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  • Title: ➤  Neural Dynamics Of Learning And Predicting Others' Choices
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  • Internet Archive ID: osf-registrations-4a28z-v1

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Although mechanisms underlying decisions made for ourselves are well-explored, predictions of other’s choices remain relatively understudied. Recent evidence indicates that decisions for the self and another person may be performed by the same underlying cognitive mechanisms (Bavard et al., 2023), although this seems to depend on factors such as the perceived self-other similarity (Stuchlý et al., 2024). On the brain dynamics level, studies on mentalising and perspective-taking give an inconsistent picture, identifying both similarities (Jenkins et al., 2008) and differences (Tamir & Mitchell, 2010) when representing oneself vs. another person. The few studies which investigated the brain signal of predicting decisions more specifically (e.g., Harris et al., 2018) are, likewise, not conclusive or comprehensive, as they have only used vaguely described hypothetical others, making it impossible to quantify aspects such as self-other similarity or to determine the accuracy of the predicted decisions. The aim of the current study is to fill this gap by identifying and comparing the neural underpinnings of making decisions for oneself and when predicting decisions of another agent in a more information-rich environment. Participants will first make risky choices for themselves; then observe the choices of another (artificial) agent and learn their risk preference; and finally predict how this agent would decide on the same set of options that participants completed for themselves. Importantly, participants will observe and predict for one similar and one dissimilar agent, where we will precisely adjust the self-other risk preference similarity based on participants’ own risk preference. Most important is the question of whether we find evidence of the same brain signal encoding decisions for oneself and the decisions predicted for another agent (similar, dissimilar or both).

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  • Added Date: 2024-02-01 07:01:15
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