Adaptability and the Pivot Penalty in Science

Ryan Hill, Yian Yin, Carolyn Stein, Dashun Wang, Benjamin F. Jones
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引用次数: 10

Abstract

The ability to confront new questions, opportunities, and challenges is of fundamental importance to human progress and the resilience of human societies, yet the capacity of science to meet new demands remains poorly understood. Here we deploy a new measurement framework to investigate the scientific response to the COVID-19 pandemic and the adaptability of science as a whole. We find that science rapidly shifted to engage COVID-19 following the advent of the virus, with scientists across all fields making large jumps from their prior research streams. However, this adaptive response reveals a pervasive "pivot penalty", where the impact of the new research steeply declines the further the scientists move from their prior work. The pivot penalty is severe amidst COVID-19 research, but it is not unique to COVID-19. Rather it applies nearly universally across the sciences, and has been growing in magnitude over the past five decades. While further features condition pivoting, including a scientist's career stage, prior expertise and impact, collaborative scale, the use of new coauthors, and funding, we find that the pivot penalty persists and remains substantial regardless of these features, suggesting the pivot penalty acts as a fundamental friction that governs science's ability to adapt. The pivot penalty not only holds key implications for the design of the scientific system and human capacity to confront emergent challenges through scientific advance, but may also be relevant to other social and economic systems, where shifting to meet new demands is central to survival and success.
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科学中的适应性与支点惩罚
面对新问题、机遇和挑战的能力对人类进步和人类社会的复原力至关重要,但人们对科学满足新需求的能力仍然知之甚少。在这里,我们部署了一个新的衡量框架,以调查对COVID-19大流行的科学反应和科学的整体适应性。我们发现,在新冠病毒出现后,科学迅速转向研究新冠病毒,所有领域的科学家都从之前的研究领域取得了巨大飞跃。然而,这种适应性反应揭示了一种普遍存在的“支点惩罚”,即科学家们从之前的工作中走得越远,新研究的影响就会急剧下降。“支点惩罚”在新冠肺炎研究中很严重,但并非新冠肺炎独有。相反,它几乎普遍适用于所有科学领域,并且在过去50年里规模不断扩大。虽然进一步的特征包括条件旋转,包括科学家的职业阶段、先前的专业知识和影响、合作规模、新合作者的使用和资金,但我们发现,无论这些特征如何,支点惩罚仍然存在并保持实质性,这表明支点惩罚是控制科学适应能力的基本摩擦。支点惩罚不仅对科学系统的设计和人类通过科学进步应对新挑战的能力具有重要意义,而且可能与其他社会和经济系统相关,在这些系统中,转变以满足新的需求是生存和成功的核心。
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