The memory of science: Inflation, myopia, and the knowledge network
| dc.contributor | Aalto-yliopisto | fi |
| dc.contributor | Aalto University | en |
| dc.contributor.author | Pan, Raj K. | en_US |
| dc.contributor.author | Petersen, Alexander M. | en_US |
| dc.contributor.author | Pammolli, Fabio | en_US |
| dc.contributor.author | Fortunato, Santo | en_US |
| dc.contributor.department | Department of Computer Science | en |
| dc.contributor.organization | University of California, Merced | en_US |
| dc.contributor.organization | Polytechnic University of Milan | en_US |
| dc.contributor.organization | Indiana University | en_US |
| dc.date.accessioned | 2018-08-01T13:29:26Z | |
| dc.date.available | 2018-08-01T13:29:26Z | |
| dc.date.issued | 2018-08-01 | en_US |
| dc.description.abstract | Scientific production is steadily growing, exhibiting 4% annual growth in publications and 1.8% annual growth in the number of references per publication, together producing a 12-year doubling period in the total supply of references, i.e. links in the science citation network. This growth has far-reaching implications for how academic knowledge is connected, accessed and evaluated. Against this background, we analyzed a citation network comprised of 837 million references produced by 32.6 million publications over the period 1965-2012, allowing for a detailed analysis of the 'attention economy' in science. Our results show how growth relates to 'citation inflation', increased connectivity in the citation network resulting from decreased levels of uncitedness, and a narrowing range of attention - as both very classic and very recent literature are being cited increasingly less. The decreasing attention to recent literature published within the last 6 years suggests that science has become stifled by a publication deluge destabilizing the balance between production and consumption. To better understand these patterns together, we developed a generative model of the citation network, featuring exponential growth, the redirection of scientific attention via publications' reference lists, and the crowding out of old literature by the new. We validate our model against several empirical benchmarks, and then use perturbation analysis to measure the impact of shifts in citing behavior on the synthetic system's properties, thereby providing insights into the functionality of the science citation network as an infrastructure supporting the memory of science. | en |
| dc.description.version | Peer reviewed | en |
| dc.format.extent | 23 | |
| dc.format.mimetype | application/pdf | en_US |
| dc.identifier.citation | Pan, R K, Petersen, A M, Pammolli, F & Fortunato, S 2018, 'The memory of science : Inflation, myopia, and the knowledge network', Journal of Informetrics, vol. 12, no. 3, pp. 656-678. https://doi.org/10.1016/j.joi.2018.06.005 | en |
| dc.identifier.doi | 10.1016/j.joi.2018.06.005 | en_US |
| dc.identifier.issn | 1751-1577 | |
| dc.identifier.issn | 1875-5879 | |
| dc.identifier.other | PURE UUID: 76f94bbb-4023-4d62-a649-082d600e226f | en_US |
| dc.identifier.other | PURE ITEMURL: https://research.aalto.fi/en/publications/76f94bbb-4023-4d62-a649-082d600e226f | en_US |
| dc.identifier.other | PURE FILEURL: https://research.aalto.fi/files/26393127/1_s2.0_S1751157717303139_main.pdf | |
| dc.identifier.uri | https://aaltodoc.aalto.fi/handle/123456789/32814 | |
| dc.identifier.urn | URN:NBN:fi:aalto-201808014215 | |
| dc.language.iso | en | en |
| dc.publisher | Elsevier | |
| dc.relation.fundinginfo | The authors are grateful for expert comments and recommendations for improvement from two reviewers, and for helpful discussions with A.-L. Barabási, A. Bonaccorsi and O. Penner. AMP and FP acknowledge financial support from the Italian Ministry of Education , PNR Crisis Lab , www.crisislab.it . The authors also acknowledge the opportunity to receive feedback via COST Action TD1210 “KnowEscape.” Certain data included herein are derived from the Science Citation Index Expanded, Social Sciences Citation Index and Arts & Humanities Citation Index, prepared by Clarivate Analytics. Appendix A | |
| dc.relation.ispartofseries | Journal of Informetrics | en |
| dc.relation.ispartofseries | Volume 12, issue 3, pp. 656-678 | en |
| dc.rights | openAccess | en |
| dc.subject.keyword | Attention economy | en_US |
| dc.subject.keyword | Citation inflation | en_US |
| dc.subject.keyword | Citation network | en_US |
| dc.subject.keyword | Models of science | en_US |
| dc.subject.keyword | Monte Carlo simulation | en_US |
| dc.subject.keyword | Reference distance | en_US |
| dc.title | The memory of science: Inflation, myopia, and the knowledge network | en |
| dc.type | A1 Alkuperäisartikkeli tieteellisessä aikakauslehdessä | fi |
| dc.type.version | publishedVersion |
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