scholarly journals Social Anxiety and Dynamic Social Reinforcement Learning in a Volatile Environment

2019 ◽  
Vol 7 (6) ◽  
pp. 1372-1388
Author(s):  
Miranda L. Beltzer ◽  
Stephen Adams ◽  
Peter A. Beling ◽  
Bethany A. Teachman
Keyword(s):  
Reinforcement Learning ◽  
Social Anxiety ◽  
Social Reinforcement ◽  
Dynamic Learning ◽  
Socially Anxious ◽  
Role Changes ◽  
Learning Rates ◽  
New Information ◽  
Dynamic Updating ◽  
Reward And Punishment

Adaptive social behavior requires learning probabilities of social reward and punishment and updating these probabilities when they change. Given prior research on aberrant reinforcement learning in affective disorders, this study examines how social anxiety affects probabilistic social reinforcement learning and dynamic updating of learned probabilities in a volatile environment. Two hundred and twenty-two online participants completed questionnaires and a computerized ball-catching game with changing probabilities of reward and punishment. Dynamic learning rates were estimated to assess the relative importance ascribed to new information in response to volatility. Mixed-effects regression was used to analyze throw patterns as a function of social anxiety symptoms. Higher social anxiety predicted fewer throws to the previously punishing avatar and different learning rates after certain role changes, suggesting that social anxiety may be characterized by difficulty updating learned social probabilities. Socially anxious individuals may miss the chance to learn that a once-punishing situation no longer poses a threat.

scholarly journals Altered Reinforcement Learning from Reward and Punishment in Anorexia Nervosa: Evidence from Computational Modeling

2021 ◽  
pp. 1-13
Author(s):  
Christina E. Wierenga ◽  
Erin Reilly ◽  
Amanda Bischoff-Grethe ◽  
Walter H. Kaye ◽  
Gregory G. Brown
Keyword(s):  
Anorexia Nervosa ◽  
Reinforcement Learning ◽  
Computational Models ◽  
Learning Task ◽  
Maladaptive Behavior ◽  
Prediction Errors ◽  
Negative Consequences ◽  
Diagnostic And Statistical Manual ◽  
Learning Rates ◽  
Reward And Punishment

ABSTRACT Objectives: Anorexia nervosa (AN) is associated with altered sensitivity to reward and punishment. Few studies have investigated whether this results in aberrant learning. The ability to learn from rewarding and aversive experiences is essential for flexibly adapting to changing environments, yet individuals with AN tend to demonstrate cognitive inflexibility, difficulty set-shifting and altered decision-making. Deficient reinforcement learning may contribute to repeated engagement in maladaptive behavior. Methods: This study investigated learning in AN using a probabilistic associative learning task that separated learning of stimuli via reward from learning via punishment. Forty-two individuals with Diagnostic and Statistical Manual of Mental Disorders (DSM)-5 restricting-type AN were compared to 38 healthy controls (HCs). We applied computational models of reinforcement learning to assess group differences in learning, thought to be driven by violations in expectations, or prediction errors (PEs). Linear regression analyses examined whether learning parameters predicted BMI at discharge. Results: AN had lower learning rates than HC following both positive and negative PE (p < .02), and were less likely to exploit what they had learned. Negative PE on punishment trials predicted lower discharge BMI (p < .001), suggesting individuals with more negative expectancies about avoiding punishment had the poorest outcome. Conclusions: This is the first study to show lower rates of learning in AN following both positive and negative outcomes, with worse punishment learning predicting less weight gain. An inability to modify expectations about avoiding punishment might explain persistence of restricted eating despite negative consequences, and suggests that treatments that modify negative expectancy might be effective in reducing food avoidance in AN.

scholarly journals Reward and punishment reversal learning in major depressive disorder

2020 ◽  
Author(s):  
Dahlia Mukherjee ◽  
Alexandre Leo Stephen Filipowicz ◽  
Khoi D. Vo ◽  
Theodore Sattherwaite ◽  
Joe Kable
Keyword(s):  
Major Depressive Disorder ◽  
Reinforcement Learning ◽  
Depressive Disorder ◽  
Computational Modeling ◽  
Reversal Learning ◽  
Performance Metrics ◽  
Learning Task ◽  
Major Depressive ◽  
Learning Rates ◽  
Reward And Punishment

Depression has been associated with impaired reward and punishment processing, but the specific nature of these deficits is less understood and still widely debated. We analyzed reinforcement-based decision-making in individuals diagnosed with major depressive disorder (MDD) to identify the specific decision mechanisms contributing to poorer performance. Individuals with MDD (n = 64) and matched healthy controls (n = 64) performed a probabilistic reversal learning task in which they used feedback to identify which of two stimuli had the highest probability of reward (reward condition) or lowest probability of punishment (punishment condition). Learning differences were characterized using a hierarchical Bayesian reinforcement learning model. While both groups showed reinforcement learning-like behavior, depressed individuals made fewer optimal choices and adjusted more slowly to reversals in both the reward and punishment conditions. Our computational modeling analysis found that depressed individuals showed lower learning rates and, to a lesser extent, lower value sensitivity in both the reward and punishment conditions. Learning rates also predicted depression more accurately than simple performance metrics. These results demonstrate that depression is characterized by a hyposensitivity to positive outcomes, which influences the rate at which depressed individuals learn from feedback, but not a hypersensitivity to negative outcomes as has previously been suggested. Additionally, we demonstrate that computational modeling provides a more precise characterization of the dynamics contributing to these learning deficits, and offers stronger insights into the mechanistic processes affected by depression.

High dietary restraint improves performance on a food-motivated probabilistic selection task

2019 ◽  
Author(s):  
Jennifer R Sadler ◽  
Grace Elisabeth Shearrer ◽  
Nichollette Acosta ◽  
Kyle Stanley Burger
Keyword(s):  
Reinforcement Learning ◽  
Instrumental Conditioning ◽  
Food Reinforcement ◽  
Dietary Restraint ◽  
Memory Task ◽  
Brain Response ◽  
Anthropometric Measures ◽  
Instrumental Task ◽  
The Impact ◽  
Reward And Punishment

BACKGROUND: Dietary restraint represents an individual’s intent to limit their food intake and has been associated with impaired passive food reinforcement learning. However, the impact of dietary restraint on an active, response dependent learning is poorly understood. In this study, we tested the relationship between dietary restraint and food reinforcement learning using an active, instrumental conditioning task. METHODS: A sample of ninety adults completed a response-dependent instrumental conditioning task with reward and punishment using sweet and bitter tastes. Brain response via functional MRI was measured during the task. Participants also completed anthropometric measures, reward/motivation related questionnaires, and a working memory task. Dietary restraint was assessed via the Dutch Restrained Eating Scale. RESULTS: Two groups were selected from the sample: high restraint (n=29, score &gt;2.5) and low restraint (n=30; score &lt;1.85). High restraint was associated with significantly higher BMI (p=0.003) and lower N-back accuracy (p=0.045). The high restraint group also was marginally better at the instrumental conditioning task (p=0.066, r=0.37). High restraint was also associated with significantly greater brain response in the intracalcarine cortex (MNI: 15, -69, 12; k=35, pfwe&lt; 0.05) to bitter taste, compared to neutral taste.CONCLUSIONS: High restraint was associated with improved performance on an instrumental task testing how individuals learn from reward and punishment. This may be mediated by greater brain response in the primary visual cortex, which has been associated with mental representation. Results suggest that dietary restraint does not impair response-dependent reinforcement learning.

scholarly journals Are you Watching Me? Interacting Effects of Fear of Negative Evaluation and Social Context on Cognitive Performance

2017 ◽  
Vol 8 (3) ◽  
pp. 303-319 ◽  
Author(s):  
Erin L. Maresh ◽  
Bethany A. Teachman ◽  
James A. Coan
Keyword(s):  
Social Context ◽  
Social Anxiety ◽  
Cognitive Performance ◽  
Task Difficulty ◽  
Memory Performance ◽  
Reaction Times ◽  
Negative Evaluation ◽  
Fear Of Negative Evaluation ◽  
Socially Anxious ◽  
Improved Accuracy

Socially anxious individuals exhibit cognitive performance impairments; it is unclear whether this is due to trait differences in abilities or effects of the experimental context. This study sought to determine how social context, individual differences in fear of negative evaluation (FNE), and task difficulty interact to influence working memory performance as indicated by effectiveness (accuracy) and efficiency (reaction times). Participants (N = 61) performed the n-back task at 2-back and 3-back difficulty levels under three conditions: alone (“Anonymous”), in presence of a non-evaluative experimenter (“Presence”), and under explicit performance evaluation by the experimenter (“Threat”). Overall, participants showed improved accuracy during Threat, but only on 2-back trials. FNE was positively associated with longer reaction times during Threat on 3-back trials. FNE did not relate to accuracy, suggesting that threat-related impairments tied to social anxiety may alter efficiency rather than effectiveness. Thus, social anxiety may elicit cognitive performance impairments even in minimally evaluative environments.

T73. Altered Reinforcement Learning From Reward and Punishment in Women With Anorexia Nervosa

2018 ◽  
Vol 83 (9) ◽  
pp. S157
Author(s):  
Christina Wierenga ◽  
Amanda Bischoff-Grethe ◽  
Emily Romero ◽  
Danika Peterson ◽  
Tiffany Brown ◽  
...  
Keyword(s):  
Anorexia Nervosa ◽  
Reinforcement Learning ◽  
Reward And Punishment

The Potential of Video Game Streaming as Exposure Therapy for Social Anxiety

2021 ◽  
Vol 5 (CHI PLAY) ◽  
pp. 1-25
Author(s):  
Julian Frommel ◽  
Martin J. Dechant ◽  
Regan L. Mandryk
Keyword(s):  
Social Anxiety ◽  
Video Game ◽  
Exposure Therapy ◽  
Cognitive Restructuring ◽  
Social Situations ◽  
Socially Anxious ◽  
Controlled Exposure ◽  
Anxiety Treatment ◽  
Social Anxieties ◽  
And Performance

Social anxiety is a prevalent problem that affects many people with varying severity; digital exposure therapy-which involves controlled exposure to simulations of feared social situations alongside cognitive restructuring-can help treat patients with anxieties. However, the need to personalize exposure scenarios and simulate audiences are barriers to treating social anxieties through digital exposure. In this paper, we propose game streaming as an exposure therapy paradigm for social anxiety, supporting it with data from two studies. We first propose a framework describing requirements for exposure therapy and how game streaming can fulfill them. We select demand and performance visibility from these characteristics to showcase how to manipulate them for experiences of gradual exposure. With Study 1, we provide evidence for these characteristics and support for the framework by showing that a game's demand affected expected fear of streaming games. In Study 2, we show that the prospect of streaming led to elevated fear, a necessary property for effective exposure therapy. Further, we show that the effect of streaming on expected fear was similar for participants who can be considered socially anxious. These findings provide evidence for the essential effect of exposure therapy, which serves as a first step towards the validation of streaming as a social anxiety treatment. Our paper provides an initial, important step towards a novel, broadly applicable, and widely accessible digital approach for the treatment of social anxiety.

Examining Whether Social Anxiety Influences Satisfaction in Romantic Relationships

2021 ◽  
pp. 1-13
Author(s):  
Frances L. Doyle ◽  
Andrew J. Baillie ◽  
Erica Crome
Keyword(s):  
Social Anxiety ◽  
Romantic Relationships ◽  
Relationship Satisfaction ◽  
Romantic Relationship ◽  
Online Questionnaire ◽  
Socially Anxious ◽  
Self Disclosure ◽  
Relationship Processes ◽  
Conflict Initiation ◽  
Romantic Relationship Satisfaction

Abstract Research investigating social anxiety and the impacts on romantic relationships remains scarce. An online questionnaire examining romantic relationship status, social anxiety and depression symptomology, relationship satisfaction, and several relationship processes was completed by 444 adults. Individuals with higher social anxiety were less likely to be in romantic relationships. For the 188 adults in our sample in current relationships, relationship satisfaction was not influenced by social anxiety when controlling for depression. Although it was proposed that self-disclosure, social support, trust, and conflict initiation might influence romantic relationship satisfaction, none of these mechanisms interacted with social anxiety to explain additional variance in relationship satisfaction. These findings indicate that depression symptomology may be a treatment target for socially anxious individuals wishing to improve romantic relationship satisfaction.

Physical Appearance Anxiety Impedes the Therapeutic Effects of Video Feedback in High Socially Anxious Individuals

2013 ◽  
Vol 42 (1) ◽  
pp. 92-104 ◽  
Author(s):  
Elizabeth M. J. Orr ◽  
David A. Moscovitch
Keyword(s):  
Social Anxiety ◽  
Physical Appearance ◽  
Video Feedback ◽  
Therapeutic Effects ◽  
Treatment Protocols ◽  
Public Speech ◽  
Socially Anxious ◽  
Appearance Anxiety ◽  
Anxiety Levels ◽  
Cognitive Preparation

Background: Video feedback (VF) interventions effectively reduce social anxiety symptoms and negative self-perception, particularly when they are preceded by cognitive preparation (CP) and followed by cognitive review. Aims: In the current study, we re-examined data from a study on the efficacy of a novel VF intervention for individuals high in social anxiety to test the hypothesis that physical appearance anxiety would moderate the effects of VF. Method: Data were analyzed from 68 socially anxious participants who performed an initial public speech, and were randomly assigned to an Elaborated VF condition (VF plus cognitive preparation and cognitive review), a Standard VF condition (VF plus cognitive preparation) or a No VF condition (exposure alone), and then performed a second speech. Results: As hypothesized, when appearance concerns were low, both participants who received Elaborated and Standard VF were significantly less anxious during speech 2 than those in the No VF condition. However, when levels of appearance concern were high, neither Elaborated nor Standard VF reduced anxiety levels during speech 2 beyond the No VF condition. Conclusions: Results from our analog sample suggest the importance of tailoring treatment protocols to accommodate the idiosyncratic concerns of socially anxious patients.

scholarly journals Screening Social Anxiety in Adolescents Through the Eyes of Their Carers

2021 ◽  
Vol 12 ◽  
Author(s):  
Luis-Joaquin Garcia-Lopez ◽  
Lourdes Espinosa-Fernandez ◽  
Jose-Antonio Muela-Martinez ◽  
Jose Antonio Piqueras
Keyword(s):  
Social Anxiety ◽  
Self Report ◽  
Socially Anxious ◽  
Study Objective ◽  
Validity Data ◽  
Efficacious Treatment ◽  
The Social ◽  
Strength Based ◽  
And Gender ◽  
Different Cultures

Despite the availability of efficacious treatment and screening protocols, social anxiety disorder (SAD) in adolescents is considerably under-detected and undertreated. Our main study objective was to examine a brief, valid, and reliable social anxiety measure already tested to serve as self-report child measure but administered via Internet aimed at listening to the ability of his or her parent to identify social anxiety symptomatology in his or her child. This parent version could be used as a complementary measure to avoid his or her overestimation of children of social anxiety symptomatology using traditional self-reported measures. We examined the psychometric properties of brief and valid social anxiety measure in their parent format and administered via the Internet. The sample included 179 parents/legal guardians of adolescents (67% girls) with a clinical diagnosis of SAD (mean age: 14.27; SD = 1.33). Findings revealed good factor structure, internal consistency, and construct validity. Data support a single, strength-based factor on the SPAIB-P, being structure largely invariant across age and gender. The limited number of adolescents with a performance-only specifier prevented examining the utility of scale to screen for this recently established specifier. It is crucial to evaluate if these results generalize to different cultures and community samples. The findings suggest that the SPAIB-P evidences performance comparable with child-reported measure. Parents can be reliable reports of the social anxiety symptomatology of the adolescent. The SPAIB-P may be useful for identifying clinically disturbed socially anxious adolescents.

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