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Assessing and correcting for regression toward the mean in deviance-induced social conformity

机译:评估和纠正偏离导致的社会整合中的均值回归

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摘要

Our understanding of the mechanisms underlying social conformity has recently advanced due to the employment of neuroscience methodology and novel experimental approaches. Most prominently, several studies have demonstrated the role of neural reinforcement-learning processes in conformal adjustments using a specifically designed and frequently replicated paradigm. Only very recently, the validity of the critical behavioral effect in this very paradigm was seriously questioned, as it invites the unwanted contribution of regression toward the mean. Using a straightforward control-group design, we corroborate this recent finding and demonstrate the involvement of statistical distortions. Additionally, however, we provide conclusive evidence that the paradigm nevertheless captures behavioral effects that can only be attributed to social influence. Finally, we present a mathematical approach that allows to isolate and quantify the paradigm’s true conformity effect both at the group level and for each individual participant. These data as well as relevant theoretical considerations suggest that the groundbreaking findings regarding the brain mechanisms of social conformity that were obtained with this recently criticized paradigm were indeed valid. Moreover, we support earlier suggestions that distorted behavioral effects can be rectified by means of appropriate correction procedures.
机译:由于采用了神经科学方法论和新颖的实验方法,我们最近对社会整合背后的机制的理解有所提高。最显着的是,一些研究已经证明了使用专门设计并经常复制的范式进行神经强化学习过程在适形调整中的作用。直到最近,这种行为范式中关键行为效果的有效性才受到严重质疑,因为它引起了回归对均值的有害贡献。使用简单的对照组设计,我们证实了这一最新发现,并证明了统计失真的存在。但是,此外,我们提供了确凿的证据,表明该范式仍然捕获了只能归因于社会影响力的行为影响。最后,我们提出了一种数学方法,该方法可以隔离和量化范例在小组级别以及每个参与者的真实整合效果。这些数据以及相关的理论考虑表明,这种最近被批评的范式所获得的关于社会整合的大脑机制的开创性发现确实是正确的。此外,我们支持较早的建议,即可以通过适当的纠正程序来纠正扭曲的行为效果。

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