Document (#36144)

Author
Sugimoto, C.R.
Li, D.
Russell, T.G.
Finlay, S.C.
Ding, Y.
Title
¬The shifting sands of disciplinary development : analyzing North American Library and Information Science dissertations using latent Dirichlet allocation
Source
Journal of the American Society for Information Science and Technology. 62(2011) no.1, S.185-204
Year
2011
Abstract
This work identifies changes in dominant topics in library and information science (LIS) over time, by analyzing the 3,121 doctoral dissertations completed between 1930 and 2009 at North American Library and Information Science programs. The authors utilize latent Dirichlet allocation (LDA) to identify latent topics diachronically and to identify representative dissertations of those topics. The findings indicate that the main topics in LIS have changed substantially from those in the initial period (1930-1969) to the present (2000-2009). However, some themes occurred in multiple periods, representing core areas of the field: library history occurred in the first two periods; citation analysis in the second and third periods; and information-seeking behavior in the fourth and last period. Two topics occurred in three of the five periods: information retrieval and information use. One of the notable changes in the topics was the diminishing use of the word library (and related terms). This has implications for the provision of doctoral education in LIS. This work is compared to other earlier analyses and provides validation for the use of LDA in topic analysis of a discipline.
Theme
Informetrie
Field
Bibliothekswesen
Informationswissenschaft
Form
Dissertationen
Location
USA

Similar documents (author)

  1. Yan, E.; Ding, Y.; Sugimoto, C.R.: P-Rank: an indicator measuring prestige in heterogeneous scholarly networks (2011) 2.17
    2.16714 = sum of:
      2.16714 = product of:
        3.25071 = sum of:
          1.4470103 = weight(author_txt:ding in 349) [ClassicSimilarity], result of:
            1.4470103 = score(doc=349,freq=1.0), product of:
              0.50612926 = queryWeight, product of:
                7.62393 = idf(docFreq=58, maxDocs=44421)
                0.06638692 = queryNorm
              2.8589737 = fieldWeight in 349, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.62393 = idf(docFreq=58, maxDocs=44421)
                0.375 = fieldNorm(doc=349)
          1.8036999 = weight(author_txt:sugimoto in 349) [ClassicSimilarity], result of:
            1.8036999 = score(doc=349,freq=1.0), product of:
              0.5862145 = queryWeight, product of:
                1.0762113 = boost
                8.20496 = idf(docFreq=32, maxDocs=44421)
                0.06638692 = queryNorm
              3.07686 = fieldWeight in 349, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.20496 = idf(docFreq=32, maxDocs=44421)
                0.375 = fieldNorm(doc=349)
        0.6666667 = coord(2/3)
    
  2. Sugimoto, C.R.; Ni, C.; Russell, T.G.; Bychowski, B.: Academic genealogy as an indicator of interdisciplinarity : an examination of dissertation networks in Library and Information Science (2011) 2.13
    2.1253746 = sum of:
      2.1253746 = product of:
        3.1880617 = sum of:
          1.5030832 = weight(author_txt:sugimoto in 756) [ClassicSimilarity], result of:
            1.5030832 = score(doc=756,freq=1.0), product of:
              0.5862145 = queryWeight, product of:
                1.0762113 = boost
                8.20496 = idf(docFreq=32, maxDocs=44421)
                0.06638692 = queryNorm
              2.56405 = fieldWeight in 756, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.20496 = idf(docFreq=32, maxDocs=44421)
                0.3125 = fieldNorm(doc=756)
          1.6849786 = weight(author_txt:russell in 756) [ClassicSimilarity], result of:
            1.6849786 = score(doc=756,freq=1.0), product of:
              0.63260233 = queryWeight, product of:
                1.1179817 = boost
                8.523414 = idf(docFreq=23, maxDocs=44421)
                0.06638692 = queryNorm
              2.6635668 = fieldWeight in 756, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.523414 = idf(docFreq=23, maxDocs=44421)
                0.3125 = fieldNorm(doc=756)
        0.6666667 = coord(2/3)
    
  3. Milojevic, S.; Sugimoto, C.R.; Yan, E.; Ding, Y.: ¬The cognitive structure of Library and Information Science : analysis of article title words (2011) 1.81
    1.8059502 = sum of:
      1.8059502 = product of:
        2.7089252 = sum of:
          1.205842 = weight(author_txt:ding in 608) [ClassicSimilarity], result of:
            1.205842 = score(doc=608,freq=1.0), product of:
              0.50612926 = queryWeight, product of:
                7.62393 = idf(docFreq=58, maxDocs=44421)
                0.06638692 = queryNorm
              2.3824782 = fieldWeight in 608, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.62393 = idf(docFreq=58, maxDocs=44421)
                0.3125 = fieldNorm(doc=608)
          1.5030832 = weight(author_txt:sugimoto in 608) [ClassicSimilarity], result of:
            1.5030832 = score(doc=608,freq=1.0), product of:
              0.5862145 = queryWeight, product of:
                1.0762113 = boost
                8.20496 = idf(docFreq=32, maxDocs=44421)
                0.06638692 = queryNorm
              2.56405 = fieldWeight in 608, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.20496 = idf(docFreq=32, maxDocs=44421)
                0.3125 = fieldNorm(doc=608)
        0.6666667 = coord(2/3)
    
  4. Li, D.; Ding, Y.; Sugimoto, C.; He, B.; Tang, J.; Yan, E.; Lin, N.; Qin, Z.; Dong, T.: Modeling topic and community structure in social tagging : the TTR-LDA-Community model (2011) 1.26
    1.264165 = sum of:
      1.264165 = product of:
        1.8962475 = sum of:
          0.84408927 = weight(author_txt:ding in 759) [ClassicSimilarity], result of:
            0.84408927 = score(doc=759,freq=1.0), product of:
              0.50612926 = queryWeight, product of:
                7.62393 = idf(docFreq=58, maxDocs=44421)
                0.06638692 = queryNorm
              1.6677346 = fieldWeight in 759, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.62393 = idf(docFreq=58, maxDocs=44421)
                0.21875 = fieldNorm(doc=759)
          1.0521582 = weight(author_txt:sugimoto in 759) [ClassicSimilarity], result of:
            1.0521582 = score(doc=759,freq=1.0), product of:
              0.5862145 = queryWeight, product of:
                1.0762113 = boost
                8.20496 = idf(docFreq=32, maxDocs=44421)
                0.06638692 = queryNorm
              1.794835 = fieldWeight in 759, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.20496 = idf(docFreq=32, maxDocs=44421)
                0.21875 = fieldNorm(doc=759)
        0.6666667 = coord(2/3)
    
  5. Russell, M.A.: Inconsistencies in subject headings in young adult resources (1991) 1.12
    1.1233191 = sum of:
      1.1233191 = product of:
        3.3699572 = sum of:
          3.3699572 = weight(author_txt:russell in 4788) [ClassicSimilarity], result of:
            3.3699572 = score(doc=4788,freq=1.0), product of:
              0.63260233 = queryWeight, product of:
                1.1179817 = boost
                8.523414 = idf(docFreq=23, maxDocs=44421)
                0.06638692 = queryNorm
              5.3271337 = fieldWeight in 4788, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.523414 = idf(docFreq=23, maxDocs=44421)
                0.625 = fieldNorm(doc=4788)
        0.33333334 = coord(1/3)
    

Similar documents (content)

  1. Sugimoto, C.R.; Ni, C.; Russell, T.G.; Bychowski, B.: Academic genealogy as an indicator of interdisciplinarity : an examination of dissertation networks in Library and Information Science (2011) 0.24
    0.23815428 = sum of:
      0.23815428 = product of:
        0.7442321 = sum of:
          0.036598902 = weight(abstract_txt:changes in 756) [ClassicSimilarity], result of:
            0.036598902 = score(doc=756,freq=1.0), product of:
              0.09354083 = queryWeight, product of:
                1.2858796 = boost
                5.008144 = idf(docFreq=806, maxDocs=44421)
                0.014525266 = queryNorm
              0.39126125 = fieldWeight in 756, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.008144 = idf(docFreq=806, maxDocs=44421)
                0.078125 = fieldNorm(doc=756)
          0.035287756 = weight(abstract_txt:science in 756) [ClassicSimilarity], result of:
            0.035287756 = score(doc=756,freq=2.0), product of:
              0.0829454 = queryWeight, product of:
                1.4830011 = boost
                3.850585 = idf(docFreq=2567, maxDocs=44421)
                0.014525266 = queryNorm
              0.42543355 = fieldWeight in 756, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.850585 = idf(docFreq=2567, maxDocs=44421)
                0.078125 = fieldNorm(doc=756)
          0.09146074 = weight(abstract_txt:2009 in 756) [ClassicSimilarity], result of:
            0.09146074 = score(doc=756,freq=1.0), product of:
              0.17225784 = queryWeight, product of:
                1.744975 = boost
                6.7961926 = idf(docFreq=134, maxDocs=44421)
                0.014525266 = queryNorm
              0.5309526 = fieldWeight in 756, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.7961926 = idf(docFreq=134, maxDocs=44421)
                0.078125 = fieldNorm(doc=756)
          0.012371217 = weight(abstract_txt:information in 756) [ClassicSimilarity], result of:
            0.012371217 = score(doc=756,freq=1.0), product of:
              0.0654643 = queryWeight, product of:
                1.8632134 = boost
                2.4188995 = idf(docFreq=10748, maxDocs=44421)
                0.014525266 = queryNorm
              0.18897653 = fieldWeight in 756, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                2.4188995 = idf(docFreq=10748, maxDocs=44421)
                0.078125 = fieldNorm(doc=756)
          0.13770735 = weight(abstract_txt:doctoral in 756) [ClassicSimilarity], result of:
            0.13770735 = score(doc=756,freq=1.0), product of:
              0.22628751 = queryWeight, product of:
                2.0 = boost
                7.7894444 = idf(docFreq=49, maxDocs=44421)
                0.014525266 = queryNorm
              0.60855037 = fieldWeight in 756, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.7894444 = idf(docFreq=49, maxDocs=44421)
                0.078125 = fieldNorm(doc=756)
          0.023620777 = weight(abstract_txt:library in 756) [ClassicSimilarity], result of:
            0.023620777 = score(doc=756,freq=1.0), product of:
              0.09481244 = queryWeight, product of:
                2.046927 = boost
                3.188885 = idf(docFreq=4976, maxDocs=44421)
                0.014525266 = queryNorm
              0.24913163 = fieldWeight in 756, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.188885 = idf(docFreq=4976, maxDocs=44421)
                0.078125 = fieldNorm(doc=756)
          0.19566266 = weight(abstract_txt:1930 in 756) [ClassicSimilarity], result of:
            0.19566266 = score(doc=756,freq=1.0), product of:
              0.2859968 = queryWeight, product of:
                2.2484348 = boost
                8.757029 = idf(docFreq=18, maxDocs=44421)
                0.014525266 = queryNorm
              0.6841428 = fieldWeight in 756, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.757029 = idf(docFreq=18, maxDocs=44421)
                0.078125 = fieldNorm(doc=756)
          0.21152268 = weight(abstract_txt:dissertations in 756) [ClassicSimilarity], result of:
            0.21152268 = score(doc=756,freq=1.0), product of:
              0.34484524 = queryWeight, product of:
                3.0238304 = boost
                7.85132 = idf(docFreq=46, maxDocs=44421)
                0.014525266 = queryNorm
              0.61338437 = fieldWeight in 756, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.85132 = idf(docFreq=46, maxDocs=44421)
                0.078125 = fieldNorm(doc=756)
        0.32 = coord(8/25)
    
  2. Kar, M.; Nunes, S.; Ribeiro, C.: Summarization of changes in dynamic text collections using Latent Dirichlet Allocation model (2015) 0.20
    0.20351972 = sum of:
      0.20351972 = product of:
        0.56533253 = sum of:
          0.020897726 = weight(abstract_txt:identify in 3676) [ClassicSimilarity], result of:
            0.020897726 = score(doc=3676,freq=1.0), product of:
              0.090501204 = queryWeight, product of:
                1.2648146 = boost
                4.9261017 = idf(docFreq=875, maxDocs=44421)
                0.014525266 = queryNorm
              0.23091102 = fieldWeight in 3676, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.9261017 = idf(docFreq=875, maxDocs=44421)
                0.046875 = fieldNorm(doc=3676)
          0.04391868 = weight(abstract_txt:changes in 3676) [ClassicSimilarity], result of:
            0.04391868 = score(doc=3676,freq=4.0), product of:
              0.09354083 = queryWeight, product of:
                1.2858796 = boost
                5.008144 = idf(docFreq=806, maxDocs=44421)
                0.014525266 = queryNorm
              0.46951348 = fieldWeight in 3676, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                5.008144 = idf(docFreq=806, maxDocs=44421)
                0.046875 = fieldNorm(doc=3676)
          0.044245467 = weight(abstract_txt:period in 3676) [ClassicSimilarity], result of:
            0.044245467 = score(doc=3676,freq=2.0), product of:
              0.118437946 = queryWeight, product of:
                1.4469221 = boost
                5.6353593 = idf(docFreq=430, maxDocs=44421)
                0.014525266 = queryNorm
              0.3735751 = fieldWeight in 3676, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.6353593 = idf(docFreq=430, maxDocs=44421)
                0.046875 = fieldNorm(doc=3676)
          0.012856544 = weight(abstract_txt:information in 3676) [ClassicSimilarity], result of:
            0.012856544 = score(doc=3676,freq=3.0), product of:
              0.0654643 = queryWeight, product of:
                1.8632134 = boost
                2.4188995 = idf(docFreq=10748, maxDocs=44421)
                0.014525266 = queryNorm
              0.19639015 = fieldWeight in 3676, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                2.4188995 = idf(docFreq=10748, maxDocs=44421)
                0.046875 = fieldNorm(doc=3676)
          0.07645681 = weight(abstract_txt:allocation in 3676) [ClassicSimilarity], result of:
            0.07645681 = score(doc=3676,freq=1.0), product of:
              0.21488155 = queryWeight, product of:
                1.9489436 = boost
                7.590594 = idf(docFreq=60, maxDocs=44421)
                0.014525266 = queryNorm
              0.3558091 = fieldWeight in 3676, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.590594 = idf(docFreq=60, maxDocs=44421)
                0.046875 = fieldNorm(doc=3676)
          0.09878898 = weight(abstract_txt:dirichlet in 3676) [ClassicSimilarity], result of:
            0.09878898 = score(doc=3676,freq=1.0), product of:
              0.2549142 = queryWeight, product of:
                2.1227396 = boost
                8.267481 = idf(docFreq=30, maxDocs=44421)
                0.014525266 = queryNorm
              0.38753816 = fieldWeight in 3676, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.267481 = idf(docFreq=30, maxDocs=44421)
                0.046875 = fieldNorm(doc=3676)
          0.08963401 = weight(abstract_txt:latent in 3676) [ClassicSimilarity], result of:
            0.08963401 = score(doc=3676,freq=1.0), product of:
              0.2734853 = queryWeight, product of:
                2.692851 = boost
                6.9919376 = idf(docFreq=110, maxDocs=44421)
                0.014525266 = queryNorm
              0.32774708 = fieldWeight in 3676, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.9919376 = idf(docFreq=110, maxDocs=44421)
                0.046875 = fieldNorm(doc=3676)
          0.109831326 = weight(abstract_txt:occurred in 3676) [ClassicSimilarity], result of:
            0.109831326 = score(doc=3676,freq=1.0), product of:
              0.3131624 = queryWeight, product of:
                2.8815763 = boost
                7.48196 = idf(docFreq=67, maxDocs=44421)
                0.014525266 = queryNorm
              0.35071686 = fieldWeight in 3676, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.48196 = idf(docFreq=67, maxDocs=44421)
                0.046875 = fieldNorm(doc=3676)
          0.06870301 = weight(abstract_txt:topics in 3676) [ClassicSimilarity], result of:
            0.06870301 = score(doc=3676,freq=1.0), product of:
              0.28858867 = queryWeight, product of:
                3.9120102 = boost
                5.078731 = idf(docFreq=751, maxDocs=44421)
                0.014525266 = queryNorm
              0.23806551 = fieldWeight in 3676, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.078731 = idf(docFreq=751, maxDocs=44421)
                0.046875 = fieldNorm(doc=3676)
        0.36 = coord(9/25)
    
  3. Hu, B.; Dong, X.; Zhang, C.; Bowman, T.D.; Ding, Y.; Milojevic, S.; Ni, C.; Yan, E.; Larivière, V.: ¬A lead-lag analysis of the topic evolution patterns for preprints and publications (2015) 0.20
    0.2024078 = sum of:
      0.2024078 = product of:
        0.722885 = sum of:
          0.023308417 = weight(abstract_txt:those in 3337) [ClassicSimilarity], result of:
            0.023308417 = score(doc=3337,freq=1.0), product of:
              0.069241166 = queryWeight, product of:
                1.1063229 = boost
                4.3088202 = idf(docFreq=1623, maxDocs=44421)
                0.014525266 = queryNorm
              0.3366266 = fieldWeight in 3337, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.3088202 = idf(docFreq=1623, maxDocs=44421)
                0.078125 = fieldNorm(doc=3337)
          0.034829542 = weight(abstract_txt:identify in 3337) [ClassicSimilarity], result of:
            0.034829542 = score(doc=3337,freq=1.0), product of:
              0.090501204 = queryWeight, product of:
                1.2648146 = boost
                4.9261017 = idf(docFreq=875, maxDocs=44421)
                0.014525266 = queryNorm
              0.3848517 = fieldWeight in 3337, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.9261017 = idf(docFreq=875, maxDocs=44421)
                0.078125 = fieldNorm(doc=3337)
          0.024952212 = weight(abstract_txt:science in 3337) [ClassicSimilarity], result of:
            0.024952212 = score(doc=3337,freq=1.0), product of:
              0.0829454 = queryWeight, product of:
                1.4830011 = boost
                3.850585 = idf(docFreq=2567, maxDocs=44421)
                0.014525266 = queryNorm
              0.30082697 = fieldWeight in 3337, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.850585 = idf(docFreq=2567, maxDocs=44421)
                0.078125 = fieldNorm(doc=3337)
          0.12742801 = weight(abstract_txt:allocation in 3337) [ClassicSimilarity], result of:
            0.12742801 = score(doc=3337,freq=1.0), product of:
              0.21488155 = queryWeight, product of:
                1.9489436 = boost
                7.590594 = idf(docFreq=60, maxDocs=44421)
                0.014525266 = queryNorm
              0.59301513 = fieldWeight in 3337, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.590594 = idf(docFreq=60, maxDocs=44421)
                0.078125 = fieldNorm(doc=3337)
          0.1646483 = weight(abstract_txt:dirichlet in 3337) [ClassicSimilarity], result of:
            0.1646483 = score(doc=3337,freq=1.0), product of:
              0.2549142 = queryWeight, product of:
                2.1227396 = boost
                8.267481 = idf(docFreq=30, maxDocs=44421)
                0.014525266 = queryNorm
              0.6458969 = fieldWeight in 3337, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.267481 = idf(docFreq=30, maxDocs=44421)
                0.078125 = fieldNorm(doc=3337)
          0.14939001 = weight(abstract_txt:latent in 3337) [ClassicSimilarity], result of:
            0.14939001 = score(doc=3337,freq=1.0), product of:
              0.2734853 = queryWeight, product of:
                2.692851 = boost
                6.9919376 = idf(docFreq=110, maxDocs=44421)
                0.014525266 = queryNorm
              0.5462451 = fieldWeight in 3337, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.9919376 = idf(docFreq=110, maxDocs=44421)
                0.078125 = fieldNorm(doc=3337)
          0.19832851 = weight(abstract_txt:topics in 3337) [ClassicSimilarity], result of:
            0.19832851 = score(doc=3337,freq=3.0), product of:
              0.28858867 = queryWeight, product of:
                3.9120102 = boost
                5.078731 = idf(docFreq=751, maxDocs=44421)
                0.014525266 = queryNorm
              0.68723595 = fieldWeight in 3337, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                5.078731 = idf(docFreq=751, maxDocs=44421)
                0.078125 = fieldNorm(doc=3337)
        0.28 = coord(7/25)
    
  4. Zheng, H.; Goh, D.H.-L.; Lee, E.W.J.; Lee, C.S.; Theng, Y.-L.: Understanding the effects of message cues on COVID-19 information sharing on Twitter (2022) 0.15
    0.15079463 = sum of:
      0.15079463 = product of:
        0.5385522 = sum of:
          0.018646734 = weight(abstract_txt:those in 1565) [ClassicSimilarity], result of:
            0.018646734 = score(doc=1565,freq=1.0), product of:
              0.069241166 = queryWeight, product of:
                1.1063229 = boost
                4.3088202 = idf(docFreq=1623, maxDocs=44421)
                0.014525266 = queryNorm
              0.26930127 = fieldWeight in 1565, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.3088202 = idf(docFreq=1623, maxDocs=44421)
                0.0625 = fieldNorm(doc=1565)
          0.050885886 = weight(abstract_txt:analyzing in 1565) [ClassicSimilarity], result of:
            0.050885886 = score(doc=1565,freq=1.0), product of:
              0.13521579 = queryWeight, product of:
                1.546014 = boost
                6.021295 = idf(docFreq=292, maxDocs=44421)
                0.014525266 = queryNorm
              0.37633094 = fieldWeight in 1565, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.021295 = idf(docFreq=292, maxDocs=44421)
                0.0625 = fieldNorm(doc=1565)
          0.024242535 = weight(abstract_txt:information in 1565) [ClassicSimilarity], result of:
            0.024242535 = score(doc=1565,freq=6.0), product of:
              0.0654643 = queryWeight, product of:
                1.8632134 = boost
                2.4188995 = idf(docFreq=10748, maxDocs=44421)
                0.014525266 = queryNorm
              0.37031686 = fieldWeight in 1565, product of:
                2.4494898 = tf(freq=6.0), with freq of:
                  6.0 = termFreq=6.0
                2.4188995 = idf(docFreq=10748, maxDocs=44421)
                0.0625 = fieldNorm(doc=1565)
          0.10194241 = weight(abstract_txt:allocation in 1565) [ClassicSimilarity], result of:
            0.10194241 = score(doc=1565,freq=1.0), product of:
              0.21488155 = queryWeight, product of:
                1.9489436 = boost
                7.590594 = idf(docFreq=60, maxDocs=44421)
                0.014525266 = queryNorm
              0.4744121 = fieldWeight in 1565, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.590594 = idf(docFreq=60, maxDocs=44421)
                0.0625 = fieldNorm(doc=1565)
          0.13171864 = weight(abstract_txt:dirichlet in 1565) [ClassicSimilarity], result of:
            0.13171864 = score(doc=1565,freq=1.0), product of:
              0.2549142 = queryWeight, product of:
                2.1227396 = boost
                8.267481 = idf(docFreq=30, maxDocs=44421)
                0.014525266 = queryNorm
              0.51671755 = fieldWeight in 1565, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.267481 = idf(docFreq=30, maxDocs=44421)
                0.0625 = fieldNorm(doc=1565)
          0.119512014 = weight(abstract_txt:latent in 1565) [ClassicSimilarity], result of:
            0.119512014 = score(doc=1565,freq=1.0), product of:
              0.2734853 = queryWeight, product of:
                2.692851 = boost
                6.9919376 = idf(docFreq=110, maxDocs=44421)
                0.014525266 = queryNorm
              0.4369961 = fieldWeight in 1565, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.9919376 = idf(docFreq=110, maxDocs=44421)
                0.0625 = fieldNorm(doc=1565)
          0.09160402 = weight(abstract_txt:topics in 1565) [ClassicSimilarity], result of:
            0.09160402 = score(doc=1565,freq=1.0), product of:
              0.28858867 = queryWeight, product of:
                3.9120102 = boost
                5.078731 = idf(docFreq=751, maxDocs=44421)
                0.014525266 = queryNorm
              0.3174207 = fieldWeight in 1565, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.078731 = idf(docFreq=751, maxDocs=44421)
                0.0625 = fieldNorm(doc=1565)
        0.28 = coord(7/25)
    
  5. Li, D.; Ding, Y.; Sugimoto, C.; He, B.; Tang, J.; Yan, E.; Lin, N.; Qin, Z.; Dong, T.: Modeling topic and community structure in social tagging : the TTR-LDA-Community model (2011) 0.14
    0.14089672 = sum of:
      0.14089672 = product of:
        0.7044836 = sum of:
          0.11341753 = weight(abstract_txt:diachronically in 759) [ClassicSimilarity], result of:
            0.11341753 = score(doc=759,freq=1.0), product of:
              0.18312149 = queryWeight, product of:
                1.272197 = boost
                9.909708 = idf(docFreq=5, maxDocs=44421)
                0.014525266 = queryNorm
              0.61935675 = fieldWeight in 759, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                9.909708 = idf(docFreq=5, maxDocs=44421)
                0.0625 = fieldNorm(doc=759)
          0.14416833 = weight(abstract_txt:allocation in 759) [ClassicSimilarity], result of:
            0.14416833 = score(doc=759,freq=2.0), product of:
              0.21488155 = queryWeight, product of:
                1.9489436 = boost
                7.590594 = idf(docFreq=60, maxDocs=44421)
                0.014525266 = queryNorm
              0.67092 = fieldWeight in 759, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                7.590594 = idf(docFreq=60, maxDocs=44421)
                0.0625 = fieldNorm(doc=759)
          0.18627828 = weight(abstract_txt:dirichlet in 759) [ClassicSimilarity], result of:
            0.18627828 = score(doc=759,freq=2.0), product of:
              0.2549142 = queryWeight, product of:
                2.1227396 = boost
                8.267481 = idf(docFreq=30, maxDocs=44421)
                0.014525266 = queryNorm
              0.73074895 = fieldWeight in 759, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                8.267481 = idf(docFreq=30, maxDocs=44421)
                0.0625 = fieldNorm(doc=759)
          0.16901551 = weight(abstract_txt:latent in 759) [ClassicSimilarity], result of:
            0.16901551 = score(doc=759,freq=2.0), product of:
              0.2734853 = queryWeight, product of:
                2.692851 = boost
                6.9919376 = idf(docFreq=110, maxDocs=44421)
                0.014525266 = queryNorm
              0.6180058 = fieldWeight in 759, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                6.9919376 = idf(docFreq=110, maxDocs=44421)
                0.0625 = fieldNorm(doc=759)
          0.09160402 = weight(abstract_txt:topics in 759) [ClassicSimilarity], result of:
            0.09160402 = score(doc=759,freq=1.0), product of:
              0.28858867 = queryWeight, product of:
                3.9120102 = boost
                5.078731 = idf(docFreq=751, maxDocs=44421)
                0.014525266 = queryNorm
              0.3174207 = fieldWeight in 759, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.078731 = idf(docFreq=751, maxDocs=44421)
                0.0625 = fieldNorm(doc=759)
        0.2 = coord(5/25)