The Time Dimension of Science: Connecting the Past to the Future
arXiv:1704.04657 · doi:10.1016/j.joi.2017.04.002
Abstract
A central question in science of science concerns how time affects citations. Despite the long-standing interests and its broad impact, we lack systematic answers to this simple yet fundamental question. By reviewing and classifying prior studies for the past 50 years, we find a significant lack of consensus in the literature, primarily due to the coexistence of retrospective and prospective approaches to measuring citation age distributions. These two approaches have been pursued in parallel, lacking any known connections between the two. Here we developed a new theoretical framework that not only allows us to connect the two approaches through precise mathematical relationships, it also helps us reconcile the interplay between temporal decay of citations and the growth of science, helping us uncover new functional forms characterizing citation age distributions. We find retrospective distribution follows a lognormal distribution with exponential cutoff, while prospective distribution is governed by the interplay between a lognormal distribution and the growth in the number of references. Most interestingly, the two approaches can be connected once rescaled by the growth of publications and citations. We further validate our framework using both large-scale citation datasets and analytical models capturing citation dynamics. Together this paper presents a comprehensive analysis of the time dimension of science, representing a new empirical and theoretical basis for all future studies in this area.
To appear in Journal of Informetrics
References in corpus (8)
- Universality of citation distributions: towards an objective measure of scientific impact
- Defining and identifying Sleeping Beauties in science
- Diffusion of scientific credits and the ranking of scientists
- The Possible Role of Resource Requirements and Academic Career-Choice Risk on Gender Differences in Publication Rate and Impact
- Collective credit allocation in science
- How citation boosts promote scientific paradigm shifts and Nobel Prizes
- Experience versus Talent Shapes the Structure of the Web
- The Distribution of the Asymptotic Number of Citations to Sets of Publications by a Researcher or From an Academic Department Are Consistent With a Discrete Lognormal Model
Cited by in corpus (7)
- The Memory of Science: Inflation, Myopia, and the Knowledge Network
- Unraveling the dynamics of growth, aging and inflation for citations to scientific articles from specific research fields
- Loss of sustainability in scientific work
- Scientometric engineering: Exploring citation dynamics via arXiv eprints
- Keeping Score: A Quantitative Analysis of How the CHI Community Appreciates Its Milestones
- Anomalous diffusion in the citation time series of scientific publications
- Fractional stochastic model of citation dynamics with memory and volatility