Document (#31772)

Author
Hook, P.A.
Börner, K.
Title
Educational knowledge domain visualizations : tools to navigate, understand, and internalize the structure of scholarly knowledge and expertise
Source
New directions in cognitive information retrieval. Eds.: A. Spink, C. Cole
Imprint
Dordrecht : Springer Netherland
Year
2005
Pages
S.187-208
Series
The information retrieval series, vol. 19
Abstract
Today, we attempt to access all humanity's knowledge and expertise using search engines such as Google. This works well for fact retrieval. However, search engines do not enlighten the user as to the inherent structure of the information being searched or give the user feedback as to its completeness. There is no 'up' button. The user is not able to see what dataset was queried, how the entries in a search result set relate to each other or how the retrieved entities relate to the entities that were not retrieved. Effective approaches to information access and management need to take into account the human user's perceptual and cognitive capabilities. Humanity is in true need of better tools to filter, navigate, understand, and utilize (scholarly) knowledge. This chapter discusses domain maps as an alternative means to organize, navigate, and internalize scholarly knowledge. We first discuss the educational uses of maps and the benefits of information visualization and spatialization for education. Subsequently, we introduce thematic maps, cognitive and concept maps, knowledge domain visualizations, and information spaces employing the metro map metaphor. All four are visual representations of geographic or abstract semantic spaces. Given that our interest is in the access, management, and internalization of scholarly knowledge, knowledge domain visualizations are discussed at greater length. To this end, we discuss how the educational use of knowledge domain visualizations is supported by the semantic network theory of learning. We also discuss some of the elements of good knowledge domain map design. These are drawn from visual perception principles and the study of human memory, and cognition. The final section projects a potential future of educational knowledge domain visualizations.

Similar documents (author)

  1. Börner, T.: Volltext-Suchprogramme : Textdokumente wiederfinden (1994) 5.94
    5.9401517 = sum of:
      5.9401517 = weight(author_txt:börner in 5880) [ClassicSimilarity], result of:
        5.9401517 = fieldWeight in 5880, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          9.504243 = idf(docFreq=8, maxDocs=44421)
          0.625 = fieldNorm(doc=5880)
    
  2. Börner, K.: Atlas of knowledge : anyone can map (2015) 5.94
    5.9401517 = sum of:
      5.9401517 = weight(author_txt:börner in 4355) [ClassicSimilarity], result of:
        5.9401517 = fieldWeight in 4355, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          9.504243 = idf(docFreq=8, maxDocs=44421)
          0.625 = fieldNorm(doc=4355)
    
  3. Börner, K.; Chen, C.: Visual Interfaces to Digital Libraries : Motivation, Utilization, and Socio-technical Challenges (2002) 4.75
    4.7521214 = sum of:
      4.7521214 = weight(author_txt:börner in 2359) [ClassicSimilarity], result of:
        4.7521214 = fieldWeight in 2359, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          9.504243 = idf(docFreq=8, maxDocs=44421)
          0.5 = fieldNorm(doc=2359)
    
  4. Boyack; K.W.; Börner, K.: Indicator-assisted evaluation and funding of research : visualizing the influence of grants on the number and citation counts of research papers (2003) 4.75
    4.7521214 = sum of:
      4.7521214 = weight(author_txt:börner in 2471) [ClassicSimilarity], result of:
        4.7521214 = fieldWeight in 2471, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          9.504243 = idf(docFreq=8, maxDocs=44421)
          0.5 = fieldNorm(doc=2471)
    
  5. Börner, K.; Sanyal, S.; Vespignani, A.: Network science (2007) 3.56
    3.5640912 = sum of:
      3.5640912 = weight(author_txt:börner in 5704) [ClassicSimilarity], result of:
        3.5640912 = fieldWeight in 5704, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          9.504243 = idf(docFreq=8, maxDocs=44421)
          0.375 = fieldNorm(doc=5704)
    

Similar documents (content)

  1. Hemmje, M.: LyberWorld - a 3D graphical user interface for fulltext retrieval (1995) 0.32
    0.31807205 = sum of:
      0.31807205 = product of:
        0.99397516 = sum of:
          0.030713215 = weight(abstract_txt:tools in 3385) [ClassicSimilarity], result of:
            0.030713215 = score(doc=3385,freq=1.0), product of:
              0.07364112 = queryWeight, product of:
                4.448705 = idf(docFreq=1411, maxDocs=44421)
                0.016553383 = queryNorm
              0.4170661 = fieldWeight in 3385, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.448705 = idf(docFreq=1411, maxDocs=44421)
                0.09375 = fieldNorm(doc=3385)
          0.022079688 = weight(abstract_txt:information in 3385) [ClassicSimilarity], result of:
            0.022079688 = score(doc=3385,freq=5.0), product of:
              0.04354305 = queryWeight, product of:
                1.0874623 = boost
                2.4188995 = idf(docFreq=10748, maxDocs=44421)
                0.016553383 = queryNorm
              0.5070772 = fieldWeight in 3385, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                2.4188995 = idf(docFreq=10748, maxDocs=44421)
                0.09375 = fieldNorm(doc=3385)
          0.0507821 = weight(abstract_txt:cognitive in 3385) [ClassicSimilarity], result of:
            0.0507821 = score(doc=3385,freq=1.0), product of:
              0.10296998 = queryWeight, product of:
                1.1824836 = boost
                5.260521 = idf(docFreq=626, maxDocs=44421)
                0.016553383 = queryNorm
              0.49317384 = fieldWeight in 3385, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.260521 = idf(docFreq=626, maxDocs=44421)
                0.09375 = fieldNorm(doc=3385)
          0.0255408 = weight(abstract_txt:search in 3385) [ClassicSimilarity], result of:
            0.0255408 = score(doc=3385,freq=1.0), product of:
              0.074545875 = queryWeight, product of:
                1.2322454 = boost
                3.654598 = idf(docFreq=3123, maxDocs=44421)
                0.016553383 = queryNorm
              0.34261855 = fieldWeight in 3385, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.654598 = idf(docFreq=3123, maxDocs=44421)
                0.09375 = fieldNorm(doc=3385)
          0.03690469 = weight(abstract_txt:user in 3385) [ClassicSimilarity], result of:
            0.03690469 = score(doc=3385,freq=2.0), product of:
              0.07562145 = queryWeight, product of:
                1.2411033 = boost
                3.6808684 = idf(docFreq=3042, maxDocs=44421)
                0.016553383 = queryNorm
              0.4880188 = fieldWeight in 3385, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.6808684 = idf(docFreq=3042, maxDocs=44421)
                0.09375 = fieldNorm(doc=3385)
          0.061521184 = weight(abstract_txt:visual in 3385) [ClassicSimilarity], result of:
            0.061521184 = score(doc=3385,freq=1.0), product of:
              0.11701818 = queryWeight, product of:
                1.2605685 = boost
                5.6078978 = idf(docFreq=442, maxDocs=44421)
                0.016553383 = queryNorm
              0.5257404 = fieldWeight in 3385, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.6078978 = idf(docFreq=442, maxDocs=44421)
                0.09375 = fieldNorm(doc=3385)
          0.15435508 = weight(abstract_txt:spaces in 3385) [ClassicSimilarity], result of:
            0.15435508 = score(doc=3385,freq=2.0), product of:
              0.17149079 = queryWeight, product of:
                1.5260199 = boost
                6.7888126 = idf(docFreq=135, maxDocs=44421)
                0.016553383 = queryNorm
              0.90007794 = fieldWeight in 3385, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                6.7888126 = idf(docFreq=135, maxDocs=44421)
                0.09375 = fieldNorm(doc=3385)
          0.6120784 = weight(abstract_txt:visualizations in 3385) [ClassicSimilarity], result of:
            0.6120784 = score(doc=3385,freq=2.0), product of:
              0.5831025 = queryWeight, product of:
                4.4492035 = boost
                7.917278 = idf(docFreq=43, maxDocs=44421)
                0.016553383 = queryNorm
              1.0496926 = fieldWeight in 3385, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                7.917278 = idf(docFreq=43, maxDocs=44421)
                0.09375 = fieldNorm(doc=3385)
        0.32 = coord(8/25)
    
  2. Hemmje, M.; Kunkel, C.; Willett, A.: LyberWorld - a visualization user interface supporting fulltext retrieval (1994) 0.25
    0.24967028 = sum of:
      0.24967028 = product of:
        0.8916796 = sum of:
          0.025594348 = weight(abstract_txt:tools in 3384) [ClassicSimilarity], result of:
            0.025594348 = score(doc=3384,freq=1.0), product of:
              0.07364112 = queryWeight, product of:
                4.448705 = idf(docFreq=1411, maxDocs=44421)
                0.016553383 = queryNorm
              0.3475551 = fieldWeight in 3384, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.448705 = idf(docFreq=1411, maxDocs=44421)
                0.078125 = fieldNorm(doc=3384)
          0.018399742 = weight(abstract_txt:information in 3384) [ClassicSimilarity], result of:
            0.018399742 = score(doc=3384,freq=5.0), product of:
              0.04354305 = queryWeight, product of:
                1.0874623 = boost
                2.4188995 = idf(docFreq=10748, maxDocs=44421)
                0.016553383 = queryNorm
              0.4225644 = fieldWeight in 3384, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                2.4188995 = idf(docFreq=10748, maxDocs=44421)
                0.078125 = fieldNorm(doc=3384)
          0.04231842 = weight(abstract_txt:cognitive in 3384) [ClassicSimilarity], result of:
            0.04231842 = score(doc=3384,freq=1.0), product of:
              0.10296998 = queryWeight, product of:
                1.1824836 = boost
                5.260521 = idf(docFreq=626, maxDocs=44421)
                0.016553383 = queryNorm
              0.4109782 = fieldWeight in 3384, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.260521 = idf(docFreq=626, maxDocs=44421)
                0.078125 = fieldNorm(doc=3384)
          0.021284 = weight(abstract_txt:search in 3384) [ClassicSimilarity], result of:
            0.021284 = score(doc=3384,freq=1.0), product of:
              0.074545875 = queryWeight, product of:
                1.2322454 = boost
                3.654598 = idf(docFreq=3123, maxDocs=44421)
                0.016553383 = queryNorm
              0.28551546 = fieldWeight in 3384, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.654598 = idf(docFreq=3123, maxDocs=44421)
                0.078125 = fieldNorm(doc=3384)
          0.030753909 = weight(abstract_txt:user in 3384) [ClassicSimilarity], result of:
            0.030753909 = score(doc=3384,freq=2.0), product of:
              0.07562145 = queryWeight, product of:
                1.2411033 = boost
                3.6808684 = idf(docFreq=3042, maxDocs=44421)
                0.016553383 = queryNorm
              0.40668234 = fieldWeight in 3384, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.6808684 = idf(docFreq=3042, maxDocs=44421)
                0.078125 = fieldNorm(doc=3384)
          0.12862922 = weight(abstract_txt:spaces in 3384) [ClassicSimilarity], result of:
            0.12862922 = score(doc=3384,freq=2.0), product of:
              0.17149079 = queryWeight, product of:
                1.5260199 = boost
                6.7888126 = idf(docFreq=135, maxDocs=44421)
                0.016553383 = queryNorm
              0.7500649 = fieldWeight in 3384, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                6.7888126 = idf(docFreq=135, maxDocs=44421)
                0.078125 = fieldNorm(doc=3384)
          0.62469995 = weight(abstract_txt:visualizations in 3384) [ClassicSimilarity], result of:
            0.62469995 = score(doc=3384,freq=3.0), product of:
              0.5831025 = queryWeight, product of:
                4.4492035 = boost
                7.917278 = idf(docFreq=43, maxDocs=44421)
                0.016553383 = queryNorm
              1.071338 = fieldWeight in 3384, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                7.917278 = idf(docFreq=43, maxDocs=44421)
                0.078125 = fieldNorm(doc=3384)
        0.28 = coord(7/25)
    
  3. Auer, S.; Oelen, A.; Haris, A.M.; Stocker, M.; D'Souza, J.; Farfar, K.E.; Vogt, L.; Prinz, M.; Wiens, V.; Jaradeh, M.Y.: Improving access to scientific literature with knowledge graphs : an experiment using library guidelines to judge information integrity (2020) 0.23
    0.23160625 = sum of:
      0.23160625 = product of:
        0.72376955 = sum of:
          0.020834155 = weight(abstract_txt:semantic in 1317) [ClassicSimilarity], result of:
            0.020834155 = score(doc=1317,freq=1.0), product of:
              0.07449863 = queryWeight, product of:
                1.0058054 = boost
                4.4745317 = idf(docFreq=1375, maxDocs=44421)
                0.016553383 = queryNorm
              0.27965823 = fieldWeight in 1317, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.4745317 = idf(docFreq=1375, maxDocs=44421)
                0.0625 = fieldNorm(doc=1317)
          0.023857566 = weight(abstract_txt:human in 1317) [ClassicSimilarity], result of:
            0.023857566 = score(doc=1317,freq=1.0), product of:
              0.08154208 = queryWeight, product of:
                1.0522785 = boost
                4.681277 = idf(docFreq=1118, maxDocs=44421)
                0.016553383 = queryNorm
              0.2925798 = fieldWeight in 1317, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.681277 = idf(docFreq=1118, maxDocs=44421)
                0.0625 = fieldNorm(doc=1317)
          0.006582891 = weight(abstract_txt:information in 1317) [ClassicSimilarity], result of:
            0.006582891 = score(doc=1317,freq=1.0), product of:
              0.04354305 = queryWeight, product of:
                1.0874623 = boost
                2.4188995 = idf(docFreq=10748, maxDocs=44421)
                0.016553383 = queryNorm
              0.15118122 = fieldWeight in 1317, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                2.4188995 = idf(docFreq=10748, maxDocs=44421)
                0.0625 = fieldNorm(doc=1317)
          0.01697812 = weight(abstract_txt:access in 1317) [ClassicSimilarity], result of:
            0.01697812 = score(doc=1317,freq=1.0), product of:
              0.074402556 = queryWeight, product of:
                1.2310604 = boost
                3.6510832 = idf(docFreq=3134, maxDocs=44421)
                0.016553383 = queryNorm
              0.2281927 = fieldWeight in 1317, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.6510832 = idf(docFreq=3134, maxDocs=44421)
                0.0625 = fieldNorm(doc=1317)
          0.12996615 = weight(abstract_txt:scholarly in 1317) [ClassicSimilarity], result of:
            0.12996615 = score(doc=1317,freq=3.0), product of:
              0.22054005 = queryWeight, product of:
                2.4473639 = boost
                5.4438 = idf(docFreq=521, maxDocs=44421)
                0.016553383 = queryNorm
              0.5893086 = fieldWeight in 1317, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                5.4438 = idf(docFreq=521, maxDocs=44421)
                0.0625 = fieldNorm(doc=1317)
          0.086073786 = weight(abstract_txt:domain in 1317) [ClassicSimilarity], result of:
            0.086073786 = score(doc=1317,freq=1.0), product of:
              0.2912288 = queryWeight, product of:
                3.7204115 = boost
                4.7288613 = idf(docFreq=1066, maxDocs=44421)
                0.016553383 = queryNorm
              0.29555383 = fieldWeight in 1317, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.7288613 = idf(docFreq=1066, maxDocs=44421)
                0.0625 = fieldNorm(doc=1317)
          0.15094033 = weight(abstract_txt:knowledge in 1317) [ClassicSimilarity], result of:
            0.15094033 = score(doc=1317,freq=7.0), product of:
              0.25738868 = queryWeight, product of:
                4.3844576 = boost
                3.5463927 = idf(docFreq=3480, maxDocs=44421)
                0.016553383 = queryNorm
              0.58642954 = fieldWeight in 1317, product of:
                2.6457512 = tf(freq=7.0), with freq of:
                  7.0 = termFreq=7.0
                3.5463927 = idf(docFreq=3480, maxDocs=44421)
                0.0625 = fieldNorm(doc=1317)
          0.28853655 = weight(abstract_txt:visualizations in 1317) [ClassicSimilarity], result of:
            0.28853655 = score(doc=1317,freq=1.0), product of:
              0.5831025 = queryWeight, product of:
                4.4492035 = boost
                7.917278 = idf(docFreq=43, maxDocs=44421)
                0.016553383 = queryNorm
              0.49482986 = fieldWeight in 1317, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.917278 = idf(docFreq=43, maxDocs=44421)
                0.0625 = fieldNorm(doc=1317)
        0.32 = coord(8/25)
    
  4. Heuvel, C. van den: Multidimensional classifications : past and future conceptualizations and visualizations (2012) 0.21
    0.21337798 = sum of:
      0.21337798 = product of:
        1.0668899 = sum of:
          0.013165782 = weight(abstract_txt:information in 1632) [ClassicSimilarity], result of:
            0.013165782 = score(doc=1632,freq=1.0), product of:
              0.04354305 = queryWeight, product of:
                1.0874623 = boost
                2.4188995 = idf(docFreq=10748, maxDocs=44421)
                0.016553383 = queryNorm
              0.30236244 = fieldWeight in 1632, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                2.4188995 = idf(docFreq=10748, maxDocs=44421)
                0.125 = fieldNorm(doc=1632)
          0.19040327 = weight(abstract_txt:maps in 1632) [ClassicSimilarity], result of:
            0.19040327 = score(doc=1632,freq=1.0), product of:
              0.25846633 = queryWeight, product of:
                2.6494565 = boost
                5.8933253 = idf(docFreq=332, maxDocs=44421)
                0.016553383 = queryNorm
              0.73666567 = fieldWeight in 1632, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.8933253 = idf(docFreq=332, maxDocs=44421)
                0.125 = fieldNorm(doc=1632)
          0.17214757 = weight(abstract_txt:domain in 1632) [ClassicSimilarity], result of:
            0.17214757 = score(doc=1632,freq=1.0), product of:
              0.2912288 = queryWeight, product of:
                3.7204115 = boost
                4.7288613 = idf(docFreq=1066, maxDocs=44421)
                0.016553383 = queryNorm
              0.59110767 = fieldWeight in 1632, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.7288613 = idf(docFreq=1066, maxDocs=44421)
                0.125 = fieldNorm(doc=1632)
          0.114100166 = weight(abstract_txt:knowledge in 1632) [ClassicSimilarity], result of:
            0.114100166 = score(doc=1632,freq=1.0), product of:
              0.25738868 = queryWeight, product of:
                4.3844576 = boost
                3.5463927 = idf(docFreq=3480, maxDocs=44421)
                0.016553383 = queryNorm
              0.44329908 = fieldWeight in 1632, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.5463927 = idf(docFreq=3480, maxDocs=44421)
                0.125 = fieldNorm(doc=1632)
          0.5770731 = weight(abstract_txt:visualizations in 1632) [ClassicSimilarity], result of:
            0.5770731 = score(doc=1632,freq=1.0), product of:
              0.5831025 = queryWeight, product of:
                4.4492035 = boost
                7.917278 = idf(docFreq=43, maxDocs=44421)
                0.016553383 = queryNorm
              0.9896597 = fieldWeight in 1632, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.917278 = idf(docFreq=43, maxDocs=44421)
                0.125 = fieldNorm(doc=1632)
        0.2 = coord(5/25)
    
  5. Boerner, K.: Atlas of science : visualizing what we know (2010) 0.18
    0.18411544 = sum of:
      0.18411544 = product of:
        0.5753608 = sum of:
          0.00576003 = weight(abstract_txt:information in 4359) [ClassicSimilarity], result of:
            0.00576003 = score(doc=4359,freq=1.0), product of:
              0.04354305 = queryWeight, product of:
                1.0874623 = boost
                2.4188995 = idf(docFreq=10748, maxDocs=44421)
                0.016553383 = queryNorm
              0.13228357 = fieldWeight in 4359, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                2.4188995 = idf(docFreq=10748, maxDocs=44421)
                0.0546875 = fieldNorm(doc=4359)
          0.029382784 = weight(abstract_txt:understand in 4359) [ClassicSimilarity], result of:
            0.029382784 = score(doc=4359,freq=1.0), product of:
              0.10241281 = queryWeight, product of:
                1.17928 = boost
                5.246269 = idf(docFreq=635, maxDocs=44421)
                0.016553383 = queryNorm
              0.28690535 = fieldWeight in 4359, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.246269 = idf(docFreq=635, maxDocs=44421)
                0.0546875 = fieldNorm(doc=4359)
          0.0148988 = weight(abstract_txt:search in 4359) [ClassicSimilarity], result of:
            0.0148988 = score(doc=4359,freq=1.0), product of:
              0.074545875 = queryWeight, product of:
                1.2322454 = boost
                3.654598 = idf(docFreq=3123, maxDocs=44421)
                0.016553383 = queryNorm
              0.19986083 = fieldWeight in 4359, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.654598 = idf(docFreq=3123, maxDocs=44421)
                0.0546875 = fieldNorm(doc=4359)
          0.05075239 = weight(abstract_txt:visual in 4359) [ClassicSimilarity], result of:
            0.05075239 = score(doc=4359,freq=2.0), product of:
              0.11701818 = queryWeight, product of:
                1.2605685 = boost
                5.6078978 = idf(docFreq=442, maxDocs=44421)
                0.016553383 = queryNorm
              0.43371373 = fieldWeight in 4359, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.6078978 = idf(docFreq=442, maxDocs=44421)
                0.0546875 = fieldNorm(doc=4359)
          0.06366822 = weight(abstract_txt:spaces in 4359) [ClassicSimilarity], result of:
            0.06366822 = score(doc=4359,freq=1.0), product of:
              0.17149079 = queryWeight, product of:
                1.5260199 = boost
                6.7888126 = idf(docFreq=135, maxDocs=44421)
                0.016553383 = queryNorm
              0.3712632 = fieldWeight in 4359, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.7888126 = idf(docFreq=135, maxDocs=44421)
                0.0546875 = fieldNorm(doc=4359)
          0.15693372 = weight(abstract_txt:navigate in 4359) [ClassicSimilarity], result of:
            0.15693372 = score(doc=4359,freq=2.0), product of:
              0.2843088 = queryWeight, product of:
                2.4064708 = boost
                7.1371193 = idf(docFreq=95, maxDocs=44421)
                0.016553383 = queryNorm
              0.55198336 = fieldWeight in 4359, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                7.1371193 = idf(docFreq=95, maxDocs=44421)
                0.0546875 = fieldNorm(doc=4359)
          0.20404601 = weight(abstract_txt:maps in 4359) [ClassicSimilarity], result of:
            0.20404601 = score(doc=4359,freq=6.0), product of:
              0.25846633 = queryWeight, product of:
                2.6494565 = boost
                5.8933253 = idf(docFreq=332, maxDocs=44421)
                0.016553383 = queryNorm
              0.7894491 = fieldWeight in 4359, product of:
                2.4494898 = tf(freq=6.0), with freq of:
                  6.0 = termFreq=6.0
                5.8933253 = idf(docFreq=332, maxDocs=44421)
                0.0546875 = fieldNorm(doc=4359)
          0.049918823 = weight(abstract_txt:knowledge in 4359) [ClassicSimilarity], result of:
            0.049918823 = score(doc=4359,freq=1.0), product of:
              0.25738868 = queryWeight, product of:
                4.3844576 = boost
                3.5463927 = idf(docFreq=3480, maxDocs=44421)
                0.016553383 = queryNorm
              0.19394335 = fieldWeight in 4359, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.5463927 = idf(docFreq=3480, maxDocs=44421)
                0.0546875 = fieldNorm(doc=4359)
        0.32 = coord(8/25)