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      Effectiveness of Journal Ranking Schemes as a Tool for Locating Information

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          Abstract

          Background

          The rise of electronic publishing [1], preprint archives, blogs, and wikis is raising concerns among publishers, editors, and scientists about the present day relevance of academic journals and traditional peer review [2]. These concerns are especially fuelled by the ability of search engines to automatically identify and sort information [1]. It appears that academic journals can only remain relevant if acceptance of research for publication within a journal allows readers to infer immediate, reliable information on the value of that research.

          Methodology/Principal Findings

          Here, we systematically evaluate the effectiveness of journals, through the work of editors and reviewers, at evaluating unpublished research. We find that the distribution of the number of citations to a paper published in a given journal in a specific year converges to a steady state after a journal-specific transient time, and demonstrate that in the steady state the logarithm of the number of citations has a journal-specific typical value. We then develop a model for the asymptotic number of citations accrued by papers published in a journal that closely matches the data.

          Conclusions/Significance

          Our model enables us to quantify both the typical impact and the range of impacts of papers published in a journal. Finally, we propose a journal-ranking scheme that maximizes the efficiency of locating high impact research.

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          Most cited references31

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          The meaning and use of the area under a receiver operating characteristic (ROC) curve.

          A representation and interpretation of the area under a receiver operating characteristic (ROC) curve obtained by the "rating" method, or by mathematical predictions based on patient characteristics, is presented. It is shown that in such a setting the area represents the probability that a randomly chosen diseased subject is (correctly) rated or ranked with greater suspicion than a randomly chosen non-diseased subject. Moreover, this probability of a correct ranking is the same quantity that is estimated by the already well-studied nonparametric Wilcoxon statistic. These two relationships are exploited to (a) provide rapid closed-form expressions for the approximate magnitude of the sampling variability, i.e., standard error that one uses to accompany the area under a smoothed ROC curve, (b) guide in determining the size of the sample required to provide a sufficiently reliable estimate of this area, and (c) determine how large sample sizes should be to ensure that one can statistically detect differences in the accuracy of diagnostic techniques.
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            Experimental study of inequality and unpredictability in an artificial cultural market.

            Hit songs, books, and movies are many times more successful than average, suggesting that "the best" alternatives are qualitatively different from "the rest"; yet experts routinely fail to predict which products will succeed. We investigated this paradox experimentally, by creating an artificial "music market" in which 14,341 participants downloaded previously unknown songs either with or without knowledge of previous participants' choices. Increasing the strength of social influence increased both inequality and unpredictability of success. Success was also only partly determined by quality: The best songs rarely did poorly, and the worst rarely did well, but any other result was possible.
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              Why the impact factor of journals should not be used for evaluating research.

              P O Seglen (1997)
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                Author and article information

                Contributors
                Role: Academic Editor
                Journal
                PLoS ONE
                plos
                plosone
                PLoS ONE
                Public Library of Science (San Francisco, USA )
                1932-6203
                2008
                27 February 2008
                : 3
                : 2
                : e1683
                Affiliations
                [1 ]Department of Physics and Astronomy, Northwestern University, Evanston, Illinois, United States of America
                [2 ]Department of Chemical and Biological Engineering, Northwestern University, Evanston, Illinois, United States of America
                [3 ]Northwestern Institute on Complex Systems (NICO), Northwestern University, Evanston, Illinois, United States of America
                University of East Piedmont, Italy
                Author notes
                * To whom correspondence should be addressed. E-mail: amaral@ 123456northwestern.edu

                Conceived and designed the experiments: LA MS-P MS. Performed the experiments: MS-P MS. Analyzed the data: LA MS-P MS. Contributed reagents/materials/analysis tools: LA MS-P MS. Wrote the paper: LA MS-P MS.

                Article
                08-PONE-RA-03235
                10.1371/journal.pone.0001683
                2244807
                18301760
                346417eb-c82d-4d2e-a4ea-0ba888b1efad
                Stringer et al. This is an open-access article distributed under the terms of the Creative Commons Attribution License, which permits unrestricted use, distribution, and reproduction in any medium, provided the original author and source are credited.
                History
                : 7 January 2008
                : 23 January 2008
                Page count
                Pages: 8
                Categories
                Research Article
                Science Policy
                Mathematics/Statistics
                Physics/Interdisciplinary Physics

                Uncategorized
                Uncategorized

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