Max Planck UCL Centre for Computational Psychiatry and Ageing Research, WC1B 5EH, London, UK.
Wellcome Centre for Human Neuroimaging, University College London, WC1N 3BG, London, UK.
Cogn Affect Behav Neurosci. 2022 Oct;22(5):969-983. doi: 10.3758/s13415-022-01009-9. Epub 2022 May 19.
Deciding between exploring new avenues and exploiting known choices is central to learning, and this exploration-exploitation trade-off changes during development. Exploration is not a unitary concept, and humans deploy multiple distinct mechanisms, but little is known about their specific emergence during development. Using a previously validated task in adults, changes in exploration mechanisms were investigated between childhood (8-9 y/o, N = 26; 16 females), early (12-13 y/o, N = 38; 21 females), and late adolescence (16-17 y/o, N = 33; 19 females) in ethnically and socially diverse schools from disadvantaged areas. We find an increased usage of a computationally light exploration heuristic in younger groups, effectively accommodating their limited neurocognitive resources. Moreover, this heuristic was associated with self-reported, attention-deficit/hyperactivity disorder symptoms in this population-based sample. This study enriches our mechanistic understanding about how exploration strategies mature during development.
在探索新途径和利用已知选择之间做出决策是学习的核心,这种探索-利用权衡在发展过程中发生变化。探索不是一个单一的概念,人类会运用多种不同的机制,但对于它们在发展过程中的具体出现情况知之甚少。本研究使用了成人中经过验证的任务,在来自弱势地区的种族和社会多样化学校中,对儿童期(8-9 岁,N=26;女性 16 名)、青少年早期(12-13 岁,N=38;女性 21 名)和青少年晚期(16-17 岁,N=33;女性 19 名)之间的探索机制变化进行了调查。我们发现,年轻组中使用了一种计算上较轻的探索启发式方法,有效地适应了他们有限的神经认知资源。此外,在这个基于人群的样本中,这种启发式方法与自我报告的注意力缺陷/多动障碍症状有关。这项研究丰富了我们对探索策略在发展过程中成熟的机制理解。