Defining and identifying Sleeping Beauties in science

Определение и выявление «спящих красавиц» в науке
Qing Ke, Emilio Ferrara, Filippo Radicchi, Alessandro Flammini
2015-05-26

Sleeping Beautiescitation dynamicsdelayed recognitionmultidisciplinary bibliographic analysisparameter-free measure
A Sleeping Beauty (SB) in science refers to a paper whose importance is not recognized for several years after publication. Its citation history exhibits a long hibernation period followed by a sudden spike of popularity. Previous studies suggest a relative scarcity of SBs. The reliability of this conclusion is, however, heavily dependent on identification methods based on arbitrary threshold parameters for sleeping time and number of citations, applied to small or monodisciplinary bibliographic datasets. Here we present a systematic, large-scale, and multidisciplinary analysis of the SB phenomenon in science. We introduce a parameter-free measure that quantifies the extent to which a specific paper can be considered an SB. We apply our method to 22 million scientific papers published in all disciplines of natural and social sciences over a time span longer than a century. Our results reveal that the SB phenomenon is not exceptional. There is a continuous spectrum of delayed recognition where both the hibernation period and the awakening intensity are taken into account. Although many cases of SBs can be identified by looking at monodisciplinary bibliographic data, the SB phenomenon becomes much more apparent with the analysis of multidisciplinary datasets, where we can observe many examples of papers achieving delayed yet exceptional importance in disciplines different from those where they were originally published. Our analysis emphasizes a complex feature of citation dynamics that so far has received little attention, and also provides empirical evidence against the use of short-term citation metrics in the quantification of scientific impact.
1
Applying the measure to 22 million papers across natural and social sciences over more than a century shows that Sleeping Beauties are not exceptional.
2
Delayed recognition forms a continuous spectrum rather than a sharply defined category based on arbitrary sleeping-time or citation thresholds.
3
Multidisciplinary citation data reveal many papers that achieve delayed, exceptional importance in fields different from their publication disciplines.
4
The findings highlight complex citation dynamics and provide empirical evidence against using short-term citation metrics to quantify scientific impact.
5
The study introduces a parameter-free measure that jointly quantifies a paper’s delayed-recognition duration and subsequent citation-awakening intensity.

Sleeping Beauties in science—scientific papers exhibiting delayed recognition in their citation histories

The prevalence, identification, and citation-dynamic characteristics of delayed recognition, including hibernation duration and subsequent awakening intensity, across multidisciplinary science

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2015-05-26
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Authors
Qing Ke
Emilio Ferrara
Filippo Radicchi
Alessandro Flammini
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