Document (#40328)

Author
Smith, C.L.
Title
Investigating the role of semantic priming in query expression : a framework and two experiments
Source
Journal of the Association for Information Science and Technology. 68(2017) no.1, S.168-181
Year
2017
Abstract
Modern search systems often meet their users' information needs, but when the system fails, searchers struggle to formulate effective queries. Query suggestions may help, but research suggests these often go unused. Although much is known about how searchers scan results pages when assessing relevance, little is known about the processes searchers use when struggling to reformulate queries. Investigating how searchers overcome query difficulties, and how search systems help and hinder that process, requires enquiry into the cognitive procedures searchers use to select words for queries. The purpose of this paper is to investigate one cognitive process involved: semantic priming of words in memory. A framework for conceptualizing the role of semantic priming in search interaction is presented, along with results from two experiments that applied research methods from cognitive psychology, in an investigation of word selection and subsequent search for selected words. The results show that word selection activates related words in memory and that looking for a selected word among related words is effortful. The finding suggests that semantic priming may play a role in the difficulties people experience when reformulating queries. Ideas for continued development of semantic priming methods and their use in future research are also presented.
Content
Vgl.: http://onlinelibrary.wiley.com/doi/10.1002/asi.23611/full.

Similar documents (author)

  1. Smith, M.P.; Smith, M.: ¬The use of genetic programming to build Boolean queries for text retrieval through relevance feedback (1997) 4.56
    4.564473 = sum of:
      4.564473 = weight(author_txt:smith in 761) [ClassicSimilarity], result of:
        4.564473 = fieldWeight in 761, product of:
          1.4142135 = tf(freq=2.0), with freq of:
            2.0 = termFreq=2.0
          6.45514 = idf(docFreq=188, maxDocs=44218)
          0.5 = fieldNorm(doc=761)
    
  2. Smith, E.H.: Enhancing subject accessibiliy to the online catalog (1991) 4.03
    4.0344625 = sum of:
      4.0344625 = weight(author_txt:smith in 1069) [ClassicSimilarity], result of:
        4.0344625 = fieldWeight in 1069, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          6.45514 = idf(docFreq=188, maxDocs=44218)
          0.625 = fieldNorm(doc=1069)
    
  3. Smith, L.C.: UNISIST revisited: campatibility in the context of collaboratories (1992) 4.03
    4.0344625 = sum of:
      4.0344625 = weight(author_txt:smith in 2113) [ClassicSimilarity], result of:
        4.0344625 = fieldWeight in 2113, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          6.45514 = idf(docFreq=188, maxDocs=44218)
          0.625 = fieldNorm(doc=2113)
    
  4. Smith, M.M.: Knowledge management : a guide to resources on the Internet (2004) 4.03
    4.0344625 = sum of:
      4.0344625 = weight(author_txt:smith in 2805) [ClassicSimilarity], result of:
        4.0344625 = fieldWeight in 2805, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          6.45514 = idf(docFreq=188, maxDocs=44218)
          0.625 = fieldNorm(doc=2805)
    
  5. Smith, L.C.: Citation analysis (1981) 4.03
    4.0344625 = sum of:
      4.0344625 = weight(author_txt:smith in 2833) [ClassicSimilarity], result of:
        4.0344625 = fieldWeight in 2833, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          6.45514 = idf(docFreq=188, maxDocs=44218)
          0.625 = fieldNorm(doc=2833)
    

Similar documents (content)

  1. Hoeber, O.; Yang, X.D.: Evaluating WordBars in exploratory Web search scenarios (2008) 0.34
    0.34204477 = sum of:
      0.34204477 = product of:
        0.8551119 = sum of:
          0.03463921 = weight(abstract_txt:often in 2046) [ClassicSimilarity], result of:
            0.03463921 = score(doc=2046,freq=1.0), product of:
              0.11567771 = queryWeight, product of:
                1.0179541 = boost
                4.791134 = idf(docFreq=997, maxDocs=44218)
                0.023718279 = queryNorm
              0.29944587 = fieldWeight in 2046, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.791134 = idf(docFreq=997, maxDocs=44218)
                0.0625 = fieldNorm(doc=2046)
          0.04887246 = weight(abstract_txt:results in 2046) [ClassicSimilarity], result of:
            0.04887246 = score(doc=2046,freq=6.0), product of:
              0.091669984 = queryWeight, product of:
                1.1098456 = boost
                3.482422 = idf(docFreq=3693, maxDocs=44218)
                0.023718279 = queryNorm
              0.5331348 = fieldWeight in 2046, product of:
                2.4494898 = tf(freq=6.0), with freq of:
                  6.0 = termFreq=6.0
                3.482422 = idf(docFreq=3693, maxDocs=44218)
                0.0625 = fieldNorm(doc=2046)
          0.045116007 = weight(abstract_txt:selected in 2046) [ClassicSimilarity], result of:
            0.045116007 = score(doc=2046,freq=1.0), product of:
              0.13796157 = queryWeight, product of:
                1.1116867 = boost
                5.232299 = idf(docFreq=641, maxDocs=44218)
                0.023718279 = queryNorm
              0.32701868 = fieldWeight in 2046, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.232299 = idf(docFreq=641, maxDocs=44218)
                0.0625 = fieldNorm(doc=2046)
          0.0489887 = weight(abstract_txt:selection in 2046) [ClassicSimilarity], result of:
            0.0489887 = score(doc=2046,freq=1.0), product of:
              0.14574768 = queryWeight, product of:
                1.1426262 = boost
                5.377919 = idf(docFreq=554, maxDocs=44218)
                0.023718279 = queryNorm
              0.33611995 = fieldWeight in 2046, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.377919 = idf(docFreq=554, maxDocs=44218)
                0.0625 = fieldNorm(doc=2046)
          0.068484664 = weight(abstract_txt:difficulties in 2046) [ClassicSimilarity], result of:
            0.068484664 = score(doc=2046,freq=1.0), product of:
              0.1822216 = queryWeight, product of:
                1.2776247 = boost
                6.0133076 = idf(docFreq=293, maxDocs=44218)
                0.023718279 = queryNorm
              0.37583172 = fieldWeight in 2046, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.0133076 = idf(docFreq=293, maxDocs=44218)
                0.0625 = fieldNorm(doc=2046)
          0.101504974 = weight(abstract_txt:query in 2046) [ClassicSimilarity], result of:
            0.101504974 = score(doc=2046,freq=4.0), product of:
              0.17082036 = queryWeight, product of:
                1.5150214 = boost
                4.7537646 = idf(docFreq=1035, maxDocs=44218)
                0.023718279 = queryNorm
              0.5942206 = fieldWeight in 2046, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                4.7537646 = idf(docFreq=1035, maxDocs=44218)
                0.0625 = fieldNorm(doc=2046)
          0.07552809 = weight(abstract_txt:search in 2046) [ClassicSimilarity], result of:
            0.07552809 = score(doc=2046,freq=6.0), product of:
              0.13486613 = queryWeight, product of:
                1.5544251 = boost
                3.6580524 = idf(docFreq=3098, maxDocs=44218)
                0.023718279 = queryNorm
              0.56002265 = fieldWeight in 2046, product of:
                2.4494898 = tf(freq=6.0), with freq of:
                  6.0 = termFreq=6.0
                3.6580524 = idf(docFreq=3098, maxDocs=44218)
                0.0625 = fieldNorm(doc=2046)
          0.044967975 = weight(abstract_txt:when in 2046) [ClassicSimilarity], result of:
            0.044967975 = score(doc=2046,freq=1.0), product of:
              0.17344025 = queryWeight, product of:
                1.7627604 = boost
                4.148331 = idf(docFreq=1897, maxDocs=44218)
                0.023718279 = queryNorm
              0.2592707 = fieldWeight in 2046, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.148331 = idf(docFreq=1897, maxDocs=44218)
                0.0625 = fieldNorm(doc=2046)
          0.14528996 = weight(abstract_txt:queries in 2046) [ClassicSimilarity], result of:
            0.14528996 = score(doc=2046,freq=3.0), product of:
              0.26282358 = queryWeight, product of:
                2.169954 = boost
                5.106586 = idf(docFreq=727, maxDocs=44218)
                0.023718279 = queryNorm
              0.5528041 = fieldWeight in 2046, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                5.106586 = idf(docFreq=727, maxDocs=44218)
                0.0625 = fieldNorm(doc=2046)
          0.2417199 = weight(abstract_txt:searchers in 2046) [ClassicSimilarity], result of:
            0.2417199 = score(doc=2046,freq=2.0), product of:
              0.45503968 = queryWeight, product of:
                3.1922581 = boost
                6.009912 = idf(docFreq=294, maxDocs=44218)
                0.023718279 = queryNorm
              0.5312062 = fieldWeight in 2046, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                6.009912 = idf(docFreq=294, maxDocs=44218)
                0.0625 = fieldNorm(doc=2046)
        0.4 = coord(10/25)
    
  2. White, R.W.; Marchionini, G.: Examining the effectiveness of real-time query expansion (2007) 0.32
    0.31710654 = sum of:
      0.31710654 = product of:
        0.79276633 = sum of:
          0.013172525 = weight(abstract_txt:research in 913) [ClassicSimilarity], result of:
            0.013172525 = score(doc=913,freq=1.0), product of:
              0.07597582 = queryWeight, product of:
                1.0103846 = boost
                3.170338 = idf(docFreq=5046, maxDocs=44218)
                0.023718279 = queryNorm
              0.17337786 = fieldWeight in 913, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.170338 = idf(docFreq=5046, maxDocs=44218)
                0.0546875 = fieldNorm(doc=913)
          0.030753963 = weight(abstract_txt:help in 913) [ClassicSimilarity], result of:
            0.030753963 = score(doc=913,freq=1.0), product of:
              0.11680632 = queryWeight, product of:
                1.0229079 = boost
                4.81445 = idf(docFreq=974, maxDocs=44218)
                0.023718279 = queryNorm
              0.26329023 = fieldWeight in 913, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.81445 = idf(docFreq=974, maxDocs=44218)
                0.0546875 = fieldNorm(doc=913)
          0.038956065 = weight(abstract_txt:known in 913) [ClassicSimilarity], result of:
            0.038956065 = score(doc=913,freq=1.0), product of:
              0.13674633 = queryWeight, product of:
                1.1067797 = boost
                5.2092032 = idf(docFreq=656, maxDocs=44218)
                0.023718279 = queryNorm
              0.2848783 = fieldWeight in 913, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.2092032 = idf(docFreq=656, maxDocs=44218)
                0.0546875 = fieldNorm(doc=913)
          0.030238293 = weight(abstract_txt:results in 913) [ClassicSimilarity], result of:
            0.030238293 = score(doc=913,freq=3.0), product of:
              0.091669984 = queryWeight, product of:
                1.1098456 = boost
                3.482422 = idf(docFreq=3693, maxDocs=44218)
                0.023718279 = queryNorm
              0.32986036 = fieldWeight in 913, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                3.482422 = idf(docFreq=3693, maxDocs=44218)
                0.0546875 = fieldNorm(doc=913)
          0.022450874 = weight(abstract_txt:that in 913) [ClassicSimilarity], result of:
            0.022450874 = score(doc=913,freq=6.0), product of:
              0.070732236 = queryWeight, product of:
                1.2585835 = boost
                2.3694751 = idf(docFreq=11241, maxDocs=44218)
                0.023718279 = queryNorm
              0.31740654 = fieldWeight in 913, product of:
                2.4494898 = tf(freq=6.0), with freq of:
                  6.0 = termFreq=6.0
                2.3694751 = idf(docFreq=11241, maxDocs=44218)
                0.0546875 = fieldNorm(doc=913)
          0.16011685 = weight(abstract_txt:query in 913) [ClassicSimilarity], result of:
            0.16011685 = score(doc=913,freq=13.0), product of:
              0.17082036 = queryWeight, product of:
                1.5150214 = boost
                4.7537646 = idf(docFreq=1035, maxDocs=44218)
                0.023718279 = queryNorm
              0.9373406 = fieldWeight in 913, product of:
                3.6055512 = tf(freq=13.0), with freq of:
                  13.0 = termFreq=13.0
                4.7537646 = idf(docFreq=1035, maxDocs=44218)
                0.0546875 = fieldNorm(doc=913)
          0.06608708 = weight(abstract_txt:search in 913) [ClassicSimilarity], result of:
            0.06608708 = score(doc=913,freq=6.0), product of:
              0.13486613 = queryWeight, product of:
                1.5544251 = boost
                3.6580524 = idf(docFreq=3098, maxDocs=44218)
                0.023718279 = queryNorm
              0.49001983 = fieldWeight in 913, product of:
                2.4494898 = tf(freq=6.0), with freq of:
                  6.0 = termFreq=6.0
                3.6580524 = idf(docFreq=3098, maxDocs=44218)
                0.0546875 = fieldNorm(doc=913)
          0.06815096 = weight(abstract_txt:when in 913) [ClassicSimilarity], result of:
            0.06815096 = score(doc=913,freq=3.0), product of:
              0.17344025 = queryWeight, product of:
                1.7627604 = boost
                4.148331 = idf(docFreq=1897, maxDocs=44218)
                0.023718279 = queryNorm
              0.39293626 = fieldWeight in 913, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                4.148331 = idf(docFreq=1897, maxDocs=44218)
                0.0546875 = fieldNorm(doc=913)
          0.10380017 = weight(abstract_txt:queries in 913) [ClassicSimilarity], result of:
            0.10380017 = score(doc=913,freq=2.0), product of:
              0.26282358 = queryWeight, product of:
                2.169954 = boost
                5.106586 = idf(docFreq=727, maxDocs=44218)
                0.023718279 = queryNorm
              0.39494237 = fieldWeight in 913, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.106586 = idf(docFreq=727, maxDocs=44218)
                0.0546875 = fieldNorm(doc=913)
          0.25903955 = weight(abstract_txt:searchers in 913) [ClassicSimilarity], result of:
            0.25903955 = score(doc=913,freq=3.0), product of:
              0.45503968 = queryWeight, product of:
                3.1922581 = boost
                6.009912 = idf(docFreq=294, maxDocs=44218)
                0.023718279 = queryNorm
              0.56926805 = fieldWeight in 913, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                6.009912 = idf(docFreq=294, maxDocs=44218)
                0.0546875 = fieldNorm(doc=913)
        0.4 = coord(10/25)
    
  3. Materska, K.: Faceted navigation in search and discovery tools (2014) 0.31
    0.31010896 = sum of:
      0.31010896 = product of:
        0.64606035 = sum of:
          0.024628883 = weight(abstract_txt:presented in 1435) [ClassicSimilarity], result of:
            0.024628883 = score(doc=1435,freq=1.0), product of:
              0.11163318 = queryWeight, product of:
                4.7066307 = idf(docFreq=1085, maxDocs=44218)
                0.023718279 = queryNorm
              0.22062331 = fieldWeight in 1435, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.7066307 = idf(docFreq=1085, maxDocs=44218)
                0.046875 = fieldNorm(doc=1435)
          0.10125323 = weight(abstract_txt:reformulating in 1435) [ClassicSimilarity], result of:
            0.10125323 = score(doc=1435,freq=1.0), product of:
              0.22738375 = queryWeight, product of:
                1.0091786 = boost
                9.499662 = idf(docFreq=8, maxDocs=44218)
                0.023718279 = queryNorm
              0.44529667 = fieldWeight in 1435, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                9.499662 = idf(docFreq=8, maxDocs=44218)
                0.046875 = fieldNorm(doc=1435)
          0.01596751 = weight(abstract_txt:research in 1435) [ClassicSimilarity], result of:
            0.01596751 = score(doc=1435,freq=2.0), product of:
              0.07597582 = queryWeight, product of:
                1.0103846 = boost
                3.170338 = idf(docFreq=5046, maxDocs=44218)
                0.023718279 = queryNorm
              0.2101657 = fieldWeight in 1435, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.170338 = idf(docFreq=5046, maxDocs=44218)
                0.046875 = fieldNorm(doc=1435)
          0.025979409 = weight(abstract_txt:often in 1435) [ClassicSimilarity], result of:
            0.025979409 = score(doc=1435,freq=1.0), product of:
              0.11567771 = queryWeight, product of:
                1.0179541 = boost
                4.791134 = idf(docFreq=997, maxDocs=44218)
                0.023718279 = queryNorm
              0.2245844 = fieldWeight in 1435, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.791134 = idf(docFreq=997, maxDocs=44218)
                0.046875 = fieldNorm(doc=1435)
          0.03339091 = weight(abstract_txt:known in 1435) [ClassicSimilarity], result of:
            0.03339091 = score(doc=1435,freq=1.0), product of:
              0.13674633 = queryWeight, product of:
                1.1067797 = boost
                5.2092032 = idf(docFreq=656, maxDocs=44218)
                0.023718279 = queryNorm
              0.2441814 = fieldWeight in 1435, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.2092032 = idf(docFreq=656, maxDocs=44218)
                0.046875 = fieldNorm(doc=1435)
          0.021162396 = weight(abstract_txt:results in 1435) [ClassicSimilarity], result of:
            0.021162396 = score(doc=1435,freq=2.0), product of:
              0.091669984 = queryWeight, product of:
                1.1098456 = boost
                3.482422 = idf(docFreq=3693, maxDocs=44218)
                0.023718279 = queryNorm
              0.23085415 = fieldWeight in 1435, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.482422 = idf(docFreq=3693, maxDocs=44218)
                0.046875 = fieldNorm(doc=1435)
          0.033837005 = weight(abstract_txt:selected in 1435) [ClassicSimilarity], result of:
            0.033837005 = score(doc=1435,freq=1.0), product of:
              0.13796157 = queryWeight, product of:
                1.1116867 = boost
                5.232299 = idf(docFreq=641, maxDocs=44218)
                0.023718279 = queryNorm
              0.24526401 = fieldWeight in 1435, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.232299 = idf(docFreq=641, maxDocs=44218)
                0.046875 = fieldNorm(doc=1435)
          0.011110301 = weight(abstract_txt:that in 1435) [ClassicSimilarity], result of:
            0.011110301 = score(doc=1435,freq=2.0), product of:
              0.070732236 = queryWeight, product of:
                1.2585835 = boost
                2.3694751 = idf(docFreq=11241, maxDocs=44218)
                0.023718279 = queryNorm
              0.1570755 = fieldWeight in 1435, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                2.3694751 = idf(docFreq=11241, maxDocs=44218)
                0.046875 = fieldNorm(doc=1435)
          0.100802414 = weight(abstract_txt:search in 1435) [ClassicSimilarity], result of:
            0.100802414 = score(doc=1435,freq=19.0), product of:
              0.13486613 = queryWeight, product of:
                1.5544251 = boost
                3.6580524 = idf(docFreq=3098, maxDocs=44218)
                0.023718279 = queryNorm
              0.7474257 = fieldWeight in 1435, product of:
                4.358899 = tf(freq=19.0), with freq of:
                  19.0 = termFreq=19.0
                3.6580524 = idf(docFreq=3098, maxDocs=44218)
                0.046875 = fieldNorm(doc=1435)
          0.03372598 = weight(abstract_txt:when in 1435) [ClassicSimilarity], result of:
            0.03372598 = score(doc=1435,freq=1.0), product of:
              0.17344025 = queryWeight, product of:
                1.7627604 = boost
                4.148331 = idf(docFreq=1897, maxDocs=44218)
                0.023718279 = queryNorm
              0.19445303 = fieldWeight in 1435, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.148331 = idf(docFreq=1897, maxDocs=44218)
                0.046875 = fieldNorm(doc=1435)
          0.0629124 = weight(abstract_txt:queries in 1435) [ClassicSimilarity], result of:
            0.0629124 = score(doc=1435,freq=1.0), product of:
              0.26282358 = queryWeight, product of:
                2.169954 = boost
                5.106586 = idf(docFreq=727, maxDocs=44218)
                0.023718279 = queryNorm
              0.23937121 = fieldWeight in 1435, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.106586 = idf(docFreq=727, maxDocs=44218)
                0.046875 = fieldNorm(doc=1435)
          0.18128993 = weight(abstract_txt:searchers in 1435) [ClassicSimilarity], result of:
            0.18128993 = score(doc=1435,freq=2.0), product of:
              0.45503968 = queryWeight, product of:
                3.1922581 = boost
                6.009912 = idf(docFreq=294, maxDocs=44218)
                0.023718279 = queryNorm
              0.39840466 = fieldWeight in 1435, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                6.009912 = idf(docFreq=294, maxDocs=44218)
                0.046875 = fieldNorm(doc=1435)
        0.48 = coord(12/25)
    
  4. Lykke, M.; Price, S.; Delcambre, L.: How doctors search : a study of query behaviour and the impact on search results (2012) 0.29
    0.28548467 = sum of:
      0.28548467 = product of:
        0.793013 = sum of:
          0.044521216 = weight(abstract_txt:known in 2727) [ClassicSimilarity], result of:
            0.044521216 = score(doc=2727,freq=1.0), product of:
              0.13674633 = queryWeight, product of:
                1.1067797 = boost
                5.2092032 = idf(docFreq=656, maxDocs=44218)
                0.023718279 = queryNorm
              0.3255752 = fieldWeight in 2727, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.2092032 = idf(docFreq=656, maxDocs=44218)
                0.0625 = fieldNorm(doc=2727)
          0.019952098 = weight(abstract_txt:results in 2727) [ClassicSimilarity], result of:
            0.019952098 = score(doc=2727,freq=1.0), product of:
              0.091669984 = queryWeight, product of:
                1.1098456 = boost
                3.482422 = idf(docFreq=3693, maxDocs=44218)
                0.023718279 = queryNorm
              0.21765138 = fieldWeight in 2727, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.482422 = idf(docFreq=3693, maxDocs=44218)
                0.0625 = fieldNorm(doc=2727)
          0.018143045 = weight(abstract_txt:that in 2727) [ClassicSimilarity], result of:
            0.018143045 = score(doc=2727,freq=3.0), product of:
              0.070732236 = queryWeight, product of:
                1.2585835 = boost
                2.3694751 = idf(docFreq=11241, maxDocs=44218)
                0.023718279 = queryNorm
              0.2565032 = fieldWeight in 2727, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                2.3694751 = idf(docFreq=11241, maxDocs=44218)
                0.0625 = fieldNorm(doc=2727)
          0.087905884 = weight(abstract_txt:query in 2727) [ClassicSimilarity], result of:
            0.087905884 = score(doc=2727,freq=3.0), product of:
              0.17082036 = queryWeight, product of:
                1.5150214 = boost
                4.7537646 = idf(docFreq=1035, maxDocs=44218)
                0.023718279 = queryNorm
              0.5146101 = fieldWeight in 2727, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                4.7537646 = idf(docFreq=1035, maxDocs=44218)
                0.0625 = fieldNorm(doc=2727)
          0.09750634 = weight(abstract_txt:search in 2727) [ClassicSimilarity], result of:
            0.09750634 = score(doc=2727,freq=10.0), product of:
              0.13486613 = queryWeight, product of:
                1.5544251 = boost
                3.6580524 = idf(docFreq=3098, maxDocs=44218)
                0.023718279 = queryNorm
              0.7229861 = fieldWeight in 2727, product of:
                3.1622777 = tf(freq=10.0), with freq of:
                  10.0 = termFreq=10.0
                3.6580524 = idf(docFreq=3098, maxDocs=44218)
                0.0625 = fieldNorm(doc=2727)
          0.044967975 = weight(abstract_txt:when in 2727) [ClassicSimilarity], result of:
            0.044967975 = score(doc=2727,freq=1.0), product of:
              0.17344025 = queryWeight, product of:
                1.7627604 = boost
                4.148331 = idf(docFreq=1897, maxDocs=44218)
                0.023718279 = queryNorm
              0.2592707 = fieldWeight in 2727, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.148331 = idf(docFreq=1897, maxDocs=44218)
                0.0625 = fieldNorm(doc=2727)
          0.1677664 = weight(abstract_txt:queries in 2727) [ClassicSimilarity], result of:
            0.1677664 = score(doc=2727,freq=4.0), product of:
              0.26282358 = queryWeight, product of:
                2.169954 = boost
                5.106586 = idf(docFreq=727, maxDocs=44218)
                0.023718279 = queryNorm
              0.63832325 = fieldWeight in 2727, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                5.106586 = idf(docFreq=727, maxDocs=44218)
                0.0625 = fieldNorm(doc=2727)
          0.07053012 = weight(abstract_txt:semantic in 2727) [ClassicSimilarity], result of:
            0.07053012 = score(doc=2727,freq=1.0), product of:
              0.25221297 = queryWeight, product of:
                2.3766053 = boost
                4.4743214 = idf(docFreq=1369, maxDocs=44218)
                0.023718279 = queryNorm
              0.2796451 = fieldWeight in 2727, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.4743214 = idf(docFreq=1369, maxDocs=44218)
                0.0625 = fieldNorm(doc=2727)
          0.2417199 = weight(abstract_txt:searchers in 2727) [ClassicSimilarity], result of:
            0.2417199 = score(doc=2727,freq=2.0), product of:
              0.45503968 = queryWeight, product of:
                3.1922581 = boost
                6.009912 = idf(docFreq=294, maxDocs=44218)
                0.023718279 = queryNorm
              0.5312062 = fieldWeight in 2727, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                6.009912 = idf(docFreq=294, maxDocs=44218)
                0.0625 = fieldNorm(doc=2727)
        0.36 = coord(9/25)
    
  5. Dumais, S.T.: Latent semantic analysis (2003) 0.28
    0.27841362 = sum of:
      0.27841362 = product of:
        0.63275826 = sum of:
          0.007527157 = weight(abstract_txt:research in 2462) [ClassicSimilarity], result of:
            0.007527157 = score(doc=2462,freq=1.0), product of:
              0.07597582 = queryWeight, product of:
                1.0103846 = boost
                3.170338 = idf(docFreq=5046, maxDocs=44218)
                0.023718279 = queryNorm
              0.09907306 = fieldWeight in 2462, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.170338 = idf(docFreq=5046, maxDocs=44218)
                0.03125 = fieldNorm(doc=2462)
          0.02449362 = weight(abstract_txt:often in 2462) [ClassicSimilarity], result of:
            0.02449362 = score(doc=2462,freq=2.0), product of:
              0.11567771 = queryWeight, product of:
                1.0179541 = boost
                4.791134 = idf(docFreq=997, maxDocs=44218)
                0.023718279 = queryNorm
              0.2117402 = fieldWeight in 2462, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.791134 = idf(docFreq=997, maxDocs=44218)
                0.03125 = fieldNorm(doc=2462)
          0.022260608 = weight(abstract_txt:known in 2462) [ClassicSimilarity], result of:
            0.022260608 = score(doc=2462,freq=1.0), product of:
              0.13674633 = queryWeight, product of:
                1.1067797 = boost
                5.2092032 = idf(docFreq=656, maxDocs=44218)
                0.023718279 = queryNorm
              0.1627876 = fieldWeight in 2462, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.2092032 = idf(docFreq=656, maxDocs=44218)
                0.03125 = fieldNorm(doc=2462)
          0.015712338 = weight(abstract_txt:that in 2462) [ClassicSimilarity], result of:
            0.015712338 = score(doc=2462,freq=9.0), product of:
              0.070732236 = queryWeight, product of:
                1.2585835 = boost
                2.3694751 = idf(docFreq=11241, maxDocs=44218)
                0.023718279 = queryNorm
              0.22213829 = fieldWeight in 2462, product of:
                3.0 = tf(freq=9.0), with freq of:
                  9.0 = termFreq=9.0
                2.3694751 = idf(docFreq=11241, maxDocs=44218)
                0.03125 = fieldNorm(doc=2462)
          0.056743003 = weight(abstract_txt:query in 2462) [ClassicSimilarity], result of:
            0.056743003 = score(doc=2462,freq=5.0), product of:
              0.17082036 = queryWeight, product of:
                1.5150214 = boost
                4.7537646 = idf(docFreq=1035, maxDocs=44218)
                0.023718279 = queryNorm
              0.3321794 = fieldWeight in 2462, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                4.7537646 = idf(docFreq=1035, maxDocs=44218)
                0.03125 = fieldNorm(doc=2462)
          0.02670321 = weight(abstract_txt:search in 2462) [ClassicSimilarity], result of:
            0.02670321 = score(doc=2462,freq=3.0), product of:
              0.13486613 = queryWeight, product of:
                1.5544251 = boost
                3.6580524 = idf(docFreq=3098, maxDocs=44218)
                0.023718279 = queryNorm
              0.1979979 = fieldWeight in 2462, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                3.6580524 = idf(docFreq=3098, maxDocs=44218)
                0.03125 = fieldNorm(doc=2462)
          0.065700464 = weight(abstract_txt:word in 2462) [ClassicSimilarity], result of:
            0.065700464 = score(doc=2462,freq=3.0), product of:
              0.22331949 = queryWeight, product of:
                1.7322569 = boost
                5.4353957 = idf(docFreq=523, maxDocs=44218)
                0.023718279 = queryNorm
              0.2941994 = fieldWeight in 2462, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                5.4353957 = idf(docFreq=523, maxDocs=44218)
                0.03125 = fieldNorm(doc=2462)
          0.022483988 = weight(abstract_txt:when in 2462) [ClassicSimilarity], result of:
            0.022483988 = score(doc=2462,freq=1.0), product of:
              0.17344025 = queryWeight, product of:
                1.7627604 = boost
                4.148331 = idf(docFreq=1897, maxDocs=44218)
                0.023718279 = queryNorm
              0.12963535 = fieldWeight in 2462, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.148331 = idf(docFreq=1897, maxDocs=44218)
                0.03125 = fieldNorm(doc=2462)
          0.06108087 = weight(abstract_txt:semantic in 2462) [ClassicSimilarity], result of:
            0.06108087 = score(doc=2462,freq=3.0), product of:
              0.25221297 = queryWeight, product of:
                2.3766053 = boost
                4.4743214 = idf(docFreq=1369, maxDocs=44218)
                0.023718279 = queryNorm
              0.24217974 = fieldWeight in 2462, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                4.4743214 = idf(docFreq=1369, maxDocs=44218)
                0.03125 = fieldNorm(doc=2462)
          0.20919299 = weight(abstract_txt:words in 2462) [ClassicSimilarity], result of:
            0.20919299 = score(doc=2462,freq=12.0), product of:
              0.36100122 = queryWeight, product of:
                2.8433328 = boost
                5.353007 = idf(docFreq=568, maxDocs=44218)
                0.023718279 = queryNorm
              0.57948 = fieldWeight in 2462, product of:
                3.4641016 = tf(freq=12.0), with freq of:
                  12.0 = termFreq=12.0
                5.353007 = idf(docFreq=568, maxDocs=44218)
                0.03125 = fieldNorm(doc=2462)
          0.12085995 = weight(abstract_txt:searchers in 2462) [ClassicSimilarity], result of:
            0.12085995 = score(doc=2462,freq=2.0), product of:
              0.45503968 = queryWeight, product of:
                3.1922581 = boost
                6.009912 = idf(docFreq=294, maxDocs=44218)
                0.023718279 = queryNorm
              0.2656031 = fieldWeight in 2462, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                6.009912 = idf(docFreq=294, maxDocs=44218)
                0.03125 = fieldNorm(doc=2462)
        0.44 = coord(11/25)