Stochastic decisions support optimal foraging of volatile environments, and are disrupted by anxiety.

IF 2.5 3区 医学 Q2 BEHAVIORAL SCIENCES Cognitive Affective & Behavioral Neuroscience Pub Date : 2025-01-09 DOI:10.3758/s13415-024-01256-y
Alex Lloyd, Ryan McKay, Nicholas Furl
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Abstract

Adolescence is a developmental period of relative volatility, where the individual experiences significant changes to their physical and social environment. The ability to adapt to the volatility of one's surroundings is an important cognitive ability, particularly while foraging, a near-ubiquitous behaviour across the animal kingdom. As adolescents experience more volatility in their surroundings, we predicted that this age group would be more adept than adults at using exploration to adjust to volatility. We employed a foraging task with a well-validated computational model to characterise the mechanisms of exploration in volatile environments, preregistering the hypothesis that adolescents (aged 16-17; N = 91) would exhibit more optimal adaptation of their learning rate to changes in environmental volatility compared with adults (aged 24+; N = 90). However, surprisingly, both adolescents and adults exhibited suboptimal adjustment of their learning rate to environmental volatility. In contrast to the learning rate, it was instead participants' stochasticity (i.e., decision variability) that better resembled the adjustment to volatility made by the optimal RL agent. Although heightened stochasticity in the volatile environment led participants to more often trial different responses that facilitated discovery of changes to the environment, we also found that anxiety impaired this adaptive ability. The finding of heightened stochasticity in volatile environments contradicts expectations that the learning rate is responsible for successful adaptation and motivates future work on the deleterious role that anxiety plays when adolescents manage periods of transition.

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随机决策支持在不稳定的环境中进行最佳觅食,但会被焦虑打乱。
青春期是一个相对不稳定的发展时期,在这个时期,个人经历了身体和社会环境的重大变化。适应环境变化的能力是一种重要的认知能力,尤其是在觅食时,这是动物王国中几乎无处不在的行为。由于青少年在他们的环境中经历了更多的波动,我们预测这个年龄组将比成年人更善于利用探索来适应波动。我们采用了一个具有良好验证的计算模型的觅食任务来表征在动荡环境中的探索机制,预先记录了青少年(16-17岁;(N = 91)与成人(24岁以上;N = 90)。然而,令人惊讶的是,青少年和成年人都表现出对环境波动的学习速度的次优调整。与学习率相反,参与者的随机性(即决策可变性)更类似于最优RL代理对波动率的调整。虽然在不稳定的环境中,随机性的提高使参与者更频繁地尝试不同的反应,以促进发现环境的变化,但我们也发现焦虑损害了这种适应能力。在不稳定的环境中发现的高度随机性与预期的学习率是成功适应的原因相矛盾,并激发了未来关于焦虑在青少年管理过渡时期所起的有害作用的研究。
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来源期刊
CiteScore
5.00
自引率
3.40%
发文量
64
审稿时长
6-12 weeks
期刊介绍: Cognitive, Affective, & Behavioral Neuroscience (CABN) offers theoretical, review, and primary research articles on behavior and brain processes in humans. Coverage includes normal function as well as patients with injuries or processes that influence brain function: neurological disorders, including both healthy and disordered aging; and psychiatric disorders such as schizophrenia and depression. CABN is the leading vehicle for strongly psychologically motivated studies of brain–behavior relationships, through the presentation of papers that integrate psychological theory and the conduct and interpretation of the neuroscientific data. The range of topics includes perception, attention, memory, language, problem solving, reasoning, and decision-making; emotional processes, motivation, reward prediction, and affective states; and individual differences in relevant domains, including personality. Cognitive, Affective, & Behavioral Neuroscience is a publication of the Psychonomic Society.
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