Scientific novelty drives the efforts to invent new vaccines and solutions during the pandemic. First-time collaboration and international collaboration are two pivotal channels to expand teams' search activities for a broader scope of resources required to address the global challenge, which might facilitate the generation of novel ideas. Our analysis of 98,981 coronavirus papers suggests that scientific novelty measured by the BioBERT model that is pre-trained on 29 million PubMed articles, and first-time collaboration increased after the outbreak of COVID-19, and international collaboration witnessed a sudden decrease. During COVID-19, papers with more first-time collaboration were found to be more novel and international collaboration did not hamper novelty as it had done in the normal periods. The findings suggest the necessity of reaching out for distant resources and the importance of maintaining a collaborative scientific community beyond nationalism during a pandemic.
翻译:第一次协作和国际合作是扩大团队搜索活动以扩大应对全球挑战所需资源范围的两个关键渠道,这可能有助于产生新的想法。 我们对98 981份科罗纳病毒文件的分析表明,生物生物生物实验技术模型所测量的科学新颖性是预先培训的2 900万份PubMed文章,在COVID-19爆发后,首次合作有所增加,国际合作突然减少。在COVID-19期间,与首次合作较新的文件被发现更为新颖,国际合作并没有像正常时期所做的那样阻碍创新。 研究结果表明,必须接触远方资源,必须在流行病期间保持超越民族主义的科学界合作。