Risk-taking and social exclusion in adolescence: neural mechanisms underlying peer influences on decision-making
Open accessAbstract
Social exclusion and risk-taking are both common experiences of concern in adolescence, yet little is known about how the two may be related at behavioral or neural levels. In this fMRI study, adolescents (N=27, 14 male, 14-17years-old) completed a series of tasks in the scanner assessing risky decision-making before and after an episode of social exclusion. In this particular context, exclusion was associated with greater behavioral risk-taking among adolescents with low self-reported resistance to peer influence (RPI). When making risky decisions after social exclusion, adolescents who had lower RPI exhibited higher levels of activity in the right temporoparietal junction (rTPJ), and this response in rTPJ was a significant mediator of the relationship between RPI and greater risk-taking after social exclusion. Lower RPI was also associated with lower levels of activity in lPFC during crashes following social exclusion, but unlike rTPJ this response in lPFC was not a significant mediator of the relationship between RPI and greater risk-taking after social exclusion. The results suggest that mentalizing and/or attentional mechanisms have a unique direct effect on adolescents' vulnerability to peer influence on risk-taking.
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Written from the paper’s full text.
TL;DR
In an fMRI study of adolescents, social exclusion by peers was linked to greater subsequent risk-taking mainly among those with low self-reported resistance to peer influence (RPI). Right temporoparietal junction (rTPJ) activity during risky decisions after exclusion mediated the relationship between low RPI and increased risk-taking, whereas lateral prefrontal cortex (lPFC) activity during crashes did not.
Key findings
- Risk-taking increased after social exclusion, but the group-level effect was not statistically significant: t(19) = 1.84, two-tailed p = .08.
- Greater increase in risk-taking after exclusion was correlated with lower RPI: r(18) = −.55, p = .01.
- During risky decisions after exclusion, lower RPI was associated with higher right TPJ activity; rTPJ significantly mediated the RPI–risk-taking relationship (unstandardized coefficient = 0.979, se = .405, Zmed = 2.42, p = .016; bias-corrected 95% CI .1407–2.0224).
- Lower RPI was also associated with lower lPFC activity during crashes after exclusion, but lPFC did not significantly mediate the RPI–risk-taking relationship.
Methods
- Adolescents completed the Stoplight driving task in the scanner before and after a Cyberball social exclusion manipulation; 27 participated, but 7 were excluded, leaving 20 analyzed (10 girls, 10 boys, 14.0–16.8 years, M = 15.3, SD = 0.8).
- Self-report measures included the Resistance to Peer Influence (RPI) scale, Need-Threat Scale (NTS), and a composite real-world risk-taking measure (CRT).
- fMRI data were analyzed with a general linear model using decision (Go, Stop) and outcome (Crash, NoCrash) regressors, random-effects group analyses, and mediation analyses using the INDIRECT SPSS macro with bootstrapping.
Limitations
- The paper states that the fixed pre- then post-exclusion sequence could not be counterbalanced, so changes may reflect boredom, fatigue, or adaptation/repetition suppression rather than exclusion alone.
- The paper notes that Cyberball included both inclusion and exclusion rounds, so increased peer awareness from interaction could contribute; it also notes the sample was typically developing and low in real-world risk behavior, and age specificity is unclear.
- Evident from the text: the analyzed sample was small (N = 20), and there was no between-subjects post-inclusion control condition to isolate exclusion-specific effects.
Model-written summary. Check it against the paper before relying on it.
Integrity signals
Registry
Cites
Statistics
Claims the paper makes
0 of 50 cited sources checked · 0 supported · 0 flagged
- Findingown data
RPI was positively correlated with responses in right lPFC during Crash outcomes after social exclusion relative to before (Crash post > Crash pre).
“Similarly, RPI was positively correlated with responses in right lPFC during Crash outcomes after social exclusion relative to before (Crash post > Crash pre).”
Quote in the paperSubstantial claim - Findingown data
There was no significant indirect effect of resistance to peer influence on post-exclusion risk through lPFC.
“Although this finding is suggestive that lPFC plays a role in decreased risk after exclusion, the mediation analysis failed to find a significant indirect effect of RPI on post-exclusion risk through lPFC.”
- Also stated in: § 4.4 Resistance to peer influence, mentalizing during risky decisions, and regulation during negative outcomes · hedged
“This indicates that lPFC activity (considered as a possible proxy for self-regulation) is not sufficient to explain the difference in post-exclusion risk related to RPI.”
Quote in the paperSubstantial claim - Also stated in: § 4.4 Resistance to peer influence, mentalizing during risky decisions, and regulation during negative outcomes · hedged
- Findingown data
NTS was significantly correlated with RPI (r(18) = .51, p = .021).
“The NTS was also significantly correlated with the RPI (r(18) = .51, p = .021), indicating that adolescents with less resistance to peer influence also experienced lower levels of social need satisfaction after social exclusion.”
Quote in the paperNot a substantial claim - Findingown data
The rTPJ response was a significant mediator of the relationship between RPI and greater risk-taking after social exclusion.
“When making risky decisions after social exclusion, adolescents who had lower RPI exhibited higher levels of activity in right temporoparietal junction (rTPJ), and this response in rTPJ was a significant mediator of the relationship between RPI and greater risk-taking after social exclusion.”
Quote in the paperSubstantial claim - Findingown data
Risk-taking after exclusion was not strongly correlated with self-reported social need satisfaction (Need Threat Scale).
“The low correlation between risk after exclusion and self-reported social need satisfaction (Need Threat Scale) suggests that some individuals with decreased social need satisfaction may respond with increased risk while others may respond with decreased risk.”
Quote in the paperSubstantial claim
- Findingown data
Right TPJ activity during risky decisions after social exclusion significantly mediated the relationship between resistance to peer influence and change in risk-taking behavior after social exclusion.
“The results showed there was a significant indirect effect of resistance to peer influence through only one proposed mediating ROI, right TPJ, on the dependent variable, change in risk-taking behavior after social exclusion (unstandardized coefficient = 0.979, se = .405, Zmed effect = 2.42, p = .016; see Inline Supplementary Figure 1).”
- Also stated in: § 3.4 fMRI data: Regression and mediation analyses focused on resistance to peer influence · boosted
“This analysis demonstrated that the bias-corrected 95% confidence interval for the indirect effect of RPI on change in risk-taking after social exclusion through right TPJ did not include zero (.1407–2.0224), providing additional support for the assertion that right TPJ mediated the effect of resistance to peer influence on change in risk-taking behavior after social exclusion.”
- Also stated in: § Discussion · hedged
“However, only right TPJ activity during risky decisions after social exclusion significantly mediated some degree of the relationship between resistance to peer influence and behavioral risk-taking after social exclusion.”
Quote in the paperSubstantial claim - Also stated in: § 3.4 fMRI data: Regression and mediation analyses focused on resistance to peer influence · boosted
- Findingown data
Making a safe decision (Stop > Go) was associated with greater activity in right lateral PFC, specifically in the inferior frontal gyrus.
“As expected, making a safe decision (Stop > Go) was associated with greater activity in right lateral PFC (see Table 1), specifically in the inferior frontal gyrus – a region frequently associated with self-regulation (Aron et al., 2004; Cohen, et al., 2013).”
Quote in the paperNot a substantial claim - Findingown data
Greater activation in right lPFC during Crash outcomes after social exclusion relative to before social exclusion (Crash post > Crash pre) was positively correlated with higher resistance to peer influence.
“Similarly, greater activation in right lPFC during Crash outcomes after social exclusion relative to before social exclusion (Crash post > Crash pre) was positively correlated with higher resistance to peer influence.”
Quote in the paperSubstantial claim - Findingown data
After social exclusion relative to before, safe decisions elicited greater responses in regions associated with social cognition, including bilateral TPJ and cortical midline structures.
“On average, after social exclusion relative to before, safe decisions elicited greater responses in regions associated with social cognition, including bilateral TPJ and cortical midline structures.”
- Also stated in: § 4.3 Mentalizing and decision-making · hedged
“Our novel finding that safe decisions elicited greater responses in bilateral TPJ, mPPC, and mPFC following social exclusion suggests that social cognitive processes play a role in decision-making for adolescents.”
Quote in the paperSubstantial claim - Also stated in: § 4.3 Mentalizing and decision-making · hedged
- Findingown data
There were no significant increases in neural responses during Go decisions following social exclusion versus prior to it.
“In contrast, there were no significant increases in neural responses during Go decisions following social exclusion versus prior to it (post Go > pre Go).”
Quote in the paperNot a substantial claim - Findingown data
The lPFC response was not a significant mediator of the relationship between RPI and greater risk-taking after social exclusion.
“Lower RPI was also associated with lower levels of activity in lPFC during crashes following social exclusion, but unlike rTPJ this response in lPFC was not a significant mediator of the relationship between RPI and greater risk-taking after social exclusion.”
Quote in the paperSubstantial claim - Findingown data
During risky decisions after social exclusion, RPI was positively correlated with responses in dorsal anterior cingulate cortex (ACC).
“During risky decisions after social exclusion (Go post > Stop post), RPI was negatively correlated with responses in several structures including the right TPJ (see Figure 4A), a region associated with mentalizing and attention-shifting (Mitchell, 2008; Scholz et al., 2009), and positively correlated with responses in dorsal anterior cingulate cortex (ACC), a region associated with error detection”
Quote in the paperSubstantial claim - Findingown data
Adolescents with greater susceptibility to peer influence (lower resistance to peer influence) took significantly more risks after being excluded by peers.
“Increased risky behavior following social exclusion correlated with low resistance to peer influence.”
- Also stated in: § 4.1 Behavioral effects of social exclusion on risk-taking · plain
“However, teens with greater susceptibility to peer influence did take significantly more risks after being excluded by peers, suggesting that individual differences may shape the strategies adolescents employ for risk decisions in social contexts (Monahan et al., 2009; Steinberg & Monahan, 2007).”
Quote in the paperSubstantial claim - Also stated in: § 4.1 Behavioral effects of social exclusion on risk-taking · plain
- Findingown data
The composite of real-world risk-taking behavior (CRT) was not significantly related to changes in risk decisions after social exclusion (r(18) = .21, ns).
“Neither social need satisfaction as assessed by the Need-Threat Scale (NTS), nor the composite of real-world risk-taking behavior (CRT), were significantly related to changes in risk decisions after social exclusion (rs(18) = −.14 and .21, respectively, ns).”
Quote in the paperNot a substantial claim - Findingown data
NTS was not significantly correlated with CRT (r(18) = −.27, ns).
“NTS was not significantly correlated with the CRT (r(18) = −.27, ns).”
Quote in the paperNot a substantial claim - Findingown data
None of the contrasts between decision events or outcome events across exclusion conditions produced significant interactions between exclusion conditions and decision events or outcome events.
“We also made comparisons between decision events (Go > Stop; Stop > Go) as well as between outcome events (Crash > NoCrash; NoCrash > Crash) across conditions (pre > post exclusion; post > pre-exclusion), but none of these contrasts produced any significant interactions between exclusion conditions and decision events or outcome events.”
Quote in the paperNot a substantial claim - Findingown data
After social exclusion relative to before, negative outcomes elicited greater responses in regions associated with self-regulation and negative affect, including lPFC and sACC.
“Furthermore, after social exclusion relative to before, negative outcomes elicited greater responses in regions associated with self-regulation and negative affect, including lPFC and sACC.”
- Also stated in: § 4.5 Negative affect, regulation, and outcome processing · plain
“It is worth noting that increased responses during Crash outcomes following social exclusion were observed in subgenual ACC and lPFC, regions that have been implicated in negative affect and emotion regulation.”
Quote in the paperSubstantial claim - Also stated in: § 4.5 Negative affect, regulation, and outcome processing · plain
- Findingown data
Social exclusion was associated with greater behavioral risk-taking among adolescents with low self-reported resistance to peer influence (RPI).
“In this particular context, exclusion was associated with greater behavioral risk-taking among adolescents with low self-reported resistance to peer influence (RPI).”
- Also stated in: § 3.1 Behavioral data · plain
“The degree of increase in risk-taking was negatively correlated with resistance to peer influence (RPI) scores (r(18) = −.55, p = .01; see Figure 2), revealing that adolescents with greater susceptibility to peer influence displayed larger increases in risky decisions after being socially excluded by peers.”
Quote in the paperSubstantial claim - Also stated in: § 3.1 Behavioral data · plain
- Findingown data
During risky decisions after social exclusion (Go post > Stop post), RPI was negatively correlated with responses in right TPJ.
“During risky decisions after social exclusion (Go post > Stop post), RPI was negatively correlated with responses in several structures including the right TPJ (see Figure 4A), a region associated with mentalizing and attention-shifting (Mitchell, 2008; Scholz et al., 2009), and positively correlated with responses in dorsal anterior cingulate cortex (ACC), a region associated with error detection”
- Also stated in: § Abstract · plain
“When making risky decisions after social exclusion, adolescents who had lower RPI exhibited higher levels of activity in right temporoparietal junction (rTPJ)”
Quote in the paperSubstantial claim - Also stated in: § Abstract · plain
- Findingown data
Social need satisfaction as assessed by the Need-Threat Scale (NTS) was not significantly related to changes in risk decisions after social exclusion (r(18) = −.14, ns).
“Neither social need satisfaction as assessed by the Need-Threat Scale (NTS), nor the composite of real-world risk-taking behavior (CRT), were significantly related to changes in risk decisions after social exclusion (rs(18) = −.14 and .21, respectively, ns).”
Quote in the paperNot a substantial claim - Findingown data
During negative outcomes after social exclusion (Crash post > NoCrash post), RPI was positively correlated with responses in both right and left lPFC.
“During negative outcomes after social exclusion (Crash post > NoCrash post), RPI was positively correlated with responses in both right and left lPFC (see Figure 4B).”
- Also stated in: § Abstract · plain
“Lower RPI was also associated with lower levels of activity in lPFC during crashes following social exclusion”
Quote in the paperNot a substantial claim - Also stated in: § Abstract · plain
- Findingown data
Making a risky decision (Go > Stop) elicited responses in the ventral striatum (VS).
“In addition, making a risky decision (Go > Stop) elicited responses in the ventral striatum (VS), a region consistently implicated in reward motivation (Knutson et al., 2008) and specifically responsive during Go decisions in a prior study using this paradigm (Chein et al., 2011).”
Quote in the paperNot a substantial claim - Findingown data
Adolescents with lower resistance to peer influence showed greater neural activation in right TPJ during risky decisions following social exclusion.
“In general, adolescents with low resistance to peer influence exhibited stronger activity during risky decisions in regions associated with social cognition including right TPJ, suggesting attention to the presence of peers and possible consideration of peer evaluations of adolescent decisions.”
- Also stated in: § 4.4 Resistance to peer influence, mentalizing during risky decisions, and regulation during negative outcomes · plain
“One of two particularly notable findings from the regression analyses is that while making risky decisions following social exclusion (Go post > Stop post), teens with lower resistance to peer influence demonstrated greater neural activation in right TPJ, a region associated with mentalizing (Table 3; Scholz et al., 2009; Van Overwalle & Baetens, 2009).”
Quote in the paperSubstantial claim - Also stated in: § 4.4 Resistance to peer influence, mentalizing during risky decisions, and regulation during negative outcomes · plain
- Findingown data
RPI was significantly negatively correlated with the composite of real-world risk-taking behavior (CRT) (r(18) = −.50, p = .024).
“As expected, the RPI was significantly negatively correlated with the CRT (r(18) = −.50, p = .024).”
Quote in the paperNot a substantial claim - Findingown data
Stop decisions after social exclusion compared to before were associated with greater activation in right dorsolateral PFC and regions implicated in social cognition including posterior cingulate cortex in mPPC, mPFC, bilateral TPJ, and medial OFC.
“Stop decisions after social exclusion compared to before (post Stop > pre Stop) were associated with greater activation in right dorsolateral PFC (dlPFC) and a number of regions implicated in social cognition, including posterior cingulate cortex in mPPC, mPFC, bilateral TPJ, and medial OFC (see Figure 3A).”
Quote in the paperSubstantial claim - Findingown data
Crash outcomes following social exclusion compared to before were associated with increased activation in subgenual anterior cingulate cortex (sACC), left ventrolateral PFC (vlPFC), and mPFC.
“Meanwhile, crash outcomes following social exclusion compared to before (post Crash > pre Crash) were associated with increased activation in subgenual anterior cingulate cortex (sACC), left ventrolateral PFC (vlPFC), and mPFC (see Figure 3B).”
Quote in the paperSubstantial claim - Findingown data
The typically-developing adolescents who participated in this study tended to engage in low rates of risky behavior such as substance use or affiliation with deviant peers.
“The typically-developing adolescents who participated in this study tended to engage in low rates of risky behavior such as substance use or affiliation with deviant peers, although there was meaningful variability in this measure that could provide clear a priori hypotheses about neural and behavioral differences.”
Quote in the paperNot a substantial claim - Interpretationown data
The results suggest that mentalizing and/or attentional mechanisms have a unique direct effect on adolescents' vulnerability to peer influence on risk-taking.
“The results suggest that mentalizing and/or attentional mechanisms have a unique direct effect on adolescents’ vulnerability to peer influence on risk-taking.”
Quote in the paperSubstantial claim - Premisecitation
Social exclusion or rejection by peers can negatively affect individual and interpersonal behavior through decreased self-regulation, aggression, and self-defeating actions.
“One particularly powerful and distressing form of social interaction is exclusion or rejection by peers (Williams, 2007), which can negatively affect individual and interpersonal behavior through decreased self-regulation (Baumeister et al., 2005), aggression (Ayduk et al., 2008), and self-defeating actions (Twenge et al., 2002).”
Quote in the paperSubstantial claim0 of 3 sources checked - Premisenone given
To the authors' knowledge, no prior study has examined the effect of social exclusion on risk-taking.
“Although previous work has examined the influence of peers on risk decisions using neuroimaging techniques (Chein et al., 2011), to our knowledge, no prior study has examined the effect of social exclusion on risk-taking.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Chein et al., 2011 source
Not checked in the free run.
- Interpretationreasoning
Collectively, these results suggest the existence of additional mechanisms for peer influence on decision-making during adolescence that vary according to the kind of social context experienced.
“Collectively, these results suggest the existence of additional mechanisms for peer influence on decision-making during adolescence that vary according to the kind of social context experienced.”
Quote in the paperSubstantial claim - Premisecitation
Adolescents exhibit enhanced reactivity in mPFC during mentalizing, relative to adults.
“A relatively consistent pattern in this line of inquiry is that adolescents exhibit enhanced reactivity in mPFC during mentalizing, relative to adults (Blakemore, 2008; Blakemore et al., 2007; Blakemore et al., 2010; Burnett et al., 2008; Gunther Moor et al., 2012; Pfeifer et al., 2009; Pfeifer & Blakemore, 2012; van den Bos et al., 2011; Wang et al., 2006).”
Quote in the paperSubstantial claim0 of 3 sources checked - Premisecitation
There is a linear increase in TPJ responses during mentalizing.
“Another emerging developmental pattern is a linear increase in TPJ responses during mentalizing (Gweon et al., 2012; van den Bos et al., 2011).”
Quote in the paperNot a substantial claim0 of 2 sources checked - Interpretationown data
Adolescents with less resistance to peer influence also experienced lower levels of social need satisfaction after social exclusion.
“The NTS was also significantly correlated with the RPI (r(18) = .51, p = .021), indicating that adolescents with less resistance to peer influence also experienced lower levels of social need satisfaction after social exclusion.”
Quote in the paperNot a substantial claim - Study design and conductcitation
The Cyberball game creates the subjective experience of being excluded.
“The social exclusion manipulation employed the Cyberball game (Williams et al., 2000) which creates the subjective experience of being excluded using a computerized ball-toss game played by the subject and two peers ostensibly connected via the Internet.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Williams et al., 2000 source
Not checked in the free run.
- Interpretationcitation
Mentalizing is a reasonable cognitive response to social exclusion in this paradigm.
“We suggest that mentalizing is a reasonable cognitive response to social exclusion in our paradigm, not only because mentalizing during decisions may reflect a concern with the peers’ evaluations of one’s decisions, but also because reactions to exclusion or rejection depend on the perceived intentions of the excluder (Molden et al., 2009; Smart Richman & Leary, 2009).”
Quote in the paperSubstantial claim0 of 2 sources checked - Interpretationcitation
Any potential additive effect of increased interaction would be a small contributor to the change in risk when compared to the effect of exclusion.
“While this possibility exists, we feel that any potential additive effect of increased interaction would be a small contributor to the change in risk when compared to the effect of exclusion.”
Quote in the paperSubstantial claim - Interpretationown data
These results illustrate the value of considering multiple pathways for social influence on risk-taking, especially the role of mentalizing regions.
“These results illustrate the value of considering multiple pathways for social influence that may vary according to the risk behaviors and interpersonal contexts being assessed, especially the role of mentalizing regions in social influences on risk-taking (Blakemore & Robbins, 2012; Pfeifer & Allen, 2012).”
Quote in the paperSubstantial claim0 of 2 sources checked- cites Blakemore & Robbins, 2012 source
Not checked in the free run.
- cites Pfeifer & Allen, 2012
Not checked in the free run.
- Interpretationown data
Following social exclusion, social cognitive processes play a role in adolescents' decision-making.
“Our novel finding that safe decisions elicited greater responses in bilateral TPJ, mPPC, and mPFC following social exclusion suggests that social cognitive processes play a role in decision-making for adolescents.”
- Also stated in: § 4.3 Mentalizing and decision-making · hedged
“Taken together, the enhanced response of regions involved in social cognition suggests that typically-developing adolescents may be considering the thoughts and potential evaluation of peers when deciding not to take risks after being socially excluded.”
Quote in the paperSubstantial claim - Also stated in: § 4.3 Mentalizing and decision-making · hedged
- Study design and conductreasoning
The study used a fixed sequence that could not counterbalance the order of pre- and post-exclusion rounds.
“Due to our concern that the potential affective, motivational, and regulatory consequences of social exclusion might linger through multiple rounds of the Stoplight task, we chose to run a fixed sequence which could not counterbalance the order of pre and post exclusion rounds.”
Quote in the paperSubstantial claim - Interpretationown data
Beyond a pathway previously identified in VS suggesting reward sensitivity may support some forms of peer influence on adolescent risk-taking, this study suggests two additional relevant pathways.
“Beyond a pathway previously identified in VS suggesting reward sensitivity may support some forms of peer influence on adolescent risk-taking (Chein et al., 2011), this study suggests two additional relevant pathways.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Chein et al., 2011 source
Not checked in the free run.
- Premisecitation
Subgenual ACC activation is common in tasks involving distress associated with social exclusion, negative self-referential processing, and reappraisal of negative emotion.
“Subgenual ACC activation is common in tasks involving distress associated with social exclusion (Masten et al., 2009; Sebastian et al., 2009), negative self-referential processing (Yoshimura et al., 2009), and reappraisal of negative emotion (Wager et al., 2008).”
Quote in the paperSubstantial claim0 of 3 sources checked - Interpretationreasoning
Following social exclusion, for adolescents with low resistance to peer influence, the expected value of high-risk rewards may become greater due to the increased motivational currency of social approval or social status.
“In the context of the current study, it may be that the expected value of high-risk rewards becomes greater due to the increased motivational currency of social approval or social status, particularly following an episode of social exclusion for adolescents with low resistance to peer influence.”
Quote in the paperSubstantial claim - Premisecitation
The ability to better regulate the effect of negative emotions may be related to the ability to make less emotional (more rational) decisions in peer contexts.
“The ability to better regulate the effect of negative emotions may be related to the ability to make less emotional (more rational) decisions in peer contexts (Figner et al., 2009).”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Figner et al., 2009 source
Not checked in the free run.
- Premisecitation
Bilateral TPJ, mPPC, and mPFC are centrally implicated in self-referential processing.
“All three regions are also centrally implicated in self-referential processing (D’Argembeau et al., 2007; Northoff et al., 2011; Pfeifer et al., 2007; Pfeifer et al., 2009; Pfeifer & Peake, 2011), raising the possibility that making safe decisions in such an amplified social-evaluative context may be more salient to adolescents’ social self-concept, although perhaps in a sample of high-risk teens”
Quote in the paperSubstantial claim0 of 3 sources checked - Interpretationreasoning
Varying neural response profiles during risky decisions and negative outcomes represent different strategies or approaches to decision-making following social exclusion that may help explain why some adolescents engage in risky behavior.
“Taken together, neural response profiles during processing of risky decisions and negative outcomes suggest that some teenagers are better able to regulate their actions and reactions following social exclusion, while other teenagers may experience an increase in the salience of the thoughts of peers after exclusion, or shift their attention from the choices at hand. These varying neural profiles”
Quote in the paperSubstantial claim - Interpretationreasoning
Boredom, fatigue, or adaptation is less likely to account for significant increases from pre to post exclusion, such as those observed in social cognition and regulatory regions.
“However, this explanation seems less likely to account for significant increases from pre to post exclusion, such as those observed in social cognition and regulatory regions.”
Quote in the paperSubstantial claim - Interpretationown data
lPFC activity, considered as a possible proxy for self-regulation, is not sufficient to explain the difference in post-exclusion risk related to resistance to peer influence.
“This indicates that lPFC activity (considered as a possible proxy for self-regulation) is not sufficient to explain the difference in post-exclusion risk related to RPI.”
Quote in the paperSubstantial claim - Interpretationreasoning
Teens with higher resistance to peer influence show more activity potentially related to self-regulation when experiencing negative outcomes in a peer context.
“Based on the aforementioned studies showing lPFC involvement in emotion regulation and suppression, this suggests that teens who are less susceptible to peer influence (i.e., those with higher RPI) show more activity potentially related to self-regulation when experiencing negative outcomes in a peer context.”
Quote in the paperSubstantial claim - Interpretationown data
When the outcome of a risky decision is known, engagement of lPFC in adolescents following social exclusion may indicate regulatory processes play a critical role in supporting healthy decisions, perhaps especially when negative affect is already high.
“Second, when the outcome of a risky decision is known, engagement of lPFC in adolescents following social exclusion may indicate regulatory processes likewise play a critical role in supporting healthy decisions, perhaps especially when negative affect is already high.”
Quote in the paperSubstantial claim - Premisecitation
A considerable number of Cyberball studies have found strong exclusion effects in between-subjects designs where one group received only the inclusion condition and another group received both inclusion and exclusion rounds.
“This view is informed by the considerable number of Cyberball studies that have found strong exclusion effects in between-subjects designs where one group received only the inclusion condition and another group received both inclusion and exclusion rounds (Boyes & French, 2009; Carter-Sowell et al., 2008; Geniole et al., 2011; van Beest & Williams, 2006).”
Quote in the paperSubstantial claim0 of 3 sources checked - Premisecitation
Bilateral TPJ, mPPC, and mPFC are associated with mentalizing and Theory of Mind.
“All three regions are associated with mentalizing and Theory of Mind (Scholz et al., 2009; Van Overwalle & Baetens, 2009), suggesting adolescents may be considering potential social evaluation by the peers who just excluded them and are currently watching their performance.”
Quote in the paperSubstantial claim0 of 2 sources checked - Interpretationown data
Beyond reward sensitivity, mentalizing and regulation processes also impact decision-making and outcome processing in ways that may amplify or buffer against risk-taking in adolescence.
“Beyond the contributions of reward sensitivity illustrated in prior research (Chein et al., 2011), the brain-behavior relationships illustrated here suggest that mentalizing and regulation processes also serve to impact decision-making and outcome processing in ways that may amplify or buffer against risk-taking in adolescence.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Chein et al., 2011 source
Not checked in the free run.
- Study design and conductreasoning
Contrasting each decision and outcome following exclusion with the same condition prior to exclusion controlled for basic effects of expected value and reward prediction error, enabling examination of effects specifically attributable to social contextual aspects of decisions.
“To achieve this, each decision (Go, Stop) and outcome (Crash No Crash) following exclusion was contrasted with the same condition prior to exclusion. This controlled for the basic effects of expected value and reward prediction error, enabling the examination of effects specifically attributable to social contextual aspects of decisions.”
Quote in the paperSubstantial claim
- May combine two claims. 17
- Classified as probably not a substantial claim. 17
May combine two claims.
Findingown dataCollapsed across pre- and post-exclusion conditions, safe decisions (Stop > Go) produced more activation in lPFC and risky decisions (Go > Stop) produced more activation in VS.
“Neuroimaging results of the main effect of decision type collapsed across pre- and postexclusion conditions confirmed activation in expected regions (Cohen et al., 2012; Aron et al., 2004; Knutson et al., 2008), with safe decisions (Stop > Go) producing more activation in lPFC and risky decisions (Go > Stop) producing more activation in VS.”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites Cohen et al., 2012
Not checked in the free run.
- cites Aron et al., 2004 source
Not checked in the free run.
- cites Knutson et al., 2008
Not checked in the free run.
May combine two claims.
Findingown dataAs a group, adolescents took more risks following social inclusion and subsequent exclusion in the Cyberball task, but the increase did not reach statistical significance in this small sample.
“As a group, adolescents took more risks following social inclusion and subsequent exclusion in the Cyberball task, although the increase did not reach statistical significance in this small sample.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
FindingreasoningCrash outcomes showed a similar but more pronounced pattern of activation than Stop decisions.
“A similar but more pronounced pattern of activation was found during Crash outcomes, most likely due to the auditory and visual effects of the car crash (see Table 1).”
Quote in the paperNot a substantial claimMay combine two claims.
Findingown dataRisky decisions increased following the social exclusion manipulation, but this effect failed to reach statistical significance (t(19) = 1.84, two-tailed p = .08).
“Risky decisions were found to increase following the social exclusion manipulation, but this effect failed to reach statistical significance (t(19) = 1.84, two-tailed p = .08).”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
Findingown dataStop decisions were associated with a robust response in primary sensory regions including temporal lobe (bilateral superior temporal gyrus) and occipital lobe (lingual gyrus).
“A robust response during Stop decisions was also found in primary sensory regions including temporal lobe (bilateral superior temporal gyrus) and occipital lobe (lingual gyrus), which likely reflect the auditory and visual effects of the car coming to a stop (i.e., the sound of tires squealing, the light turning red, and sudden cessation of movement).”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
Study design and conductown dataSeven subjects were excluded, leaving a total of 20 participants included in the analyses.
“Seven subjects were excluded, for various reasons: five for behavioral data lost due to software error, one for excessive movement that resulted in an unusable structural scan, and one due to scanner mechanical malfunction. Therefore, a total of 20 participants (10 girls, 10 boys, 14.0–16.8 years old, M = 15.3, SD = 0.8) were included in the following analyses.”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationAdolescents and adults utilize TPJ to ascertain what others think specifically about one's self, and adolescents engage in this reflective perspective-taking even when not prompted to do so.
“Prior work in our laboratory suggests that adolescents and adults also utilize TPJ to ascertain what others (parents, friends, and peers) think specifically about one’s self (Pfeifer et al., 2009), and that adolescents engage in this reflective perspective-taking even when they are not prompted to do so.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Pfeifer et al., 2009
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
InterpretationreasoningThe activation pattern during Crash outcomes most likely reflects the auditory and visual effects of the car crash.
“A similar but more pronounced pattern of activation was found during Crash outcomes, most likely due to the auditory and visual effects of the car crash (see Table 1).”
Quote in the paperNot a substantial claimMay combine two claims.
PremisecitationSingle experiences of social exclusion have been linked to decreased self-regulation, poor health choices, and taking irrational, self-defeating risks.
“Single experiences of social exclusion have been linked to decreased self-regulation (Baumeister et al., 2005; DeWall et al., 2008), poor health choices (Oaten et al., 2008), and taking irrational, self-defeating risks (Twenge et al., 2002).”
Quote in the paperSubstantial claim0 of 3 sources checked- cites Baumeister et al., 2005
Not checked in the free run.
- cites DeWall et al., 2008
Not checked in the free run.
- cites Oaten et al., 2008
Not checked in the free run.
Classified as probably not a substantial claim.
PremisecitationThe presence of peers during risk decisions heightened responses in VS and orbitofrontal cortex (OFC) more for adolescents than adults.
“A recent and highly relevant study examining peer influence on decision-making, for example, concluded that the presence of peers during risk decisions heightened responses in VS and orbitofrontal cortex (OFC) more for adolescents than adults (Chein et al., 2011).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Chein et al., 2011 source
Not checked in the free run.
Classified as probably not a substantial claim. May combine two claims.
Study design and conductcitationFive practice rounds were included to reduce presumed learning effects and allow risk performance to reach stable levels.
“Pilot sessions for this study, and previous studies using the Stoplight task (Chein et al., 2011), found learning effects in the form of higher behavioral risk performance during initial rounds of the task followed by decreased and more stable risk patterns thereafter. To reduce these presumed learning effects, five practice rounds were included to allow risk performance to reach stable levels.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Chein et al., 2011 source
Not checked in the free run.
Classified as probably not a substantial claim.
PremisecitationThe degree to which responses in VS increased under peer influence was inversely related to self-reported resistance to peer influence.
“The degree to which responses in VS increased under peer influence was inversely related to self-reported resistance to peer influence.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Chein et al., 2011 source
Not checked in the free run.
Classified as probably not a substantial claim.
Study design and conductown dataMonte Carlo simulations were conducted to determine the minimum cluster size needed for a family-wise error rate of .05, given a voxel-wise threshold of p = .005.
“Monte Carlo simulations were conducted using AlphaSim (implemented in Neuroelf) to determine the minimum cluster size needed for an FWE rate of .05, given a voxel-wise threshold of p = .005.”
Quote in the paperSubstantial claimMay combine two claims.
PremisecitationAdults engaged lPFC more than adolescents, but this was not impacted by peer presence.
“Adults engaged lPFC more than adolescents, but this was not impacted by peer presence.”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Chein et al., 2011 source
Not checked in the free run.
Probably not a substantial claim: may not pass S3 (load-bearing).
InterpretationreasoningThe sensory responses during Stop decisions likely reflect the auditory and visual effects of the car coming to a stop.
“A robust response during Stop decisions was also found in primary sensory regions including temporal lobe (bilateral superior temporal gyrus) and occipital lobe (lingual gyrus), which likely reflect the auditory and visual effects of the car coming to a stop (i.e., the sound of tires squealing, the light turning red, and sudden cessation of movement).”
Quote in the paperNot a substantial claimMay combine two claims.
Study design and conductown dataManipulation checks indicated that only 1 of 20 subjects explicitly expressed disbelief that they were interacting with real peers, while 90% either believed they were interacting with real peers or were not certain.
“Manipulation checks following the scanning procedure indicated that only 1 of the 20 subjects explicitly expressed disbelief that they were interacting with real peers, while 90% either believed they were interacting with real peers or were not certain (16 believed completely, 2 indicated they “weren’t sure,” 1 participant did not believe the peers were real, and 1 participant declined to respond”
Quote in the paperSubstantial claimMay combine two claims.
PremisecitationAdolescents exhibit decreased VS response to some reward conditions, or increased VS activity is associated with more adaptive functioning such as increased resistance to peer influence and decreased risky behavior.
“Complicating this view, however, are studies in which adolescents exhibit decreased VS response to some reward conditions (Geier et al., 2010; van Leijenhorst et al., 2010; and Bjork et al., 2010), or increased VS activity is associated with more adaptive functioning such as increased resistance to peer influence and decreased risky behavior (Pfeifer et al., 2011).”
Quote in the paperSubstantial claim0 of 3 sources checkedProbably not a substantial claim: may not pass S3 (load-bearing), S4 (based).
Study design and conductnone givenAny changes may also be due to other aspects of the intervening game of Cyberball, which featured both an inclusion and exclusion round.
“Any changes may also be due to other aspects of the intervening game of Cyberball, which featured both an inclusion and exclusion round.”
Quote in the paperNot a substantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationVentral lPFC has been identified in studies of negative affect following social exclusion, emotion regulation in labeling negative affect, and negative emotion reappraisal.
“Similarly, ventral lPFC has also been identified in studies of negative affect following social exclusion (Sebastian et al., 2009), emotion regulation in labeling negative affect (Lieberman et al., 2007), and negative emotion reappraisal (Wager et al., 2008).”
Quote in the paperNot a substantial claim0 of 3 sources checkedMay combine two claims.
InterpretationreasoningPoor performance in the presence of peers (crashing) following exclusion generates even greater negative emotion and subsequent emotional regulation, which may include labeling or reappraisal.
“Collectively, the pattern of increased activity in this network of regions points to the possibility that poor performance in the presence of peers (crashing) following exclusion generates even greater negative emotion and subsequent emotional regulation (which may include labeling or reappraisal).”
Quote in the paperSubstantial claimClassified as probably not a substantial claim.
PremisecitationThe current dominant perspective is that peer influences on risk-taking are exerted primarily via heightened reward sensitivity.
“The current dominant perspective is that peer influences are exerted on risk-taking primarily via heightened reward sensitivity (e.g., Chein et al., 2011).”
Quote in the paperSubstantial claim0 of 1 sources checked- cites Chein et al., 2011 source
Not checked in the free run.
Classified as probably not a substantial claim.
InterpretationreasoningMaking safe decisions in an amplified social-evaluative context may be more salient to adolescents' social self-concept.
“raising the possibility that making safe decisions in such an amplified social-evaluative context may be more salient to adolescents’ social self-concept, although perhaps in a sample of high-risk teens the pattern would be reversed, as suggested by the brain-behavior correlations between RPI and right TPJ during risky decisions after social exclusion.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing). May combine two claims.
PremisecitationDecisions are assumed to track increased expected value, and social reward can influence value calculations.
“From a reward-learning perspective, decisions are assumed to track increased expected value (Niv & Montague, 2008; Schultz, 2010) and social reward can influence value calculations (Evans et al., 2011; Fehr, 2009).”
Quote in the paperNot a substantial claim0 of 3 sources checked- cites Niv & Montague, 2008
Not checked in the free run.
- cites Schultz, 2010 source
Not checked in the free run.
- cites Evans et al., 2011
Not checked in the free run.
Classified as probably not a substantial claim. May combine two claims.
Study design and conductreasoningBecause the post-exclusion round was always performed after the pre-exclusion round, any changes observed in neural responses may be due simply to boredom, fatigue, or adaptation (repetition suppression), particularly significant decreases.
“The post-exclusion round was always performed after the pre-exclusion round, and as such any changes observed in neural responses may be due simply to boredom, fatigue, or adaptation (repetition suppression) – particularly significant decreases.”
Quote in the paperSubstantial claimMay combine two claims.
Interpretationown dataEngagement of TPJ in adolescents following social exclusion may be associated with mentalizing processes and/or shifting attention away from the decision, which mediates relations between resistance to peer influence and behavioral risk-taking after social exclusion.
“First, at the point of making a decision, engagement of TPJ in adolescents following social exclusion may be associated with mentalizing processes and/or shifting attention away from the decision, which mediates relations between resistance to peer influence and behavioral risk-taking after social exclusion.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
InterpretationreasoningInteraction with peers during Cyberball could result in increased awareness of peers that influenced risk without being due specifically to exclusion.
“It is possible that interaction with peers during Cyberball could result in increased awareness of peers that influenced risk without being due specifically to exclusion.”
Quote in the paperNot a substantial claimMay combine two claims.
Interpretationown dataAdolescents with lower resistance to peer influence may experience divided attention, including thinking more about the thoughts of peers who excluded them, and these attention-shifting and mentalizing processes may affect their risk decisions.
“These results suggest that, in contrast to teens with higher resistance to peer influence, adolescents with lower resistance to peer influence may be experiencing divided attention – which may include thinking more about the thoughts of the peers who just excluded them – and these processes of attention-shifting and mentalizing may affect their risk decisions.”
Quote in the paperSubstantial claimMay combine two claims.
InterpretationreasoningIn normative development, TPJ engagement following social exclusion may be associated with playing it safe, but in youth with low self-reported resistance to peer influence it may instead facilitate more risky behavior.
“Thus, in normative development, this may actually be associated with playing it safe, but in youth with low self-reported resistance to peer influence it may instead facilitate more risky behavior.”
Quote in the paperSubstantial claimProbably not a substantial claim: may not pass S3 (load-bearing).
PremisecitationThe effects of emotional preferences on decision-making are mediated by mentalizing networks, including TPJ regions.
“This is consistent with a recent study showing that the effects of emotional preferences on decision-making are mediated by mentalizing networks (Evans et al., 2011), including the TPJ regions found in the current study.”
Quote in the paperNot a substantial claim0 of 1 sources checked- cites Evans et al., 2011
Not checked in the free run.
The paper relies on this without support.
The pre- versus post-exclusion Stoplight comparison isolates the effect of social exclusion, with no confounding by repeated testing, time, fatigue, or order.
“After being trained on the task by playing five rounds alone (to eliminate learning effects), subjects first complete the Stoplight task while the peers are watching, then play the Stoplight task again after an experience of being excluded from a different game by the peers.”
“Following the Cyberball game, subjects completed the Stoplight task again and were told that their performance was still being watched, again by the same peers that previously excluded them from the Cyberball game (post-exclusion condition).”
Claims other papers make about this one
Each is checked against this paper’s own text: does it say what the citing paper says it does?
Adolescents are particularly sensitive to peer rejection and social approval.
“Adolescents are particularly sensitive to peer rejection 137-139 and social approval. 140”
From The Lancet Psychiatry Commission on youth mental health (2024) · cites this paper as [137]
The cited paper supports the peer-rejection part: Discussion §4.1 reports that adolescents more susceptible to peer influence took significantly more risks after peer exclusion. It does not establish that adolescents are particularly sensitive to rejection relative to other age groups, and it emphasizes variation among adolescents. The separate citation after “social approval” is not judged here. (LLM, conf=0.78)
Experimental — accuracy not yet measuredActivation in the temporal parietal junction, an area of the brain involved in self-other metalizing, mediates the relationship between adolescents' increased risk taking and their ability to resist peer influence, specifically after experiencing social exclusion.
“Instead these studies have found activation in the temporal parietal junction, an area of the brain involved in self-other metalizing, to mediate the relationship between adolescents’ increased risk taking and their ability to resist peer influence, specifically after experiencing social exclusion”
From Becoming a sexual being: The “elephant in the room” of adolescent brain development (2017) · cites this paper as Peake et al., 2013
Other studies have not replicated the result that increased VS activation is associated with increased risk taking in the presence of peers.
“while other studies have not replicated this result”
From Becoming a sexual being: The “elephant in the room” of adolescent brain development (2017) · cites this paper as Peake et al., 2013
In tasks involving peer rejection, adolescents show increased activation of ACC and mPFC, regions associated with depression and social pain.
“Similarly, in tasks involving peer rejection, adolescents show increased activation of ACC and mPFC, regions which have been associated with depression and social pain; individual difference factors like rejection sensitivity, depression and resistance to peer influence may moderate these effects [53,54].”
From The neuroscience of emotion regulation development: Implications for education (2016) · cites this paper as [54]
Individual difference factors like rejection sensitivity, depression and resistance to peer influence may moderate the effects of peer rejection on ACC and mPFC activation.
“Similarly, in tasks involving peer rejection, adolescents show increased activation of ACC and mPFC, regions which have been associated with depression and social pain; individual difference factors like rejection sensitivity, depression and resistance to peer influence may moderate these effects [53,54].”
From The neuroscience of emotion regulation development: Implications for education (2016) · cites this paper as [54]
Prior research has largely examined adolescent decision making and reward sensitivity within a social vacuum, although studies are emerging that examine adolescent decision making in a social context.
“Prior research has largely examined adolescent decision making and reward sensitivity within a social vacuum, although studies are emerging that examine adolescent decision making in a social context (e.g., Peake et al., 2013, Braams et al., 2014, Chein et al., 2010).”
From Dopaminergic reward sensitivity can promote adolescent health: a new perspective on the mechanism of ventral striatum activation (2016) · cites this paper as Peake et al., 2013
The "peer influenced" adolescents also showed less activation of dlPFC when experiencing the consequences of said risks.
“The “peer influenced” adolescents also showed less activation of dlPFC when experiencing the consequences of said risks.”
From Adolescent neurobiological susceptibility to social context (2016) · cites this paper as Peake et al., 2013
This effect was mediated by increased activation of rostral TPJ (rTPJ) as adolescents made risky driving decisions while supposedly being watched by the rejecting peers.
“This effect was mediated by increased activation of rostral TPJ (rTPJ) as adolescents made risky driving decisions while supposedly being watched by the rejecting peers.”
From Adolescent neurobiological susceptibility to social context (2016) · cites this paper as Peake et al., 2013
Being excluded from Cyberball was related to more risk-taking on Stoplight in adolescents (ages 14-17) who were less able to resist the influence of peers.
“Peake et al. (2013) found that being excluded from Cyberball was related to more risk-taking on Stoplight in adolescents (ages 14–17) who were less able to resist the influence of peers.”
From Adolescent neurobiological susceptibility to social context (2016) · cites this paper as Peake et al., 2013
Statistics recomputed
Every reported test result, recomputed from its test statistic and degrees of freedom. A result shows as not adding up only once an independent check has confirmed it.
- Consistentr(18) = -0.55reported p = .01 · recomputed p = .012
“r(18) = −.55, p = .01”
- Consistentr(18) = -0.5reported p = .024 · recomputed p = .025
“r(18) = −.50, p = .024”
- Consistentr(18) = 0.51reported p = .021 · recomputed p = .022
“r(18) = .51, p = .021”
- Consistentr(18) = -0.27reported n.s. · recomputed p = .250
“r(18) = −.27, ns”
Self-check
Percentages, sums and reported differences re-computed from the paper’s own numbers.
Self-check results appear here once an independent check has confirmed them.
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“All three regions are also centrally implicated in self-referential processing (D'Argembeau et al., 2007; Northoff et al., 2011; Pfeifer et al., 2007; Pfeifer et al., 2009; Pfeifer & Peake, 2011), raising the possibility that making safe decisions in such an amplified social-evaluative context may be more salient to a…”
Peer ecology of male adolescent drug use
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InfluentialPredicting early adolescent disorder from childhood aggression and peer rejection.
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InfluentialAdolescent Peer Crowd Affiliation: Linkages With Health-Risk Behaviors and Close Friendships
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- Authors
- Peake, S. J., Dishion, T. J., Stormshak, E. A., Moore, W. E., & Pfeifer, J. H.
- Affiliations
- University of Oregon (US)
- Arizona State University (US)
- Corresponding author
- Pfeifer, Jennifer H.
- Venue
- NeuroImage
- Publisher
- Elsevier BV
- Published
- 2013-11
- Volume
- 82
- Pages
- 23-34
- ISSN
- 1053-8119 (ISSN-L)
- PMC
- PMC3820094
- OpenAlex
- W2163515328
- Cited by
- 147
- References
- 104
- Citations by year
- 2026: 3 · 2025: 6 · 2024: 8 · 2023: 5 · 2022: 11 · 2021: 23 · 2020: 15 · 2019: 13 · 2018: 18 · 2017: 14 · 2016: 9 · 2015: 12 · 2014: 8 · 2013: 2
- FWCI
- 5.65
- Type
- journal article
- Language
- en
- Open access
- green
- www.ncbi.nlm.nih.gov
- Locations
- NeuroImage (publishedVersion)
- PubMed (publishedVersion)
- PubMed Central (acceptedVersion)
- Funders
- National Institute on Drug Abuse to the Center on Early Adolescence (DA018760)
- NIMH Development, Emotion, Ecology, and Psychopathology Research Training (5T32-MH20012)
- Topics
- Life Sciences › Neuroscience › Cognitive Neuroscience › Neural and Behavioral Psychology Studies
- Social Sciences › Psychology › Social Psychology › Death Anxiety and Social Exclusion
- Social Sciences › Psychology › Social Psychology › Bullying, Victimization, and Aggression
- Keywords
- social exclusion, risk-taking, risky decision making, peer influence, resistance to peer influence, adolescents, temporoparietal junction, prefrontal cortex, mentalization, attention, mediation
- MeSH terms
- Adolescent, Brain, Brain Mapping, Decision Making, Female, Humans, Image Interpretation, Computer-Assisted, Magnetic Resonance Imaging, Male, Peer Group, Risk-Taking, Psychological Distance
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Registry, retraction, Cites and statistics results are computed, not judged, with one exception: a printed reference that no index lists is read once by a model before it counts as a citation error. Claims are extracted by a model and kept only when their quote appears verbatim in the text; each cited source is then checked, with a model’s help, for whether it says what the claim relies on. Those verdicts can be wrong — read the claim’s quote and the cited source before relying on one.
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