Meta-Analysis Reveals That Explore-Exploit Decisions are Dissociable by Activation in the Dorsal Lateral Prefrontal Cortex, Anterior Insula, and the Dorsal Anterior Cingulate Cortex.

Daniel Sazhin, Abraham Dachs, David V Smith
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Abstract

Explore-exploit research faces challenges in generalizability due to a limited theoretical basis for exploration and exploitation. Neuroimaging can help identify whether explore-exploit decisions involve an opponent processing system to address this issue. Thus, we conducted a coordinate-based meta-analysis (N=23 studies) finding activation in the dorsal lateral prefrontal cortex, anterior insula, and anterior cingulate cortex during exploration versus exploitation, which provides some evidence for opponent processing. However, the conjunction of explore-exploit decisions was associated with activation in the dorsal anterior cingulate cortex and dorsal medial prefrontal cortex, suggesting that these brain regions do not engage in opponent processing. Furthermore, exploratory analyses revealed heterogeneity in brain responses between task types during exploration and exploitation respectively. Coupled with results suggesting that activation during exploration and exploitation decisions is generally more similar than it is different suggests that there remain significant challenges in characterizing explore-exploit decision making. Nonetheless, dorsal lateral prefrontal cortex, anterior insula, and dorsal anterior cingulate cortex activation differentiate explore and exploit decisions and identifying these responses can aid in targeted interventions aimed at manipulating these decisions.

元分析表明,探索-利用决策可通过前额叶背外侧皮层和前扣带皮层的激活分离。
由于勘探开发的理论基础有限,勘探开发研究的通用性受到了挑战。神经成像可以帮助识别探索-利用决策是否使用对手处理系统来解决这个问题。因此,我们进行了一项基于坐标的荟萃分析(N=23项研究),我们发现在探索与利用期间,背外侧前额叶皮层和前扣带皮层被激活,为对手处理提供了一些证据。然而,探索-利用决策的结合与前扣带皮层背侧、内侧前额叶皮层背侧和前脑岛的激活有关,这表明这些大脑区域不参与对手处理。此外,探索性分析还揭示了在探索和利用过程中不同任务类型的大脑反应的异质性。再加上结果表明,勘探和开发决策中的激活通常更相似,而不是不同,这表明在表征勘探-开发决策方面仍然存在重大挑战。尽管如此,dlPFC和ACC的激活区分了探索和利用决策,识别这些反应有助于针对操纵这些决策进行有针对性的干预。
本文章由计算机程序翻译,如有差异,请以英文原文为准。
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