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We select 241,648 papers published in American Physical Society Journals, 1990–2010, and analyse the chance of two-way (pairwise) and three-means mixtures of the ”˜Physics and Astronomy Classification Scheme’ codes using the Jaccard index. Similar to the novelty measure utilized in a and b, in the Jaccard index a decrease worth signifies greater novelty; we subsequently convert it into percentiles and subtract from 100 such that the next rating signifies higher novelty.

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One of essentially the most common trends in science and technology right now is the expansion of large teams in all areas, as solitary researchers and small teams diminish in prevalence 1,2,3 . Increases in staff size have been attributed to the specialization of scientific activities three , improvements in communication technology four,5 , or the complexity of recent problems that require interdisciplinary options 6,7,8 .

Machines are being taught to imitate people in their capacity to carry out repeat tasks, for instance driving a automobile. In the future driverless vehicles will make it potential for us to prepare for a 2-hour enterprise meeting behind a “robo taxi”. If Williams-Sonoma has a “secret sauce,” it’s these teams working collectively in exceptional alignment to develop and execute our strategy and tactical priorities. In my 19 years at the company and four as CEO, I’ve discovered that the very best solutions come up from a willingness to blend artwork with science, concepts with data, and instinct with evaluation.

a, b, Changes in journal-based combinatorial novelty with staff dimension from WOS articles. We calculate the pairwise combinational novelty of journals in the references of an article utilizing a beforehand revealed novelty measure 28 . This novelty measure is computed because the tenth percentile value of z-scores for the chance that reference sources mix, so a lower value of this index signifies greater novelty 28 .

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