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Defining and identifying Sleeping Beauties in science
Qing Ke1, Emilio Ferrara1, Filippo Radicchi1
1Center for Complex Networks and Systems Research, School of Informatics and Computing, Indiana University, Bloomington, IN 47408.
Sleeping Beauty (SB) papers, initially overlooked, are common, not rare. A new parameter-free method reveals a spectrum of delayed recognition across scientific disciplines.
Area of Science:
- Bibliometrics
- Scientometrics
- Scientific Impact Analysis
Background:
- The concept of 'Sleeping Beauty' (SB) papers describes scientific publications initially overlooked but later gaining significant recognition.
- Previous studies suggested SBs are rare, but relied on arbitrary thresholds and limited datasets.
- The reliability of identifying SBs is challenged by methodological limitations in existing research.
Purpose of the Study:
- To systematically analyze the Sleeping Beauty phenomenon on a large, multidisciplinary scale.
- To introduce a novel, parameter-free metric for quantifying the extent of delayed recognition in scientific papers.
- To challenge the notion of SB scarcity and explore the spectrum of delayed scientific impact.
Main Methods:
- Conducted a large-scale, multidisciplinary bibliometric analysis of 22 million scientific papers.
- Applied a new parameter-free measure to identify and quantify Sleeping Beauty papers.
- Analyzed citation dynamics across natural and social sciences over more than a century.
Main Results:
- The Sleeping Beauty phenomenon is not exceptional but exists on a continuous spectrum.
- A parameter-free approach reveals a wide range of delayed recognition patterns.
- SBs become more apparent when analyzing multidisciplinary datasets, showing cross-disciplinary impact.
- Many papers achieve significant importance in fields different from their original publication discipline.
Conclusions:
- The Sleeping Beauty phenomenon is a common feature of scientific progress, not an anomaly.
- A continuous spectrum of delayed recognition exists, challenging binary classifications.
- Multidisciplinary analysis is crucial for understanding the full scope of the SB phenomenon.
- Short-term citation metrics are insufficient for accurately quantifying long-term scientific impact.
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