 11/18/2022]
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Abstract
Impulsivity has traditionally been thought to involve various behavioral traits that can be measured using different laboratory protocols. Whereas some authors regard different measures of impulsivity as reflecting fundamentally distinct and unrelated behavioral tendencies (fragmentation approach), others regard those different indexes as analogue forms of the same behavioral tendency, only superficially different (unification approach). Unifying accounts range from mere intuitions to more sophisticated theoretical systems. Some of the more complete attempts at unifying are intriguing but have validity weaknesses. We propose a new unifying attempt based on theoretical points posed by other authors and supplemented by theory and research on associative learning. We then apply these assumptions to characterize the paradigms used to study impulsivity in laboratory settings and evaluate their scope as an attempt at unification. We argue that our approach possesses a good balance of parsimony and empirical and theoretical grounding, as well as a more encompassing scope, and is more suitable for experimental testing than previous theoretical frameworks. In addition, the proposed approach is capable of generating a new definition of impulsivity and outlines a hypothesis of how self-control can be developed. Finally, we examine the fragmentation approach from a different perspective, emphasizing the importance of finding similarities among seemingly different phenomena.
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Dixon MR, Speelman RC, Rowsey KE, Whiting SW, Buono FD, Daar JH, Belisle J. Monetary Discounting of Delayed Consequences Predict Employment Nudity: Exotic Dancers Versus Waitresses. JOURNAL OF ORGANIZATIONAL BEHAVIOR MANAGEMENT 2018. [DOI: 10.1080/01608061.2017.1423148] [Citation(s) in RCA: 0] [Impact Index Per Article: 0] [Reference Citation Analysis] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 10/18/2022]
Affiliation(s)
- Mark R. Dixon
- Behavior Analysis and Therapy Program, Southern Illinois University Carbondale, Carbondale, Illinois, USA
| | - Ryan C. Speelman
- Behavior Analysis and Therapy Program, Southern Illinois University Carbondale, Carbondale, Illinois, USA
| | - Kyle E. Rowsey
- Behavior Analysis and Therapy Program, Southern Illinois University Carbondale, Carbondale, Illinois, USA
| | - Seth W. Whiting
- Behavior Analysis and Therapy Program, Southern Illinois University Carbondale, Carbondale, Illinois, USA
| | - Frank D. Buono
- Behavior Analysis and Therapy Program, Southern Illinois University Carbondale, Carbondale, Illinois, USA
| | - Jacob H. Daar
- Behavior Analysis and Therapy Program, Southern Illinois University Carbondale, Carbondale, Illinois, USA
| | - Jordan Belisle
- Behavior Analysis and Therapy Program, Southern Illinois University Carbondale, Carbondale, Illinois, USA
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Mobekk H, Fagerstrøm A, Hantula DA. The Influence of Probability Discounting on Escalation in Information Technology Projects. INTERNATIONAL JOURNAL OF INFORMATION TECHNOLOGY PROJECT MANAGEMENT 2018. [DOI: 10.4018/ijitpm.2018010102] [Citation(s) in RCA: 1] [Impact Index Per Article: 0.2] [Reference Citation Analysis] [Abstract] [Track Full Text] [Journal Information] [Subscribe] [Scholar Register] [Indexed: 11/09/2022]
Abstract
An experimental study was conducted with 17 experienced information technology (IT) project decision-makers. Each participated in a computer based simulation where they had to choose whether to continue an ongoing IT project despite negative feedback, (called escalation of commitment), or abandon it and sell the project as is. A titration procedure for sales price was manipulated over seven probability conditions for success of the project. The switching points where each participant would choose to sell the project instead of continuing development was determined, and probability discounting factors were calculated. The median switching point of the participant's subjective values of the project fit a hyperbolic discounting function well. An escalation factor was calculated and the results indicate that several participants in the study showed signs of escalation. These data demonstrate that the discounting framework may be a viable approach to understand the phenomenon of escalation in IT projects.
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Affiliation(s)
- Hilde Mobekk
- Oslo and Akershus University College of Applied Sciences, Oslo, Norway
| | - Asle Fagerstrøm
- Institute of Technology, Westerdals Oslo School of Arts, Communication and Technology, Oslo, Norway
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