Balietti Stefano, Mäs Michael, Helbing Dirk
Professorship of Computational Social Science, ETH Zurich, Switzerland.
PLoS One. 2015 Mar 19;10(3):e0118747. doi: 10.1371/journal.pone.0118747. eCollection 2015.
Why are some scientific disciplines, such as sociology and psychology, more fragmented into conflicting schools of thought than other fields, such as physics and biology? Furthermore, why does high fragmentation tend to coincide with limited scientific progress? We analyzed a formal model where scientists seek to identify the correct answer to a research question. Each scientist is influenced by three forces: (i) signals received from the correct answer to the question; (ii) peer influence; and (iii) noise. We observed the emergence of different macroscopic patterns of collective exploration, and studied how the three forces affect the degree to which disciplines fall apart into divergent fragments, or so-called "schools of thought". We conducted two simulation experiments where we tested (A) whether the three forces foster or hamper progress, and (B) whether disciplinary fragmentation causally affects scientific progress and vice versa. We found that fragmentation critically limits scientific progress. Strikingly, there is no effect in the opposite causal direction. What is more, our results shows that at the heart of the mechanisms driving scientific progress we find (i) social interactions, and (ii) peer disagreement. In fact, fragmentation is increased and progress limited if the simulated scientists are open to influence only by peers with very similar views, or when within-school diversity is lost. Finally, disciplines where the scientists received strong signals from the correct answer were less fragmented and experienced faster progress. We discuss model's implications for the design of social institutions fostering interdisciplinarity and participation in science.
为什么有些科学学科,如社会学和心理学,比其他领域,如物理学和生物学,更分散成相互冲突的思想流派?此外,为什么高度分散往往与有限的科学进展同时出现?我们分析了一个形式模型,其中科学家试图找出研究问题的正确答案。每个科学家受到三种力量的影响:(i)从问题的正确答案收到的信号;(ii)同行影响;以及(iii)噪声。我们观察到集体探索的不同宏观模式的出现,并研究了这三种力量如何影响学科分裂成不同片段,即所谓“思想流派”的程度。我们进行了两个模拟实验,在其中测试(A)这三种力量是促进还是阻碍进展,以及(B)学科分散是否因果地影响科学进展,反之亦然。我们发现分散严重限制了科学进展。令人惊讶的是,在相反的因果方向上没有影响。此外,我们的结果表明,在推动科学进展的机制核心,我们发现(i)社会互动,以及(ii)同行分歧。事实上,如果模拟的科学家只对观点非常相似的同行的影响持开放态度,或者当学派内部的多样性丧失时,分散会增加且进展会受限。最后,科学家从正确答案收到强烈信号的学科分散程度较低且进展较快。我们讨论了该模型对促进跨学科性和科学参与的社会机构设计的启示。