Document (#44024)

Author
Wiggers, G.
Verberne, S.
Loon, W. van
Zwenne, G.-J.
Title
Bibliometric-enhanced legal information retrieval : combining usage and citations as flavors of impact relevance
Source
Journal of the Association for Information Science and Technology. 74(2023) no.8, S.1010-1025
Year
2023
Abstract
Bibliometric-enhanced information retrieval uses bibliometrics (e.g., citations) to improve ranking algorithms. Using a data-driven approach, this article describes the development of a bibliometric-enhanced ranking algorithm for legal information retrieval, and the evaluation thereof. We statistically analyze the correlation between usage of documents and citations over time, using data from a commercial legal search engine. We then propose a bibliometric boost function that combines usage of documents with citation counts. The core of this function is an impact variable based on usage and citations that increases in influence as citations and usage counts become more reliable over time. We evaluate our ranking function by comparing search sessions before and after the introduction of the new ranking in the search engine. Using a cost model applied to 129,571 sessions before and 143,864 sessions after the intervention, we show that our bibliometric-enhanced ranking algorithm reduces the time of a search session of legal professionals by 2 to 3% on average for use cases other than known-item retrieval or updating behavior. Given the high hourly tariff of legal professionals and the limited time they can spend on research, this is expected to lead to increased efficiency, especially for users with extremely long search sessions.
Content
Vgl.: https://asistdl.onlinelibrary.wiley.com/toc/23301643/current. https://doi.org/10.1002/asi.24799.
Theme
Informetrie
Retrievalalgorithmen

Similar documents (content)

  1. Qin, T.; Zhang, X.-D.; Tsai, M.-F.; Wang, D.-S.; Liu, T.-Y.; Li, H.: Query-level loss functions for information retrieval (2008) 0.19
    0.18842971 = sum of:
      0.18842971 = product of:
        0.58884287 = sum of:
          0.016793672 = weight(abstract_txt:documents in 2066) [ClassicSimilarity], result of:
            0.016793672 = score(doc=2066,freq=1.0), product of:
              0.06519753 = queryWeight, product of:
                1.1087403 = boost
                4.1213026 = idf(docFreq=1949, maxDocs=44218)
                0.014268121 = queryNorm
              0.2575814 = fieldWeight in 2066, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.1213026 = idf(docFreq=1949, maxDocs=44218)
                0.0625 = fieldNorm(doc=2066)
          0.014946359 = weight(abstract_txt:using in 2066) [ClassicSimilarity], result of:
            0.014946359 = score(doc=2066,freq=1.0), product of:
              0.06905387 = queryWeight, product of:
                1.3975068 = boost
                3.4631186 = idf(docFreq=3765, maxDocs=44218)
                0.014268121 = queryNorm
              0.21644491 = fieldWeight in 2066, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.4631186 = idf(docFreq=3765, maxDocs=44218)
                0.0625 = fieldNorm(doc=2066)
          0.040511254 = weight(abstract_txt:engine in 2066) [ClassicSimilarity], result of:
            0.040511254 = score(doc=2066,freq=1.0), product of:
              0.117269345 = queryWeight, product of:
                1.4869847 = boost
                5.5272765 = idf(docFreq=477, maxDocs=44218)
                0.014268121 = queryNorm
              0.34545478 = fieldWeight in 2066, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.5272765 = idf(docFreq=477, maxDocs=44218)
                0.0625 = fieldNorm(doc=2066)
          0.044555943 = weight(abstract_txt:algorithm in 2066) [ClassicSimilarity], result of:
            0.044555943 = score(doc=2066,freq=1.0), product of:
              0.12495044 = queryWeight, product of:
                1.5349109 = boost
                5.705423 = idf(docFreq=399, maxDocs=44218)
                0.014268121 = queryNorm
              0.35658893 = fieldWeight in 2066, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.705423 = idf(docFreq=399, maxDocs=44218)
                0.0625 = fieldNorm(doc=2066)
          0.020136723 = weight(abstract_txt:retrieval in 2066) [ClassicSimilarity], result of:
            0.020136723 = score(doc=2066,freq=1.0), product of:
              0.09271213 = queryWeight, product of:
                1.8698103 = boost
                3.4751394 = idf(docFreq=3720, maxDocs=44218)
                0.014268121 = queryNorm
              0.21719621 = fieldWeight in 2066, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.4751394 = idf(docFreq=3720, maxDocs=44218)
                0.0625 = fieldNorm(doc=2066)
          0.12481576 = weight(abstract_txt:function in 2066) [ClassicSimilarity], result of:
            0.12481576 = score(doc=2066,freq=4.0), product of:
              0.17905676 = queryWeight, product of:
                2.250377 = boost
                5.5765896 = idf(docFreq=454, maxDocs=44218)
                0.014268121 = queryNorm
              0.6970737 = fieldWeight in 2066, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                5.5765896 = idf(docFreq=454, maxDocs=44218)
                0.0625 = fieldNorm(doc=2066)
          0.029358365 = weight(abstract_txt:search in 2066) [ClassicSimilarity], result of:
            0.029358365 = score(doc=2066,freq=1.0), product of:
              0.1284109 = queryWeight, product of:
                2.460284 = boost
                3.6580524 = idf(docFreq=3098, maxDocs=44218)
                0.014268121 = queryNorm
              0.22862828 = fieldWeight in 2066, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.6580524 = idf(docFreq=3098, maxDocs=44218)
                0.0625 = fieldNorm(doc=2066)
          0.2977248 = weight(abstract_txt:ranking in 2066) [ClassicSimilarity], result of:
            0.2977248 = score(doc=2066,freq=8.0), product of:
              0.30081123 = queryWeight, product of:
                3.765575 = boost
                5.598813 = idf(docFreq=444, maxDocs=44218)
                0.014268121 = queryNorm
              0.98973966 = fieldWeight in 2066, product of:
                2.828427 = tf(freq=8.0), with freq of:
                  8.0 = termFreq=8.0
                5.598813 = idf(docFreq=444, maxDocs=44218)
                0.0625 = fieldNorm(doc=2066)
        0.32 = coord(8/25)
    
  2. Wan, X.; Yang, J.; Xiao, J.: Towards a unified approach to document similarity search using manifold-ranking of blocks (2008) 0.18
    0.18302067 = sum of:
      0.18302067 = product of:
        0.5719396 = sum of:
          0.033587344 = weight(abstract_txt:documents in 2081) [ClassicSimilarity], result of:
            0.033587344 = score(doc=2081,freq=4.0), product of:
              0.06519753 = queryWeight, product of:
                1.1087403 = boost
                4.1213026 = idf(docFreq=1949, maxDocs=44218)
                0.014268121 = queryNorm
              0.5151628 = fieldWeight in 2081, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                4.1213026 = idf(docFreq=1949, maxDocs=44218)
                0.0625 = fieldNorm(doc=2081)
          0.018344974 = weight(abstract_txt:over in 2081) [ClassicSimilarity], result of:
            0.018344974 = score(doc=2081,freq=1.0), product of:
              0.06915317 = queryWeight, product of:
                1.1418796 = boost
                4.244485 = idf(docFreq=1723, maxDocs=44218)
                0.014268121 = queryNorm
              0.2652803 = fieldWeight in 2081, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.244485 = idf(docFreq=1723, maxDocs=44218)
                0.0625 = fieldNorm(doc=2081)
          0.014946359 = weight(abstract_txt:using in 2081) [ClassicSimilarity], result of:
            0.014946359 = score(doc=2081,freq=1.0), product of:
              0.06905387 = queryWeight, product of:
                1.3975068 = boost
                3.4631186 = idf(docFreq=3765, maxDocs=44218)
                0.014268121 = queryNorm
              0.21644491 = fieldWeight in 2081, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.4631186 = idf(docFreq=3765, maxDocs=44218)
                0.0625 = fieldNorm(doc=2081)
          0.07717316 = weight(abstract_txt:algorithm in 2081) [ClassicSimilarity], result of:
            0.07717316 = score(doc=2081,freq=3.0), product of:
              0.12495044 = queryWeight, product of:
                1.5349109 = boost
                5.705423 = idf(docFreq=399, maxDocs=44218)
                0.014268121 = queryNorm
              0.6176301 = fieldWeight in 2081, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                5.705423 = idf(docFreq=399, maxDocs=44218)
                0.0625 = fieldNorm(doc=2081)
          0.040273447 = weight(abstract_txt:retrieval in 2081) [ClassicSimilarity], result of:
            0.040273447 = score(doc=2081,freq=4.0), product of:
              0.09271213 = queryWeight, product of:
                1.8698103 = boost
                3.4751394 = idf(docFreq=3720, maxDocs=44218)
                0.014268121 = queryNorm
              0.43439242 = fieldWeight in 2081, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                3.4751394 = idf(docFreq=3720, maxDocs=44218)
                0.0625 = fieldNorm(doc=2081)
          0.088258065 = weight(abstract_txt:function in 2081) [ClassicSimilarity], result of:
            0.088258065 = score(doc=2081,freq=2.0), product of:
              0.17905676 = queryWeight, product of:
                2.250377 = boost
                5.5765896 = idf(docFreq=454, maxDocs=44218)
                0.014268121 = queryNorm
              0.49290553 = fieldWeight in 2081, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.5765896 = idf(docFreq=454, maxDocs=44218)
                0.0625 = fieldNorm(doc=2081)
          0.041518997 = weight(abstract_txt:search in 2081) [ClassicSimilarity], result of:
            0.041518997 = score(doc=2081,freq=2.0), product of:
              0.1284109 = queryWeight, product of:
                2.460284 = boost
                3.6580524 = idf(docFreq=3098, maxDocs=44218)
                0.014268121 = queryNorm
              0.3233292 = fieldWeight in 2081, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.6580524 = idf(docFreq=3098, maxDocs=44218)
                0.0625 = fieldNorm(doc=2081)
          0.25783724 = weight(abstract_txt:ranking in 2081) [ClassicSimilarity], result of:
            0.25783724 = score(doc=2081,freq=6.0), product of:
              0.30081123 = queryWeight, product of:
                3.765575 = boost
                5.598813 = idf(docFreq=444, maxDocs=44218)
                0.014268121 = queryNorm
              0.8571397 = fieldWeight in 2081, product of:
                2.4494898 = tf(freq=6.0), with freq of:
                  6.0 = termFreq=6.0
                5.598813 = idf(docFreq=444, maxDocs=44218)
                0.0625 = fieldNorm(doc=2081)
        0.32 = coord(8/25)
    
  3. Thelwall, M.; Sud, P.: Mendeley readership counts : an investigation of temporal and disciplinary differences (2016) 0.17
    0.16973013 = sum of:
      0.16973013 = product of:
        0.606179 = sum of:
          0.028958282 = weight(abstract_txt:impact in 3211) [ClassicSimilarity], result of:
            0.028958282 = score(doc=3211,freq=1.0), product of:
              0.080793396 = queryWeight, product of:
                1.2342473 = boost
                4.5878253 = idf(docFreq=1222, maxDocs=44218)
                0.014268121 = queryNorm
              0.35842386 = fieldWeight in 3211, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.5878253 = idf(docFreq=1222, maxDocs=44218)
                0.078125 = fieldNorm(doc=3211)
          0.018682951 = weight(abstract_txt:using in 3211) [ClassicSimilarity], result of:
            0.018682951 = score(doc=3211,freq=1.0), product of:
              0.06905387 = queryWeight, product of:
                1.3975068 = boost
                3.4631186 = idf(docFreq=3765, maxDocs=44218)
                0.014268121 = queryNorm
              0.27055615 = fieldWeight in 3211, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.4631186 = idf(docFreq=3765, maxDocs=44218)
                0.078125 = fieldNorm(doc=3211)
          0.061022528 = weight(abstract_txt:after in 3211) [ClassicSimilarity], result of:
            0.061022528 = score(doc=3211,freq=2.0), product of:
              0.10540085 = queryWeight, product of:
                1.4097313 = boost
                5.2401175 = idf(docFreq=636, maxDocs=44218)
                0.014268121 = queryNorm
              0.57895666 = fieldWeight in 3211, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.2401175 = idf(docFreq=636, maxDocs=44218)
                0.078125 = fieldNorm(doc=3211)
          0.055331923 = weight(abstract_txt:before in 3211) [ClassicSimilarity], result of:
            0.055331923 = score(doc=3211,freq=1.0), product of:
              0.12440691 = queryWeight, product of:
                1.5315689 = boost
                5.6930003 = idf(docFreq=404, maxDocs=44218)
                0.014268121 = queryNorm
              0.44476566 = fieldWeight in 3211, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.6930003 = idf(docFreq=404, maxDocs=44218)
                0.078125 = fieldNorm(doc=3211)
          0.15343437 = weight(abstract_txt:counts in 3211) [ClassicSimilarity], result of:
            0.15343437 = score(doc=3211,freq=3.0), product of:
              0.17025584 = queryWeight, product of:
                1.7916999 = boost
                6.6599345 = idf(docFreq=153, maxDocs=44218)
                0.014268121 = queryNorm
              0.90119886 = fieldWeight in 3211, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                6.6599345 = idf(docFreq=153, maxDocs=44218)
                0.078125 = fieldNorm(doc=3211)
          0.06055045 = weight(abstract_txt:time in 3211) [ClassicSimilarity], result of:
            0.06055045 = score(doc=3211,freq=2.0), product of:
              0.13211098 = queryWeight, product of:
                2.2320235 = boost
                4.148331 = idf(docFreq=1897, maxDocs=44218)
                0.014268121 = queryNorm
              0.45833018 = fieldWeight in 3211, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.148331 = idf(docFreq=1897, maxDocs=44218)
                0.078125 = fieldNorm(doc=3211)
          0.22819853 = weight(abstract_txt:citations in 3211) [ClassicSimilarity], result of:
            0.22819853 = score(doc=3211,freq=4.0), product of:
              0.2735453 = queryWeight, product of:
                3.5908635 = boost
                5.339045 = idf(docFreq=576, maxDocs=44218)
                0.014268121 = queryNorm
              0.8342258 = fieldWeight in 3211, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                5.339045 = idf(docFreq=576, maxDocs=44218)
                0.078125 = fieldNorm(doc=3211)
        0.28 = coord(7/25)
    
  4. Haustein, S.; Sugimoto, C.; Larivière, V.: Social media in scholarly communication : Guest editorial (2015) 0.17
    0.1664483 = sum of:
      0.1664483 = product of:
        0.37829158 = sum of:
          0.030800348 = weight(abstract_txt:spend in 3809) [ClassicSimilarity], result of:
            0.030800348 = score(doc=3809,freq=1.0), product of:
              0.12307819 = queryWeight, product of:
                1.0771838 = boost
                8.008008 = idf(docFreq=39, maxDocs=44218)
                0.014268121 = queryNorm
              0.25025025 = fieldWeight in 3809, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.008008 = idf(docFreq=39, maxDocs=44218)
                0.03125 = fieldNorm(doc=3809)
          0.008396836 = weight(abstract_txt:documents in 3809) [ClassicSimilarity], result of:
            0.008396836 = score(doc=3809,freq=1.0), product of:
              0.06519753 = queryWeight, product of:
                1.1087403 = boost
                4.1213026 = idf(docFreq=1949, maxDocs=44218)
                0.014268121 = queryNorm
              0.1287907 = fieldWeight in 3809, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.1213026 = idf(docFreq=1949, maxDocs=44218)
                0.03125 = fieldNorm(doc=3809)
          0.009172487 = weight(abstract_txt:over in 3809) [ClassicSimilarity], result of:
            0.009172487 = score(doc=3809,freq=1.0), product of:
              0.06915317 = queryWeight, product of:
                1.1418796 = boost
                4.244485 = idf(docFreq=1723, maxDocs=44218)
                0.014268121 = queryNorm
              0.13264015 = fieldWeight in 3809, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.244485 = idf(docFreq=1723, maxDocs=44218)
                0.03125 = fieldNorm(doc=3809)
          0.016381277 = weight(abstract_txt:impact in 3809) [ClassicSimilarity], result of:
            0.016381277 = score(doc=3809,freq=2.0), product of:
              0.080793396 = queryWeight, product of:
                1.2342473 = boost
                4.5878253 = idf(docFreq=1222, maxDocs=44218)
                0.014268121 = queryNorm
              0.20275514 = fieldWeight in 3809, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.5878253 = idf(docFreq=1222, maxDocs=44218)
                0.03125 = fieldNorm(doc=3809)
          0.02440901 = weight(abstract_txt:after in 3809) [ClassicSimilarity], result of:
            0.02440901 = score(doc=3809,freq=2.0), product of:
              0.10540085 = queryWeight, product of:
                1.4097313 = boost
                5.2401175 = idf(docFreq=636, maxDocs=44218)
                0.014268121 = queryNorm
              0.23158266 = fieldWeight in 3809, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.2401175 = idf(docFreq=636, maxDocs=44218)
                0.03125 = fieldNorm(doc=3809)
          0.03130046 = weight(abstract_txt:before in 3809) [ClassicSimilarity], result of:
            0.03130046 = score(doc=3809,freq=2.0), product of:
              0.12440691 = queryWeight, product of:
                1.5315689 = boost
                5.6930003 = idf(docFreq=404, maxDocs=44218)
                0.014268121 = queryNorm
              0.25159743 = fieldWeight in 3809, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.6930003 = idf(docFreq=404, maxDocs=44218)
                0.03125 = fieldNorm(doc=3809)
          0.010068362 = weight(abstract_txt:retrieval in 3809) [ClassicSimilarity], result of:
            0.010068362 = score(doc=3809,freq=1.0), product of:
              0.09271213 = queryWeight, product of:
                1.8698103 = boost
                3.4751394 = idf(docFreq=3720, maxDocs=44218)
                0.014268121 = queryNorm
              0.108598106 = fieldWeight in 3809, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.4751394 = idf(docFreq=3720, maxDocs=44218)
                0.03125 = fieldNorm(doc=3809)
          0.02966354 = weight(abstract_txt:time in 3809) [ClassicSimilarity], result of:
            0.02966354 = score(doc=3809,freq=3.0), product of:
              0.13211098 = queryWeight, product of:
                2.2320235 = boost
                4.148331 = idf(docFreq=1897, maxDocs=44218)
                0.014268121 = queryNorm
              0.224535 = fieldWeight in 3809, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                4.148331 = idf(docFreq=1897, maxDocs=44218)
                0.03125 = fieldNorm(doc=3809)
          0.0645443 = weight(abstract_txt:citations in 3809) [ClassicSimilarity], result of:
            0.0645443 = score(doc=3809,freq=2.0), product of:
              0.2735453 = queryWeight, product of:
                3.5908635 = boost
                5.339045 = idf(docFreq=576, maxDocs=44218)
                0.014268121 = queryNorm
              0.23595469 = fieldWeight in 3809, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.339045 = idf(docFreq=576, maxDocs=44218)
                0.03125 = fieldNorm(doc=3809)
          0.053870972 = weight(abstract_txt:usage in 3809) [ClassicSimilarity], result of:
            0.053870972 = score(doc=3809,freq=1.0), product of:
              0.3055183 = queryWeight, product of:
                3.7949224 = boost
                5.642448 = idf(docFreq=425, maxDocs=44218)
                0.014268121 = queryNorm
              0.1763265 = fieldWeight in 3809, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.642448 = idf(docFreq=425, maxDocs=44218)
                0.03125 = fieldNorm(doc=3809)
          0.09968401 = weight(abstract_txt:bibliometric in 3809) [ClassicSimilarity], result of:
            0.09968401 = score(doc=3809,freq=2.0), product of:
              0.36548904 = queryWeight, product of:
                4.150701 = boost
                6.1714344 = idf(docFreq=250, maxDocs=44218)
                0.014268121 = queryNorm
              0.27274144 = fieldWeight in 3809, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                6.1714344 = idf(docFreq=250, maxDocs=44218)
                0.03125 = fieldNorm(doc=3809)
        0.44 = coord(11/25)
    
  5. Gingras, Y.: Bibliometrics and research evaluation : uses and abuses (2016) 0.16
    0.16347827 = sum of:
      0.16347827 = product of:
        0.5108696 = sum of:
          0.018344974 = weight(abstract_txt:over in 3805) [ClassicSimilarity], result of:
            0.018344974 = score(doc=3805,freq=1.0), product of:
              0.06915317 = queryWeight, product of:
                1.1418796 = boost
                4.244485 = idf(docFreq=1723, maxDocs=44218)
                0.014268121 = queryNorm
              0.2652803 = fieldWeight in 3805, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.244485 = idf(docFreq=1723, maxDocs=44218)
                0.0625 = fieldNorm(doc=3805)
          0.07645266 = weight(abstract_txt:boost in 3805) [ClassicSimilarity], result of:
            0.07645266 = score(doc=3805,freq=1.0), product of:
              0.14214091 = queryWeight, product of:
                1.1576008 = boost
                8.6058445 = idf(docFreq=21, maxDocs=44218)
                0.014268121 = queryNorm
              0.5378653 = fieldWeight in 3805, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.6058445 = idf(docFreq=21, maxDocs=44218)
                0.0625 = fieldNorm(doc=3805)
          0.023166625 = weight(abstract_txt:impact in 3805) [ClassicSimilarity], result of:
            0.023166625 = score(doc=3805,freq=1.0), product of:
              0.080793396 = queryWeight, product of:
                1.2342473 = boost
                4.5878253 = idf(docFreq=1222, maxDocs=44218)
                0.014268121 = queryNorm
              0.28673908 = fieldWeight in 3805, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.5878253 = idf(docFreq=1222, maxDocs=44218)
                0.0625 = fieldNorm(doc=3805)
          0.021137344 = weight(abstract_txt:using in 3805) [ClassicSimilarity], result of:
            0.021137344 = score(doc=3805,freq=2.0), product of:
              0.06905387 = queryWeight, product of:
                1.3975068 = boost
                3.4631186 = idf(docFreq=3765, maxDocs=44218)
                0.014268121 = queryNorm
              0.30609933 = fieldWeight in 3805, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.4631186 = idf(docFreq=3765, maxDocs=44218)
                0.0625 = fieldNorm(doc=3805)
          0.034252506 = weight(abstract_txt:time in 3805) [ClassicSimilarity], result of:
            0.034252506 = score(doc=3805,freq=1.0), product of:
              0.13211098 = queryWeight, product of:
                2.2320235 = boost
                4.148331 = idf(docFreq=1897, maxDocs=44218)
                0.014268121 = queryNorm
              0.2592707 = fieldWeight in 3805, 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=3805)
          0.09127942 = weight(abstract_txt:citations in 3805) [ClassicSimilarity], result of:
            0.09127942 = score(doc=3805,freq=1.0), product of:
              0.2735453 = queryWeight, product of:
                3.5908635 = boost
                5.339045 = idf(docFreq=576, maxDocs=44218)
                0.014268121 = queryNorm
              0.33369032 = fieldWeight in 3805, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.339045 = idf(docFreq=576, maxDocs=44218)
                0.0625 = fieldNorm(doc=3805)
          0.10526162 = weight(abstract_txt:ranking in 3805) [ClassicSimilarity], result of:
            0.10526162 = score(doc=3805,freq=1.0), product of:
              0.30081123 = queryWeight, product of:
                3.765575 = boost
                5.598813 = idf(docFreq=444, maxDocs=44218)
                0.014268121 = queryNorm
              0.34992582 = fieldWeight in 3805, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.598813 = idf(docFreq=444, maxDocs=44218)
                0.0625 = fieldNorm(doc=3805)
          0.14097448 = weight(abstract_txt:bibliometric in 3805) [ClassicSimilarity], result of:
            0.14097448 = score(doc=3805,freq=1.0), product of:
              0.36548904 = queryWeight, product of:
                4.150701 = boost
                6.1714344 = idf(docFreq=250, maxDocs=44218)
                0.014268121 = queryNorm
              0.38571465 = fieldWeight in 3805, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.1714344 = idf(docFreq=250, maxDocs=44218)
                0.0625 = fieldNorm(doc=3805)
        0.32 = coord(8/25)