Document (#28309)

Author
Torvik, V.I.
Weeber, M.
Swanson, D.R.
Smalheiser, N.R.
Title
¬A probabilistic similarity metric for medline mecords : a model for author name disambiguation
Source
Journal of the American Society for Information Science and Technology. 56(2005) no.2, S.140-158
Year
2005
Abstract
We present a model for estimating the probability that a pair of author names (sharing last name and first initial), appearing an two different Medline articles, refer to the same individual. The model uses a simple yet powerful similarity profile between a pair of articles, based an title, journal name, coauthor names, medical subject headings (MeSH), language, affiliation, and name attributes (prevalence in the literature, middle initial, and suffix). The similarity profile distribution is computed from reference sets consisting of pairs of articles containing almost exclusively author matches versus nonmatches, generated in an unbiased manner. Although the match set is generated automatically and might contain a small proportion of nonmatches, the model is quite robust against contamination with nonmatches. We have created a free, public service ("Author-ity": http://arrowsmith.psych.uic.edu) that takes as input an author's name given an a specific article, and gives as output a list of all articles with that (last name, first initial) ranked by decreasing similarity, with match probability indicated.
Theme
Informetrie
Field
Medizin
Object
Medline

Similar documents (author)

  1. Swanson, D.R.; Smalheiser, N.R.; Torvik, V.I.: Ranking indirect connections in literature-based discovery : the role of Medical Subject Headings (2006) 6.06
    6.057366 = sum of:
      6.057366 = sum of:
        1.4004202 = weight(author_txt:swanson in 3) [ClassicSimilarity], result of:
          1.4004202 = score(doc=3,freq=1.0), product of:
            0.44991955 = queryWeight, product of:
              8.30027 = idf(docFreq=29, maxDocs=44421)
              0.05420541 = queryNorm
            3.1126013 = fieldWeight in 3, product of:
              1.0 = tf(freq=1.0), with freq of:
                1.0 = termFreq=1.0
              8.30027 = idf(docFreq=29, maxDocs=44421)
              0.375 = fieldNorm(doc=3)
        2.2737248 = weight(author_txt:smalheiser in 3) [ClassicSimilarity], result of:
          2.2737248 = score(doc=3,freq=1.0), product of:
            0.6215192 = queryWeight, product of:
              1.17533 = boost
              9.755557 = idf(docFreq=6, maxDocs=44421)
              0.05420541 = queryNorm
            3.6583338 = fieldWeight in 3, product of:
              1.0 = tf(freq=1.0), with freq of:
                1.0 = termFreq=1.0
              9.755557 = idf(docFreq=6, maxDocs=44421)
              0.375 = fieldNorm(doc=3)
        2.383221 = weight(author_txt:torvik in 3) [ClassicSimilarity], result of:
          2.383221 = score(doc=3,freq=1.0), product of:
            0.6413161 = queryWeight, product of:
              1.1939019 = boost
              9.909708 = idf(docFreq=5, maxDocs=44421)
              0.05420541 = queryNorm
            3.7161405 = fieldWeight in 3, product of:
              1.0 = tf(freq=1.0), with freq of:
                1.0 = termFreq=1.0
              9.909708 = idf(docFreq=5, maxDocs=44421)
              0.375 = fieldNorm(doc=3)
    
  2. Swanson, D.R.; Smalheiser, N.R.: Implicit text linkages between Medline records : using arrowsmith as an aid to scientific discovery (1999) 3.27
    3.2659068 = sum of:
      3.2659068 = product of:
        4.89886 = sum of:
          1.8672268 = weight(author_txt:swanson in 5576) [ClassicSimilarity], result of:
            1.8672268 = score(doc=5576,freq=1.0), product of:
              0.44991955 = queryWeight, product of:
                8.30027 = idf(docFreq=29, maxDocs=44421)
                0.05420541 = queryNorm
              4.150135 = fieldWeight in 5576, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.30027 = idf(docFreq=29, maxDocs=44421)
                0.5 = fieldNorm(doc=5576)
          3.0316331 = weight(author_txt:smalheiser in 5576) [ClassicSimilarity], result of:
            3.0316331 = score(doc=5576,freq=1.0), product of:
              0.6215192 = queryWeight, product of:
                1.17533 = boost
                9.755557 = idf(docFreq=6, maxDocs=44421)
                0.05420541 = queryNorm
              4.8777785 = fieldWeight in 5576, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                9.755557 = idf(docFreq=6, maxDocs=44421)
                0.5 = fieldNorm(doc=5576)
        0.6666667 = coord(2/3)
    
  3. Windfeld Lund, N.; Smalheiser, N.; Torvik, V.: Author name disambiguation (2009) 3.10
    3.1046305 = sum of:
      3.1046305 = product of:
        4.6569457 = sum of:
          2.2737248 = weight(author_txt:smalheiser in 743) [ClassicSimilarity], result of:
            2.2737248 = score(doc=743,freq=1.0), product of:
              0.6215192 = queryWeight, product of:
                1.17533 = boost
                9.755557 = idf(docFreq=6, maxDocs=44421)
                0.05420541 = queryNorm
              3.6583338 = fieldWeight in 743, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                9.755557 = idf(docFreq=6, maxDocs=44421)
                0.375 = fieldNorm(doc=743)
          2.383221 = weight(author_txt:torvik in 743) [ClassicSimilarity], result of:
            2.383221 = score(doc=743,freq=1.0), product of:
              0.6413161 = queryWeight, product of:
                1.1939019 = boost
                9.909708 = idf(docFreq=5, maxDocs=44421)
                0.05420541 = queryNorm
              3.7161405 = fieldWeight in 743, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                9.909708 = idf(docFreq=5, maxDocs=44421)
                0.375 = fieldNorm(doc=743)
        0.6666667 = coord(2/3)
    
  4. Swanson, D.R.; Smalheiser, N.R.; Bookstein, A.: Information discovery from complementary literatures : categorizing viruses as potential weapons (2001) 2.45
    2.44943 = sum of:
      2.44943 = product of:
        3.674145 = sum of:
          1.4004202 = weight(author_txt:swanson in 513) [ClassicSimilarity], result of:
            1.4004202 = score(doc=513,freq=1.0), product of:
              0.44991955 = queryWeight, product of:
                8.30027 = idf(docFreq=29, maxDocs=44421)
                0.05420541 = queryNorm
              3.1126013 = fieldWeight in 513, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.30027 = idf(docFreq=29, maxDocs=44421)
                0.375 = fieldNorm(doc=513)
          2.2737248 = weight(author_txt:smalheiser in 513) [ClassicSimilarity], result of:
            2.2737248 = score(doc=513,freq=1.0), product of:
              0.6215192 = queryWeight, product of:
                1.17533 = boost
                9.755557 = idf(docFreq=6, maxDocs=44421)
                0.05420541 = queryNorm
              3.6583338 = fieldWeight in 513, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                9.755557 = idf(docFreq=6, maxDocs=44421)
                0.375 = fieldNorm(doc=513)
        0.6666667 = coord(2/3)
    
  5. Smalheiser, N.R.: Literature-based discovery : Beyond the ABCs (2012) 1.26
    1.2631805 = sum of:
      1.2631805 = product of:
        3.7895415 = sum of:
          3.7895415 = weight(author_txt:smalheiser in 967) [ClassicSimilarity], result of:
            3.7895415 = score(doc=967,freq=1.0), product of:
              0.6215192 = queryWeight, product of:
                1.17533 = boost
                9.755557 = idf(docFreq=6, maxDocs=44421)
                0.05420541 = queryNorm
              6.0972233 = fieldWeight in 967, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                9.755557 = idf(docFreq=6, maxDocs=44421)
                0.625 = fieldNorm(doc=967)
        0.33333334 = coord(1/3)
    

Similar documents (content)

  1. Liu, W.; Dog(an, R.I.; Kim, S.; Comeau, D.C.; Kim, W.; Yeganova, L.; Lu, Z.; Wilbur, W.J.: Author name disambiguation for PubMed (2014) 0.24
    0.24348031 = sum of:
      0.24348031 = product of:
        1.0145013 = sum of:
          0.06904313 = weight(abstract_txt:names in 2240) [ClassicSimilarity], result of:
            0.06904313 = score(doc=2240,freq=2.0), product of:
              0.15292042 = queryWeight, product of:
                1.5348343 = boost
                5.8378363 = idf(docFreq=351, maxDocs=44421)
                0.017066801 = queryNorm
              0.4514971 = fieldWeight in 2240, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.8378363 = idf(docFreq=351, maxDocs=44421)
                0.0546875 = fieldNorm(doc=2240)
          0.113071874 = weight(abstract_txt:probability in 2240) [ClassicSimilarity], result of:
            0.113071874 = score(doc=2240,freq=2.0), product of:
              0.21246542 = queryWeight, product of:
                1.8091428 = boost
                6.881186 = idf(docFreq=123, maxDocs=44421)
                0.017066801 = queryNorm
              0.53218955 = fieldWeight in 2240, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                6.881186 = idf(docFreq=123, maxDocs=44421)
                0.0546875 = fieldNorm(doc=2240)
          0.15481733 = weight(abstract_txt:pair in 2240) [ClassicSimilarity], result of:
            0.15481733 = score(doc=2240,freq=2.0), product of:
              0.26197803 = queryWeight, product of:
                2.008913 = boost
                7.6410246 = idf(docFreq=57, maxDocs=44421)
                0.017066801 = queryNorm
              0.5909554 = fieldWeight in 2240, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                7.6410246 = idf(docFreq=57, maxDocs=44421)
                0.0546875 = fieldNorm(doc=2240)
          0.17144457 = weight(abstract_txt:author in 2240) [ClassicSimilarity], result of:
            0.17144457 = score(doc=2240,freq=8.0), product of:
              0.22256541 = queryWeight, product of:
                2.6186204 = boost
                4.980042 = idf(docFreq=829, maxDocs=44421)
                0.017066801 = queryNorm
              0.77031094 = fieldWeight in 2240, product of:
                2.828427 = tf(freq=8.0), with freq of:
                  8.0 = termFreq=8.0
                4.980042 = idf(docFreq=829, maxDocs=44421)
                0.0546875 = fieldNorm(doc=2240)
          0.13669367 = weight(abstract_txt:similarity in 2240) [ClassicSimilarity], result of:
            0.13669367 = score(doc=2240,freq=2.0), product of:
              0.30378112 = queryWeight, product of:
                3.0593145 = boost
                5.8181453 = idf(docFreq=358, maxDocs=44421)
                0.017066801 = queryNorm
              0.4499742 = fieldWeight in 2240, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.8181453 = idf(docFreq=358, maxDocs=44421)
                0.0546875 = fieldNorm(doc=2240)
          0.36943075 = weight(abstract_txt:name in 2240) [ClassicSimilarity], result of:
            0.36943075 = score(doc=2240,freq=7.0), product of:
              0.44438386 = queryWeight, product of:
                4.5317764 = boost
                5.7456303 = idf(docFreq=385, maxDocs=44421)
                0.017066801 = queryNorm
              0.8313325 = fieldWeight in 2240, product of:
                2.6457512 = tf(freq=7.0), with freq of:
                  7.0 = termFreq=7.0
                5.7456303 = idf(docFreq=385, maxDocs=44421)
                0.0546875 = fieldNorm(doc=2240)
        0.24 = coord(6/25)
    
  2. Onodera, N.; Iwasawa, M.; Midorikawa, N.; Yoshikane, F.; Amano, K.; Ootani, Y.; Kodama, T.; Kiyama, Y.; Tsunoda, H.; Yamazaki, S.: ¬A method for eliminating articles by homonymous authors from the large number of articles retrieved by author search (2011) 0.24
    0.2420256 = sum of:
      0.2420256 = product of:
        0.86437714 = sum of:
          0.1095358 = weight(abstract_txt:affiliation in 370) [ClassicSimilarity], result of:
            0.1095358 = score(doc=370,freq=2.0), product of:
              0.15103744 = queryWeight, product of:
                1.0785891 = boost
                8.20496 = idf(docFreq=32, maxDocs=44421)
                0.017066801 = queryNorm
              0.7252228 = fieldWeight in 370, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                8.20496 = idf(docFreq=32, maxDocs=44421)
                0.0625 = fieldNorm(doc=370)
          0.020217123 = weight(abstract_txt:first in 370) [ClassicSimilarity], result of:
            0.020217123 = score(doc=370,freq=1.0), product of:
              0.077722505 = queryWeight, product of:
                1.0942136 = boost
                4.1619086 = idf(docFreq=1880, maxDocs=44421)
                0.017066801 = queryNorm
              0.2601193 = fieldWeight in 370, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.1619086 = idf(docFreq=1880, maxDocs=44421)
                0.0625 = fieldNorm(doc=370)
          0.101996675 = weight(abstract_txt:coauthor in 370) [ClassicSimilarity], result of:
            0.101996675 = score(doc=370,freq=1.0), product of:
              0.18146014 = queryWeight, product of:
                1.1822364 = boost
                8.993418 = idf(docFreq=14, maxDocs=44421)
                0.017066801 = queryNorm
              0.5620886 = fieldWeight in 370, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.993418 = idf(docFreq=14, maxDocs=44421)
                0.0625 = fieldNorm(doc=370)
          0.18374887 = weight(abstract_txt:articles in 370) [ClassicSimilarity], result of:
            0.18374887 = score(doc=370,freq=9.0), product of:
              0.20502783 = queryWeight, product of:
                2.5133336 = boost
                4.7798095 = idf(docFreq=1013, maxDocs=44421)
                0.017066801 = queryNorm
              0.89621425 = fieldWeight in 370, product of:
                3.0 = tf(freq=9.0), with freq of:
                  9.0 = termFreq=9.0
                4.7798095 = idf(docFreq=1013, maxDocs=44421)
                0.0625 = fieldNorm(doc=370)
          0.097968325 = weight(abstract_txt:author in 370) [ClassicSimilarity], result of:
            0.097968325 = score(doc=370,freq=2.0), product of:
              0.22256541 = queryWeight, product of:
                2.6186204 = boost
                4.980042 = idf(docFreq=829, maxDocs=44421)
                0.017066801 = queryNorm
              0.44017768 = fieldWeight in 370, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.980042 = idf(docFreq=829, maxDocs=44421)
                0.0625 = fieldNorm(doc=370)
          0.19133128 = weight(abstract_txt:similarity in 370) [ClassicSimilarity], result of:
            0.19133128 = score(doc=370,freq=3.0), product of:
              0.30378112 = queryWeight, product of:
                3.0593145 = boost
                5.8181453 = idf(docFreq=358, maxDocs=44421)
                0.017066801 = queryNorm
              0.6298327 = fieldWeight in 370, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                5.8181453 = idf(docFreq=358, maxDocs=44421)
                0.0625 = fieldNorm(doc=370)
          0.15957908 = weight(abstract_txt:name in 370) [ClassicSimilarity], result of:
            0.15957908 = score(doc=370,freq=1.0), product of:
              0.44438386 = queryWeight, product of:
                4.5317764 = boost
                5.7456303 = idf(docFreq=385, maxDocs=44421)
                0.017066801 = queryNorm
              0.3591019 = fieldWeight in 370, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.7456303 = idf(docFreq=385, maxDocs=44421)
                0.0625 = fieldNorm(doc=370)
        0.28 = coord(7/25)
    
  3. Strotmann, A.; Zhao, D.: Author name disambiguation : what difference does it make in author-based citation analysis? (2012) 0.20
    0.19639704 = sum of:
      0.19639704 = product of:
        0.818321 = sum of:
          0.035017084 = weight(abstract_txt:first in 1389) [ClassicSimilarity], result of:
            0.035017084 = score(doc=1389,freq=3.0), product of:
              0.077722505 = queryWeight, product of:
                1.0942136 = boost
                4.1619086 = idf(docFreq=1880, maxDocs=44421)
                0.017066801 = queryNorm
              0.45053983 = fieldWeight in 1389, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                4.1619086 = idf(docFreq=1880, maxDocs=44421)
                0.0625 = fieldNorm(doc=1389)
          0.10667487 = weight(abstract_txt:last in 1389) [ClassicSimilarity], result of:
            0.10667487 = score(doc=1389,freq=4.0), product of:
              0.14839593 = queryWeight, product of:
                1.5119579 = boost
                5.750825 = idf(docFreq=383, maxDocs=44421)
                0.017066801 = queryNorm
              0.7188531 = fieldWeight in 1389, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                5.750825 = idf(docFreq=383, maxDocs=44421)
                0.0625 = fieldNorm(doc=1389)
          0.055795275 = weight(abstract_txt:names in 1389) [ClassicSimilarity], result of:
            0.055795275 = score(doc=1389,freq=1.0), product of:
              0.15292042 = queryWeight, product of:
                1.5348343 = boost
                5.8378363 = idf(docFreq=351, maxDocs=44421)
                0.017066801 = queryNorm
              0.36486477 = fieldWeight in 1389, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.8378363 = idf(docFreq=351, maxDocs=44421)
                0.0625 = fieldNorm(doc=1389)
          0.08261178 = weight(abstract_txt:initial in 1389) [ClassicSimilarity], result of:
            0.08261178 = score(doc=1389,freq=1.0), product of:
              0.22740096 = queryWeight, product of:
                2.292295 = boost
                5.8125896 = idf(docFreq=360, maxDocs=44421)
                0.017066801 = queryNorm
              0.36328685 = fieldWeight in 1389, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.8125896 = idf(docFreq=360, maxDocs=44421)
                0.0625 = fieldNorm(doc=1389)
          0.21906385 = weight(abstract_txt:author in 1389) [ClassicSimilarity], result of:
            0.21906385 = score(doc=1389,freq=10.0), product of:
              0.22256541 = queryWeight, product of:
                2.6186204 = boost
                4.980042 = idf(docFreq=829, maxDocs=44421)
                0.017066801 = queryNorm
              0.98426723 = fieldWeight in 1389, product of:
                3.1622777 = tf(freq=10.0), with freq of:
                  10.0 = termFreq=10.0
                4.980042 = idf(docFreq=829, maxDocs=44421)
                0.0625 = fieldNorm(doc=1389)
          0.31915817 = weight(abstract_txt:name in 1389) [ClassicSimilarity], result of:
            0.31915817 = score(doc=1389,freq=4.0), product of:
              0.44438386 = queryWeight, product of:
                4.5317764 = boost
                5.7456303 = idf(docFreq=385, maxDocs=44421)
                0.017066801 = queryNorm
              0.7182038 = fieldWeight in 1389, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                5.7456303 = idf(docFreq=385, maxDocs=44421)
                0.0625 = fieldNorm(doc=1389)
        0.24 = coord(6/25)
    
  4. Kim, J.; Diesner, J.: Distortive effects of initial-based name disambiguation on measurements of large-scale coauthorship networks (2016) 0.15
    0.1480284 = sum of:
      0.1480284 = product of:
        0.740142 = sum of:
          0.101996675 = weight(abstract_txt:coauthor in 3936) [ClassicSimilarity], result of:
            0.101996675 = score(doc=3936,freq=1.0), product of:
              0.18146014 = queryWeight, product of:
                1.1822364 = boost
                8.993418 = idf(docFreq=14, maxDocs=44421)
                0.017066801 = queryNorm
              0.5620886 = fieldWeight in 3936, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.993418 = idf(docFreq=14, maxDocs=44421)
                0.0625 = fieldNorm(doc=3936)
          0.055795275 = weight(abstract_txt:names in 3936) [ClassicSimilarity], result of:
            0.055795275 = score(doc=3936,freq=1.0), product of:
              0.15292042 = queryWeight, product of:
                1.5348343 = boost
                5.8378363 = idf(docFreq=351, maxDocs=44421)
                0.017066801 = queryNorm
              0.36486477 = fieldWeight in 3936, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.8378363 = idf(docFreq=351, maxDocs=44421)
                0.0625 = fieldNorm(doc=3936)
          0.16522355 = weight(abstract_txt:initial in 3936) [ClassicSimilarity], result of:
            0.16522355 = score(doc=3936,freq=4.0), product of:
              0.22740096 = queryWeight, product of:
                2.292295 = boost
                5.8125896 = idf(docFreq=360, maxDocs=44421)
                0.017066801 = queryNorm
              0.7265737 = fieldWeight in 3936, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                5.8125896 = idf(docFreq=360, maxDocs=44421)
                0.0625 = fieldNorm(doc=3936)
          0.097968325 = weight(abstract_txt:author in 3936) [ClassicSimilarity], result of:
            0.097968325 = score(doc=3936,freq=2.0), product of:
              0.22256541 = queryWeight, product of:
                2.6186204 = boost
                4.980042 = idf(docFreq=829, maxDocs=44421)
                0.017066801 = queryNorm
              0.44017768 = fieldWeight in 3936, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.980042 = idf(docFreq=829, maxDocs=44421)
                0.0625 = fieldNorm(doc=3936)
          0.31915817 = weight(abstract_txt:name in 3936) [ClassicSimilarity], result of:
            0.31915817 = score(doc=3936,freq=4.0), product of:
              0.44438386 = queryWeight, product of:
                4.5317764 = boost
                5.7456303 = idf(docFreq=385, maxDocs=44421)
                0.017066801 = queryNorm
              0.7182038 = fieldWeight in 3936, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                5.7456303 = idf(docFreq=385, maxDocs=44421)
                0.0625 = fieldNorm(doc=3936)
        0.2 = coord(5/25)
    
  5. Kim, J.; Kim, J.; Owen-Smith, J.: Ethnicity-based name partitioning for author name disambiguation using supervised machine learning (2021) 0.14
    0.14299127 = sum of:
      0.14299127 = product of:
        0.8936955 = sum of:
          0.101996675 = weight(abstract_txt:coauthor in 1312) [ClassicSimilarity], result of:
            0.101996675 = score(doc=1312,freq=1.0), product of:
              0.18146014 = queryWeight, product of:
                1.1822364 = boost
                8.993418 = idf(docFreq=14, maxDocs=44421)
                0.017066801 = queryNorm
              0.5620886 = fieldWeight in 1312, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.993418 = idf(docFreq=14, maxDocs=44421)
                0.0625 = fieldNorm(doc=1312)
          0.09664025 = weight(abstract_txt:names in 1312) [ClassicSimilarity], result of:
            0.09664025 = score(doc=1312,freq=3.0), product of:
              0.15292042 = queryWeight, product of:
                1.5348343 = boost
                5.8378363 = idf(docFreq=351, maxDocs=44421)
                0.017066801 = queryNorm
              0.6319643 = fieldWeight in 1312, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                5.8378363 = idf(docFreq=351, maxDocs=44421)
                0.0625 = fieldNorm(doc=1312)
          0.097968325 = weight(abstract_txt:author in 1312) [ClassicSimilarity], result of:
            0.097968325 = score(doc=1312,freq=2.0), product of:
              0.22256541 = queryWeight, product of:
                2.6186204 = boost
                4.980042 = idf(docFreq=829, maxDocs=44421)
                0.017066801 = queryNorm
              0.44017768 = fieldWeight in 1312, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.980042 = idf(docFreq=829, maxDocs=44421)
                0.0625 = fieldNorm(doc=1312)
          0.59709024 = weight(abstract_txt:name in 1312) [ClassicSimilarity], result of:
            0.59709024 = score(doc=1312,freq=14.0), product of:
              0.44438386 = queryWeight, product of:
                4.5317764 = boost
                5.7456303 = idf(docFreq=385, maxDocs=44421)
                0.017066801 = queryNorm
              1.3436363 = fieldWeight in 1312, product of:
                3.7416575 = tf(freq=14.0), with freq of:
                  14.0 = termFreq=14.0
                5.7456303 = idf(docFreq=385, maxDocs=44421)
                0.0625 = fieldNorm(doc=1312)
        0.16 = coord(4/25)