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时间折扣的进化起源:跨物种建模时间和不确定性如何约束最优决策策略。

Evolutionary origins of temporal discounting: Modeling how time and uncertainty constrain optimal decision-making strategies across taxa.

机构信息

Department of Anthropology, University of Nevada Las Vegas, Las Vegas, Nevada, United States of America.

University of California, San Luis Obispo, California, United States of America.

出版信息

PLoS One. 2024 Nov 12;19(11):e0310658. doi: 10.1371/journal.pone.0310658. eCollection 2024.

Abstract

The propensity of humans and non-human animals to discount future returns for short-term benefits is well established. This contrasts with the ability of organisms to unfold complex developmental sequences over months or years efficiently. Research has focused on various descriptive and predictive parameters of 'temporal discounting' in behavior, and researchers have proposed models to explain temporal preference in terms of fitness-maximizing outcomes. Still, the underlying ultimate cause of this phenomenon has not been deeply explored across taxa. Here, we propose an ultimate (i.e., evolutionary) causal explanation for the selection of temporal discounting largely conserved across taxa. We propose that preference for a short-term reward (e.g., heightened impulsivity) often is less than optimal and likely is the product of constraints imposed on natural selection with respect to predicting events in a temporal framework in the context of future uncertainty. Using a simple Newtonian model for time across a fitness landscape in which movement by organisms is only possible in one direction, we examine several factors that influence the ability of an organism to choose a distant reward over a more temporally proximate reward: including the temporal distance of the far reward, the relative value of the distant reward, and the effect of uncertainty about the value and presence of the distant reward. Our results indicate that an organism may choose a more distant reward, but only if it is not too far into the future and has a substantially higher-value fitness payoff relative to the short-term reward. Notably, any uncertainty about the distant reward made it extremely unlikely for an organism to choose the delayed reward strategy compared to choosing a closer reward, even if the distant reward had a much higher payoff because events that are uncertain are only partially visible to natural selection pressures. The results help explain why natural selection is constrained to promote more optimal behavioral strategies and why it has difficulty selecting a distant reward over a lower-value short-term reward. The degree of uncertainty is an especially salient ecological variable in promoting and preferencing short-term behavioral strategies across taxa. These results further help illustrate why, from an ultimate causal perspective, human and non-human taxa have difficulty making more optimal long-term decisions.

摘要

人类和非人类动物都有从短期利益中折现未来回报的倾向,这一点已得到充分证实。相比之下,生物能够高效地在数月或数年内展开复杂的发育序列。研究集中于行为中“时间折扣”的各种描述性和预测性参数,研究人员提出了一些模型,根据适应度最大化的结果来解释时间偏好。然而,这种现象的根本原因在不同类群中还没有被深入探讨。在这里,我们提出了一个普遍存在于不同类群中的时间折扣选择的终极(即进化)因果解释。我们提出,对短期奖励的偏好(例如,增强的冲动性)往往不是最优的,可能是由于在未来不确定的情况下,在时间框架内预测事件对自然选择的限制所导致的。我们使用一个简单的牛顿模型来表示跨越适应度景观的时间,在这个模型中,生物只能朝一个方向移动,我们研究了几个因素,这些因素影响着生物选择远距离奖励而不是更接近的奖励的能力:包括遥远奖励的时间距离、遥远奖励的相对价值,以及遥远奖励的价值和存在的不确定性的影响。我们的结果表明,生物体可能会选择更遥远的奖励,但前提是它不会离得太远,并且与短期奖励相比,有一个实质性更高价值的适应度回报。值得注意的是,即使遥远的奖励回报更高,因为不确定的事件只对自然选择压力有部分可见,任何对遥远奖励的不确定性都使得生物体极不可能选择延迟奖励策略,而选择更接近的奖励。这些结果有助于解释为什么自然选择受到限制,只能促进更优的行为策略,以及为什么它难以选择遥远的奖励而不是低价值的短期奖励。不确定性的程度是促进和偏好跨类群短期行为策略的一个特别显著的生态变量。这些结果进一步说明了为什么从终极因果的角度来看,人类和非人类类群在做出更优的长期决策方面存在困难。

https://cdn.ncbi.nlm.nih.gov/pmc/blobs/3f4f/11556739/9180d26c43dc/pone.0310658.g001.jpg

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