Physics World 06月02日 20:05
Thinking of switching research fields? Beware the citation ‘pivot penalty’ revealed by new study
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一项针对数百万篇科学论文和专利的最新分析发现,科学家在转换研究领域时,其新研究的影响力会受到一定程度的负面影响,这种现象被称为“转型惩罚”。研究表明,研究人员的研究领域与之前的研究主题差异越大,受到的“转型惩罚”也越大。该研究还分析了COVID-19疫情期间的研究,并提出研究机构应为研究人员的转型提供支持。

💡研究团队分析了1970年至2015年间发表的2500多万篇科学论文,以及1985年至2020年间的170万项美国专利。

🔍研究人员通过分析论文中引用的科学期刊,并将其与之前的研究进行比较,以此来识别研究领域的转变程度。

📉研究发现,研究领域转变越大,论文被引用的次数越少,发表高影响力论文的可能性也越低。在COVID-19疫情期间的研究中也发现了类似的“转型惩罚”。

🔬研究人员认为,研究领域的转变对个人研究人员来说,至少在初期是困难且代价高昂的。他们建议研究人员在转型时应采取策略,例如,将新研究与之前的研究领域或新进入的领域相结合。

🤝为了帮助研究人员更好地转型,研究机构应认识到这种“摩擦”,并提供支持系统,例如资金、探索新想法的保护时间,或者将研究人员与新领域的资深学者配对。

Scientists who switch research fields suffer a drop in the impact of their new work – a so-called “pivot penalty”. That is according to a new analysis of scientific papers and patents, which finds that the pivot penalty increases the further away a researcher shifts from their previous topic of research.

The analysis has been carried out by a team led by Dashun Wang and Benjamin Jones of Northwestern University in Illinois. They analysed more than 25 million scientific papers published between 1970 and 2015 across 154 fields as well as 1.7 million US patents across 127 technology classes granted between 1985 and 2020.

To identify pivots and quantify how far a scientist moves from their existing work, the team looked at the scientific journals referenced in a paper and compared them with those cited by previous work. The more the set of journals referenced in the main work diverged from those usually cited, the larger the pivot. For patents, the researchers used “technological field codes” to measure pivots.

Larger pivots are associated with fewer citations and a lower propensity for high-impact papers, defined as those in the top 5% of citations received in their field and publication year. Low-pivot work – moving only slightly away from the typical field of research – led to a high-impact paper 7.4% of the time, yet the highest-pivot shift resulted in a high-impact paper only 2.2% of the time. A similar trend was seen for patents.

When looking at the output of an individual researcher, low-pivot work was 2.1% more likely to have a high-impact paper while high-pivot work was 1.8% less likely to do so. The study found the pivot penalty to be almost universal across scientific fields and it persists regardless of a scientist’s career stage, productivity and collaborations.

COVID impact

The researchers also studied the impact of COVID-19, when many researchers pivoted to research linked to the pandemic. After analyzing 83 000 COVID-19 papers and 2.63 million non-COVID papers published in 2020, they found that COVID-19 research was not immune to the pivot penalty. Such research had a higher impact than average, but the further a scientist shifted from their previous work to study COVID-19 the less impact the research had.

“Shifting research directions appears both difficult and costly, at least initially, for individual researchers,” Wang told Physics World. He thinks, however, that researchers should not avoid change but rather “approach it strategically”. Researchers should, for example, try anchoring their new work in the conventions of their prior field or the one they are entering.

To help researchers pivot, Wang says research institutions should “acknowledge the friction” and not “assume that a promising researcher will thrive automatically after a pivot”. Instead, he says, institutions need to design support systems, such as funding or protected time to explore new ideas, or pairing researchers with established scholars in the new field.

The post Thinking of switching research fields? Beware the citation ‘pivot penalty’ revealed by new study appeared first on Physics World.

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科研 转型惩罚 论文 专利 COVID-19
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