Vivar-Lazo Miguel, Fetsch Christopher R
Zanvyl Krieger Mind/Brain Institute, Johns Hopkins University, Baltimore, MD, USA.
Solomon H. Snyder Department of Neuroscience, Johns Hopkins University, Baltimore, MD, USA.
bioRxiv. 2024 Sep 27:2024.08.06.606833. doi: 10.1101/2024.08.06.606833.
Decision confidence plays a key role in flexible behavior and (meta)cognition, but its underlying neural mechanisms remain elusive. To uncover the latent dynamics of confidence formation at the level of population activity, we designed a decision task for nonhuman primates that measures choice, reaction time, and confidence with a single eye movement on every trial. Monkey behavior was well fit by a bounded accumulator model instantiating parallel processing of evidence, rejecting a serial model in which the choice is resolved first followed by post-decision accumulation for confidence. Neurons in area LIP reflected concurrent accumulation, exhibiting covariation of choice and confidence signals across the population, and within-trial dynamics consistent with parallel updating at near-zero time lag. The results demonstrate that monkeys can process a single stream of evidence in service of two computational goals simultaneously-a categorical decision and associated level of confidence-and illuminate a candidate neural substrate for this ability.
决策信心在灵活行为和(元)认知中起着关键作用,但其潜在的神经机制仍然难以捉摸。为了在群体活动层面揭示信心形成的潜在动态,我们为非人类灵长类动物设计了一个决策任务,该任务通过每次试验中的单次眼球运动来测量选择、反应时间和信心。猴子的行为很好地拟合了一个有界累加器模型,该模型实例化了证据的并行处理,拒绝了一种串行模型,即先做出选择,然后在决策后进行信心累加。LIP区域的神经元反映了同时累加,在群体中表现出选择和信心信号的协变,以及与近零时间滞后的并行更新一致的试验内动态。结果表明,猴子可以同时处理单一的证据流以服务于两个计算目标——分类决策和相关的信心水平——并阐明了这种能力的候选神经基质。