Polarization in the social sciences: Assortative mixing in social science collaboration networks is resilient to interventions

被引:7
作者
Leifeld, Philip [1 ]
机构
[1] Univ Glasgow, Adam Smith Bldg,40 Bute Gardens, Glasgow G12 8RT, Lanark, Scotland
关键词
Scientific collaboration; Co-authorship network; Polarization; Assortative mixing; Exponential random graph model; Network intervention; Social sciences; CO-AUTHORSHIP NETWORKS; SCIENTIFIC COLLABORATION; STATISTICAL-MECHANICS; COAUTHORSHIP NETWORKS; EVOLUTION; MODELS; PATTERNS;
D O I
10.1016/j.physa.2018.05.109
中图分类号
O4 [物理学];
学科分类号
0702 ;
摘要
Academic collaboration in the social sciences is characterized by a polarization between hermeneutic and nomological researchers. This polarization is expressed in different publication strategies. The present article analyzes the complete co-authorship networks in a social science discipline in two separate countries over five years using an exponential random graph model. It examines whether and how assortative mixing in publication strategies is present and leads to a polarization in scientific collaboration. In the empirical analysis, assortative mixing is found to play a role in shaping the topology of the network and significantly explains collaboration. Co-authorship edges are more prevalent within each of the groups, but this mixing pattern does not fully account for the extent of polarization. Instead, a thought experiment reveals that other components of the complex system dampen or amplify polarization in the data-generating process and that microscopic interventions targeting behavior change with regard to assortativity would be hindered by the resilience of the system. The resilience to interventions is quantified in a series of simulations on the effect of microscopic behavior on macroscopic polarization. The empirical study controls for geographic proximity, supervision, and topical similarity (using a vector space model), and the interplay of these factors is likely responsible for this resilience. The paper also predicts the co-authorship network in one country based on the model of collaborations in the other country. (C) 2018 Elsevier B.V. All rights reserved.
引用
收藏
页码:510 / 523
页数:14
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