1. Delineating the Citation Impact of Scientific Discoveries Chaomei Chen 1, Jian Zhang 1, Weizhong Zhu 1, Michael Vogeley 2 1 College of Information Science and Technology, Drexel University 2 Department of Physics, Drexel University This work is supported by the National Science Foundation under Grant No. 0612129. Thomson ISI provides the bibliographic data for the analysis.

2. As We May Think by Vannevar Bush There is a growing mountain of research. But there is increased evidence that we are being bogged down today as specialization extends. The investigator is staggered by the findings and conclusions of thousands of other workers conclusions which he cannot find time to grasp, much less to remember, as they appear. Yet specialization becomes increasingly necessary for progress, and the effort to bridge between disciplines is correspondingly superficial.

3. An Increasingly Strong Trend in Science Gray & Szalay 2004 massive scientific data are being collected by one group of scientists and being analyzed by another group of scientists. Two notable examples: 1. The SDSS project in astrophysics 2. The human genome project in biomedicine

4. Sloan Digital Sky Survey The most ambitious astronomical survey ever undertaken Sloan Survey Data June, 2006: Data Release Five: 8000 square degrees, 1,048,960 spectra. June, 2005: Data Release Four: 6670 square degrees, 806,400 spectra. September, 2004: Data Release Three: 5282 square degrees, 528,640 spectra. March, 2004: Data Release Two: 3324 square degrees, 367,360 spectra. April, 2003: Data Release One: 2099 square degrees, 186,240 spectra. June, 2001: Early Data Release: 462 square degrees, 52,896 spectra. There is an increasingly strong trend in science that massive scientific data are being collected by one group of scientists and being analyzed by another group of scientists (Gray & Szalay 2004). Two notable examples: the SDSS project in astrophysics and the human genome project in biomedicine. SDSS Literature Total number of articles: 1,478 Total citations: 47,282 June 18, 2007: H = 95 January 30, 2007: H = 89 Time SliceSpaceNodeLink 2001-200116993007249 2002-2002270351914808 2003-20034294103640133 2004-20045580121843398 2005-20056692168576009 2006-2006102792815139300 2007-2007313649615259

5. Integrating Microscopic and Macroscopic perspectives Connecting text-level patterns (microscopic) and paper-level citation impacts (macroscopic) –improve our understanding of science in the making –develop data mining and visual analytics algorithms

7. Figure 3. Prominent keywords assigned by authors and burst terms extracted from titles and abstracts (2002-2006).

8. H c, H t Split Class I Class II

9. Fast-Growing SDSS Literature 1,400 papers 40,000 citations The total citation number doubled in the past 1.5 years. H-index of SDSS literature = 89 95

10. As of June 18, 2007, 95 SDSS papers have 95 or more citations. It was 89 in January 2007.

11. Measuring the Citation Impact S c discounts citations accumulated over a long period of time. –S c is adjusted for publication age. St measures the recent impact: –St gives heavier weights to relatively recent citations than earlier citations.

12. YearTitleCitesScSt 2004Cosmological parameters from SDSS and WMAP404404.00367.00 1995THE FIRST SURVEY - FAINT IMAGES OF THE RADIO SKY AT 20 CENTIMETERS 455140.00301.64 2003Stellar population synthesis at the resolution of 2003371296.80263.47 2001Evidence for reionization at z similar to 6: Detection of a Gunn- Peterson trough in a z=6.28 quasar 307175.43255.07 2001The luminosity function of galaxies in SDSS commissioning data250142.86196.73 2003A survey of z > 5.7 quasars in the Sloan Digital Sky Survey. II. Discovery of three additional quasars at z > 6 195156.00175.80 2001A survey of z > 5.8 quasars in the Sloan Digital Sky Survey. I. Discovery of three new quasars and the spatial density of luminous quasars at z similar to 6 226129.14174.87 2002Evolution of the ionizing background and the epoch of reionization from the spectra of z similar to 6 quasars 211140.67170.00 2001Composite quasar spectra from the Sloan Digital Sky Survey221126.29168.21 2004The three-dimensional power spectrum of galaxies from the Sloan Digital Sky Survey 224224.00167.00

13. H g Indices and Splits The 1,293 records –H-index = 65, including 3 papers have 65 citations –H c index =52 –H t index = 53 The H split –67 papers in the highly cited group –1,226 remaining papers in the second group

14. Class I Class II

15. Significant Noun Phrases 22,665 noun phrases identified by a part-of- speech tagging and pattern matching process. 290 of them are selected based on their log-likelihood ratios. Sc St Total terms: 22,665 A(Sc)G(Sc)A(Sc)G(Sc) Pivotal value11.7011.0611.468.61 #High379 328401 #Low914 965892

16. Figure 4. An overview of a decision tree generated based on 216 terms selected by log-likelihood ratio values (p<0.01) and a geometric mean split (74.44% of classification accuracy). The tree should be read from the root downwards.

17. Figure 5. A part of the tree shown in Figure 4. The presence (>0) or absence (<=0) of a term is associated with a citation status group, i.e. highly and timely cited group.

18. Figure 6. An ADTree derived from the data selected with the same selection criteria with 70.55% of accuracy.

19. Figure 7. A decision tree of 95.82% classification accuracy derived from 721 terms and 1,267 records. n-

20. Figure 10. The citation history of timeliness papers shows recently published papers are moved up in the rankings.

21. Future Work Unsupervised ontology construction to smooth the feature space Incremental classification of incoming new data and scholarly publications Self-directed optimization of existing decision trees based on new evidence Full-text analysis that can model associative relations between hypotheses and evidence and between facts and opinions