Quantifying Long-Term Scientific Impact
arXiv:1306.3293 · doi:10.1126/science.1237825
Abstract
The lack of predictability of citation-based measures frequently used to gauge impact, from impact factors to short-term citations, raises a fundamental question: Is there long-term predictability in citation patterns? Here, we derive a mechanistic model for the citation dynamics of individual papers, allowing us to collapse the citation histories of papers from different journals and disciplines into a single curve, indicating that all papers tend to follow the same universal temporal pattern. The observed patterns not only help us uncover basic mechanisms that govern scientific impact but also offer reliable measures of influence that may have potential policy implications.
References in corpus (6)
- Statistical physics of social dynamics
- Universality of citation distributions: towards an objective measure of scientific impact
- Diffusion of scientific credits and the ranking of scientists
- Ranking Scientific Publications Using a Simple Model of Network Traffic
- How citation boosts promote scientific paradigm shifts and Nobel Prizes
- Nonuniversal power law scaling in the probability distribution of scientific citations
Cited by in corpus (164)
- The Diversity-Innovation Paradox in Science
- Historical comparison of gender inequality in scientific careers across countries and disciplines
- The Preeminence of Ethnic Diversity in Scientific Collaboration
- The Matthew effect in empirical data
- Defining and identifying Sleeping Beauties in science
- Achieving competitive advantage in academia through early career coauthorship with top scientists
- A Survey of Information Cascade Analysis: Models, Predictions, and Recent Advances
- Ranking in evolving complex networks
- Collective credit allocation in science
- Hot Streaks in Artistic, Cultural, and Scientific Careers
- Career on the Move: Geography, Stratification, and Scientific Impact
- Quantifying patterns of research interest evolution
- The Chaperone Effect in Scientific Publishing
- Predicting long-term publication impact through a combination of early citations and journal impact factor
- Predicting citation counts based on deep neural network learning techniques
- Modeling and Predicting Popularity Dynamics via Reinforced Poisson Processes
- Author Impact Factor: tracking the dynamics of individual scientific impact
- Early-career setback and future career impact
- Computational Socioeconomics
- The Scientific Prize Network Predicts Who Pushes the Boundaries of Science
- Predicting the long-term citation impact of recent publications
- The Cinderella Complex: Word Embeddings Reveal Gender Stereotypes in Movies and Books
- The Memory of Science: Inflation, Myopia, and the Knowledge Network
- Revisiting the scientometric conceptualization of impact and its measurement
- Identification of milestone papers through time-balanced network centrality
- Can Scientific Impact Be Predicted?
- Ranking nodes in growing networks: When PageRank fails
- Growing complex network of citations of scientific papers -- measurements and modeling
- Interdisciplinarity: A Nobel Opportunity
- Understanding the group dynamics and success of teams
- Technological novelty profile and invention's future impact
- Temporal Embedding in Convolutional Neural Networks for Robust Learning of Abstract Snippets
- Breaking Out of the Ivory Tower: A Large-scale Analysis of Patent Citations to HCI Research
- Inheritance patterns in citation networks reveal scientific memes
- Using text analysis to quantify the similarity and evolution of scientific disciplines
- Universality of citation distributions for academic institutions and journals
- Does double-blind peer-review reduce bias? Evidence from a top computer science conference
- The role of mainstreamness and interdisciplinarity for the relevance of scientific papers
- Will This Paper Increase Your h-index? Scientific Impact Prediction
- The Time Dimension of Science: Connecting the Past to the Future
- Predictability of real temporal networks
- Inferring the causal effect of journals on citations
- Unraveling the dynamics of growth, aging and inflation for citations to scientific articles from specific research fields
- Science and Facebook: the same popularity law!
- The Aging Effect in Evolving Scientific Citation Networks
- Predictability of extreme events in social media
- Exploring the Role of Interdisciplinarity in Physics: Success, Talent and Luck
- Loss of sustainability in scientific work
- Modelling structure and predicting dynamics of discussion threads in online boards
- Comparing scientific and technological impact of biomedical research
- Evaluating the impact of interdisciplinary research: a multilayer network approach
- Power-law citation distributions are not scale-free
- Become a better you: correlation between the change of research direction and the change of scientific performance
- Network-based statistical comparison of citation topology of bibliographic databases
- Predicting the future success of scientific publications through social network and semantic analysis
- Preferential attachment mechanism of complex network growth: "rich-gets-richer" or "fit-gets-richer"?
- Statistical validation of high-dimensional models of growing networks
- Model-based evaluation of scientific impact indicators
- Universal Components of Real-world Diffusion Dynamics based on Point Processes
- Prediction Methods and Applications in the Science of Science: A Survey
- Cross correlations of the American baby names
- The Gene of Scientific Success
- The academic wanderer: structure of collaboration network and relation with research performance
- The impact of inter-city mobility on urban welfare
- Geography of Science: Competitiveness and Inequality
- Ex-ante measure of patent quality reveals intrinsic fitness for citation-network growth
- Bounded link prediction for very large networks
- A theoretical model for the associative nature of conference participation
- The Child is Father of the Man: Foresee the Success at the Early Stage
- The emergent integrated network structure of scientific research
- The essential role of time in network-based recommendation
- Temporal scaling in information propagation
- Citation count distributions for large monodisciplinary journals
- Randomizing growing networks with a time-respecting null model
- Mining and Forecasting Career Trajectories of Music Artists
- Do more heads imply better performance? An empirical study of team thought leaders' impact on scientific team performance
- The Evolutions of the Rich get Richer and the Fit get Richer Phenomena in Scholarly Networks: The Case of the Strategic Management Journal
- Temporal effects in trend prediction: identifying the most popular nodes in the future
- The long-term impact of ranking algorithms in growing networks
- The dynamics of power laws: Fitness and aging in preferential attachment trees
- Link Prediction via Graph Attention Network
- Postmortem memory of public figures in news and social media
- Hurricanes and hashtags: Characterizing online collective attention for natural disasters
- Why Scientists Chase Big Problems: Individual Strategy and Social Optimality
- Modeling the coevolution between citations and coauthorships in scientific papers
- Quantifying the consistency of scientific databases
- Collaboration Diversity and Scientific Impact
- PAFit: an R Package for the Non-Parametric Estimation of Preferential Attachment and Node Fitness in Temporal Complex Networks
- Identification and modeling of discoverers in online social systems
- Analyzing the relationship between text features and research proposal productivity
- Publication boost in Web of Science journals and its effect on citation distributions
- Scientometric engineering: Exploring citation dynamics via arXiv eprints
- The rising of collective forgetting and cultural selectivity in inventors and physicists communities
- Relay-Linking Models for Prominence and Obsolescence in Evolving Networks
- A multi-layer network approach to modelling authorship influence on citation dynamics in physics journals
- Biblioranking fundamental physics
- Time-invariant degree growth in preferential attachment network models
- Forecasting high-impact research topics via machine learning on evolving knowledge graphs
- CasCIFF: A Cross-Domain Information Fusion Framework Tailored for Cascade Prediction in Social Networks
- Universal hierarchical behavior of citation networks
- Agent-based model for the h-index - Exact solution
- Prediction of next career moves from scientific profiles
- An empirical study of the per capita yield of science Nobel prizes: Is the US era coming to an end?
- Qualifying threshold of take off stage for successfully disseminated creative ideas
- Rank the spreading influence of nodes using dynamic Markov process
- Collective dynamics behind success
- Recency predicts bursts in the evolution of author citations
- S-index: Towards Better Metrics for Quantifying Research Impact
- Towards a more realistic citation model: The key role of research team sizes
- Anatomy of Scientific Evolution
- Stochastic dynamics and the predictability of big hits in online videos
- Rising Novelties on Evolving Networks: Recent Behavior Dominant and Non-Dominant Model
- A novel similarity measure for mining missing links in long-path networks
- Crossing the hurdle: the determinants of individual scientific performance
- Is this conference a top-tier? ConfAssist: An assistive conflict resolution framework for conference categorization
- Using Machine Learning to Predict the Evolution of Physics Research
- Keeping Score: A Quantitative Analysis of How the CHI Community Appreciates Its Milestones
- A SIR epidemic model for citation dynamics
- Anomalous diffusion in the citation time series of scientific publications
- Quantifying the Online Long-Term Interest in Research
- Modeling Event Propagation via Graph Biased Temporal Point Process
- Learning the mechanisms of network growth
- The advantages of interdisciplinarity in modern science
- Search for Evergreens in Science: A Functional Data Analysis
- Quantifying the Immediate Effects of the COVID-19 Pandemic on Scientists
- Individual and gender inequality in computer science: A career study of cohorts from 1970 to 2000
- The Pitman-Yor process and an empirical study of choice behavior
- Universality in survivor distributions: Characterising the winners of competitive dynamics
- On the duration and intensity of cumulative advantage competitions
- Scientometrics: Untangling the topics
- Poincare: Recommending Publication Venues via Treatment Effect Estimation
- Quantifying Success in Science: An Overview
- Frequently Co-cited Publications: Features and Kinetics
- How the fittest compete for leadership: A tale of tails
- On the dual nature of adoption processes in complex networks
- The Atlas for the Aspiring Network Scientist
- A short-ranged memory model with preferential growth
- Collaboration and followership: a stochastic model for activities in social networks
- Author Growth Outstrips Publication Growth in Computer Science and Publication Quality Correlates with Collaboration
- An Agent-based Model of Citation Behavior
- Predicting publication productivity for researchers: A latent variable model
- New measures for evaluating creativity in scientific publications
- Web of Science: showing a bug today that can mislead scientific research output's prediction
- Big data need physical ideas and methods
- Can We `Feel' the Temperature of Knowledge? Modelling Scientific Popularity Dynamics via Thermodynamics
- Utilizing Citation Network Structure to Predict Citation Counts: A Deep Learning Approach
- Evolution and Transformation of Scientific Knowledge over the Sphaera Corpus: A Network Study
- Cumulative structure and path length in networks of knowledge
- Predicting the popularity of scientific publications by an age-based diffusion model
- An Overview on Evaluating and Predicting Scholarly Article Impact
- Measure the Impact of Institution and Paper via Institution-citation Network
- Predicting the Citations of Scholarly Paper
- Emergence of Scaling in Complex Substitutive Systems
- How well does I3 perform for impact measurement compared to other bibliometric indicators? The convergent validity of several (field-normalized) indicators
- Funding shapes the anatomy of scientific research
- Long live the scientists: Tracking the scientific fame of great minds in physics
- REFORM: Fast and Adaptive Solution for Subteam Replacement
- How cumulative is technological knowledge?
- Long-term Scientific Impact Revisited
- On the Predictability of Utilizing Rank Percentile to Evaluate Scientific Impact
- On Novel Peer Review System for Academic Journals: Experimental Study Based on Social Computing
- Fractional stochastic model of citation dynamics with memory and volatility
- A network-based citation indicator of scientific performance
- Exploring the Disproportion Between Scientific Productivity and Knowledge Amount