Over the last four decades, the way knowledge is created in academia has transformed dramatically: research teams have grown larger, scholars draw from ever-wider pools of prior work, and the most influential discoveries increasingly emerge from complex collaborative efforts. Using a massive dataset of over 15 million publications spanning 1970-2010 and covering six major domains (Humanities, Social Sciences, Agricultural Sciences, Medical and Health Sciences, Engineering and Technology, and Natural Sciences), this study tracks how three core features of scientific papers - authorship team size, the breadth and variety of cited sources, and eventual citation impact - have co-evolved over time. We uncover striking differences across disciplines. In every field, papers that build on a broader and more diverse knowledge base consistently attract more citations later on, lending large-scale empirical support to theories that view scientific breakthroughs as outcomes of novel recombination across distant ideas. Bigger teams, on average, generate work with greater ultimate influence, but the gains taper off after a certain scale; very large consortia seldom produce the absolute highest-impact papers. While the Humanities and Social Sciences remain anchored in solo or small-group authorship traditions, the Natural Sciences, Medicine, and Engineering have moved decisively toward big-team mega-science. These patterns illuminate the underlying production technology of discovery, reveal discipline-specific barriers to collaboration and idea integration, and offer evidence-based guidance for research funding agencies, universities, and policymakers seeking to organize scientific work for maximum breakthrough potential.
翻译:过去四十年间,学术界的知识创造方式发生了深刻变革:研究团队规模不断扩大,学者们从日益广泛的先前工作中汲取养分,最具影响力的发现越来越多地源自复杂的协作努力。本研究利用涵盖1970年至2010年、跨越六大领域(人文科学、社会科学、农业科学、医学与健康科学、工程技术及自然科学)的超过1500万篇出版物数据集,追踪了科学论文的三个核心特征——作者团队规模、引用来源的广度与多样性,以及最终的引用影响力——如何随时间协同演化。我们揭示了学科间的显著差异。在所有领域中,基于更广泛、更多样知识基础的论文后续均获得更多引用,这为将科学突破视为远距离思想新颖重组的理论提供了大规模实证支持。平均而言,更大规模的团队能产生更具终极影响力的成果,但增益在达到一定规模后逐渐减弱;超大型合作团队极少产出绝对最高影响力的论文。尽管人文与社会科学仍固守独立或小团队创作传统,自然科学、医学及工程领域已明确转向大团队式超大规模科研。这些模式揭示了科学发现的内在生产机制,展现了学科间在协作与思想整合方面的特定壁垒,并为寻求以最大突破潜力组织科研工作的研究资助机构、高校及政策制定者提供了基于实证的指导。