Marciano Déborah, Bellier Ludovic, Mayer Ida, Ruvalcaba Michael, Lee Sangil, Hsu Ming, Knight Robert T
Helen Wills Neuroscience Institute, University of California, Berkeley.
Haas Business School, University of California, Berkeley.
bioRxiv. 2023 Apr 18:2023.04.18.537382. doi: 10.1101/2023.04.18.537382.
Expectations are often dynamic: any sports fan knows that expectations are rapidly updated as games unfold. Yet expectations have traditionally been studied as static. Here, using slot machines as a case study, we provide parallel behavioral and electrophysiological evidence of sub-second moment-to-moment changes in expectations. In Study 1, we show that the dynamics of the EEG signal before the slot machine stopped differed depending on the nature of the outcome, including not only whether the participant won or lost, but also how close they came to winning. In line with our predictions, Near Win Before outcomes (the slot machine stops one item before a match) were similar to Wins, but different than Near Win After (the machine stops one item after a match) and Full Miss (the machine stops two or three items from a match). In Study 2, we designed a novel behavioral paradigm to measure moment-to-moment changes in expectations via dynamic betting. We found that different outcomes also elicited unique expectation trajectories in the deceleration phase. Notably, these behavioral expectation trajectories paralleled Study 1's EEG activity in the last second prior to the machine's stop. In Studies 3 (EEG) and 4 (behavior) we replicated these findings in the loss domain where a match entails a loss. Again, we found a significant correlation between behavioral and EEG results. These four studies provide the first evidence that dynamic sub-second updates in expectations can be behaviorally and electrophysiologically measured. Our findings open up new avenues for studying the ongoing dynamics of reward expectations and their role in healthy and unhealthy cognition.
任何体育迷都知道,随着比赛的进行,期望会迅速更新。然而,传统上对期望的研究都是静态的。在此,我们以老虎机为案例研究,提供了行为和电生理方面的平行证据,证明期望在亚秒级时刻到时刻的变化。在研究1中,我们表明,老虎机停止前脑电图信号的动态变化取决于结果的性质,这不仅包括参与者是赢还是输,还包括他们离赢有多近。与我们的预测一致,“赢前接近”结果(老虎机在匹配前一个项目停止)与赢相似,但与“赢后接近”(机器在匹配后一个项目停止)和“完全未中”(机器在与匹配相差两个或三个项目处停止)不同。在研究2中,我们设计了一种新颖的行为范式,通过动态投注来测量期望的时刻到时刻的变化。我们发现,不同的结果在减速阶段也会引发独特的期望轨迹。值得注意的是,这些行为期望轨迹与研究1中机器停止前最后一秒的脑电图活动相似。在研究3(脑电图)和研究4(行为)中,我们在损失领域重复了这些发现,在该领域中匹配意味着损失。同样,我们发现行为和脑电图结果之间存在显著相关性。这四项研究首次证明,期望的动态亚秒级更新可以通过行为和电生理方式进行测量。我们的发现为研究奖励期望的持续动态及其在健康和不健康认知中的作用开辟了新途径。