Document (#40695)

Author
Delgado, A.D.
Martínez, R.
Montalvo, S.
Fresno, V.
Title
Person name disambiguation in the Web using adaptive threshold clustering
Source
Journal of the Association for Information Science and Technology. 68(2017) no.7, S.1751-1762
Year
2017
Abstract
In this article, we present a new clustering algorithm for Person Name Disambiguation in web search results. The algorithm groups web results according to the individuals they refer to. The best state-of-the-art approaches require training data in order to learn thresholds for deciding when to group the webpages. However, the ambiguity level of person names on the web could not be previously estimated and the results of those methods strongly depend on the thresholds obtained with the training collections. We present the concept of adaptive threshold, which avoids the need of a previous supervised learning process, depending only on the content of the compared documents to decide if they refer to the same person. We evaluated our approach using three datasets reaching close results to those obtained by the most successful algorithms in the state-of-the-art that require such a learning process, and outperforming the results of those obtained by algorithms that do not require it.
Content
Vgl.: http://onlinelibrary.wiley.com/doi/10.1002/asi.23810/full.

Similar documents (author)

  1. Montalvo, S.; Martínez, R.; Fresno, V.; Delgado, A.: Exploiting named entities for bilingual news clustering (2015) 3.82 
    3.8184886 = sum of:
  3.8184886 = sum of:
    1.3490914 = weight(author_txt:martínez in 2642) [ClassicSimilarity], result of:
      1.3490914 = score(doc=2642,freq=1.0), product of:
        0.555636 = queryWeight, product of:
          7.769642 = idf(docFreq=50, maxDocs=44421)
          0.07151372 = queryNorm
        2.428013 = fieldWeight in 2642, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          7.769642 = idf(docFreq=50, maxDocs=44421)
          0.3125 = fieldNorm(doc=2642)
    2.469397 = weight(author_txt:delgado in 2642) [ClassicSimilarity], result of:
      2.469397 = score(doc=2642,freq=1.0), product of:
        0.8314256 = queryWeight, product of:
          1.2232536 = boost
          9.504243 = idf(docFreq=8, maxDocs=44421)
          0.07151372 = queryNorm
        2.9700758 = fieldWeight in 2642, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          9.504243 = idf(docFreq=8, maxDocs=44421)
          0.3125 = fieldNorm(doc=2642)
  2. Delgado, Y. Hidalgo- => Hidalgo-Delgado, Y.: 2.10 
    2.095353 = sum of:
  2.095353 = product of:
    4.190706 = sum of:
      4.190706 = weight(author_txt:delgado in 4705) [ClassicSimilarity], result of:
        4.190706 = score(doc=4705,freq=2.0), product of:
          0.8314256 = queryWeight, product of:
            1.2232536 = boost
            9.504243 = idf(docFreq=8, maxDocs=44421)
            0.07151372 = queryNorm
          5.0403857 = fieldWeight in 4705, product of:
            1.4142135 = tf(freq=2.0), with freq of:
              2.0 = termFreq=2.0
            9.504243 = idf(docFreq=8, maxDocs=44421)
            0.375 = fieldNorm(doc=4705)
    0.5 = coord(1/2)
  3. Quirós, L. Delgado- => Delgado-Quirós, L.: 2.10 
    2.095353 = sum of:
  2.095353 = product of:
    4.190706 = sum of:
      4.190706 = weight(author_txt:delgado in 1841) [ClassicSimilarity], result of:
        4.190706 = score(doc=1841,freq=2.0), product of:
          0.8314256 = queryWeight, product of:
            1.2232536 = boost
            9.504243 = idf(docFreq=8, maxDocs=44421)
            0.07151372 = queryNorm
          5.0403857 = fieldWeight in 1841, product of:
            1.4142135 = tf(freq=2.0), with freq of:
              2.0 = termFreq=2.0
            9.504243 = idf(docFreq=8, maxDocs=44421)
            0.375 = fieldNorm(doc=1841)
    0.5 = coord(1/2)
  4. Thelwall, M.; Delgado, M.M.: Arts and humanities research evaluation : no metrics please, just data (2015) 1.98 
    1.9755177 = sum of:
  1.9755177 = product of:
    3.9510355 = sum of:
      3.9510355 = weight(author_txt:delgado in 3313) [ClassicSimilarity], result of:
        3.9510355 = score(doc=3313,freq=1.0), product of:
          0.8314256 = queryWeight, product of:
            1.2232536 = boost
            9.504243 = idf(docFreq=8, maxDocs=44421)
            0.07151372 = queryNorm
          4.7521214 = fieldWeight in 3313, 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=3313)
    0.5 = coord(1/2)
  5. Pech, G.; Delgado, C.; Sorella, S.P.: Classifying papers into subfields using Abstracts, Titles, Keywords and KeyWords Plus through pattern detection and optimization procedures : an application in Physics (2022) 1.48 
    1.4816383 = sum of:
  1.4816383 = product of:
    2.9632766 = sum of:
      2.9632766 = weight(author_txt:delgado in 1745) [ClassicSimilarity], result of:
        2.9632766 = score(doc=1745,freq=1.0), product of:
          0.8314256 = queryWeight, product of:
            1.2232536 = boost
            9.504243 = idf(docFreq=8, maxDocs=44421)
            0.07151372 = queryNorm
          3.5640912 = fieldWeight in 1745, 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=1745)
    0.5 = coord(1/2)

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) 0.22 
    0.2162791 = sum of:
  0.2162791 = product of:
    0.6758722 = sum of:
      0.037889604 = weight(abstract_txt:learning in 2240) [ClassicSimilarity], result of:
        0.037889604 = score(doc=2240,freq=2.0), product of:
          0.103311606 = queryWeight, product of:
            1.243996 = boost
            4.7420692 = idf(docFreq=1052, maxDocs=44421)
            0.017513068 = queryNorm
          0.3667507 = fieldWeight in 2240, product of:
            1.4142135 = tf(freq=2.0), with freq of:
              2.0 = termFreq=2.0
            4.7420692 = idf(docFreq=1052, maxDocs=44421)
            0.0546875 = fieldNorm(doc=2240)
      0.03994311 = weight(abstract_txt:state in 2240) [ClassicSimilarity], result of:
        0.03994311 = score(doc=2240,freq=2.0), product of:
          0.107011475 = queryWeight, product of:
            1.2660755 = boost
            4.8262353 = idf(docFreq=967, maxDocs=44421)
            0.017513068 = queryNorm
          0.37326008 = fieldWeight in 2240, product of:
            1.4142135 = tf(freq=2.0), with freq of:
              2.0 = termFreq=2.0
            4.8262353 = idf(docFreq=967, maxDocs=44421)
            0.0546875 = fieldNorm(doc=2240)
      0.03341301 = weight(abstract_txt:training in 2240) [ClassicSimilarity], result of:
        0.03341301 = score(doc=2240,freq=1.0), product of:
          0.11969871 = queryWeight, product of:
            1.3390265 = boost
            5.104322 = idf(docFreq=732, maxDocs=44421)
            0.017513068 = queryNorm
          0.27914262 = fieldWeight in 2240, product of:
            1.0 = tf(freq=1.0), with freq of:
              1.0 = termFreq=1.0
            5.104322 = idf(docFreq=732, maxDocs=44421)
            0.0546875 = fieldNorm(doc=2240)
      0.06597614 = weight(abstract_txt:algorithm in 2240) [ClassicSimilarity], result of:
        0.06597614 = score(doc=2240,freq=2.0), product of:
          0.14952955 = queryWeight, product of:
            1.4966075 = boost
            5.7050157 = idf(docFreq=401, maxDocs=44421)
            0.017513068 = queryNorm
          0.44122478 = fieldWeight in 2240, product of:
            1.4142135 = tf(freq=2.0), with freq of:
              2.0 = termFreq=2.0
            5.7050157 = idf(docFreq=401, maxDocs=44421)
            0.0546875 = fieldNorm(doc=2240)
      0.12608501 = weight(abstract_txt:name in 2240) [ClassicSimilarity], result of:
        0.12608501 = score(doc=2240,freq=7.0), product of:
          0.15166616 = queryWeight, product of:
            1.5072621 = boost
            5.7456303 = idf(docFreq=385, maxDocs=44421)
            0.017513068 = 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)
      0.14815685 = weight(abstract_txt:clustering in 2240) [ClassicSimilarity], result of:
        0.14815685 = score(doc=2240,freq=6.0), product of:
          0.17779101 = queryWeight, product of:
            1.6319218 = boost
            6.2208285 = idf(docFreq=239, maxDocs=44421)
            0.017513068 = queryNorm
          0.83332026 = fieldWeight in 2240, product of:
            2.4494898 = tf(freq=6.0), with freq of:
              6.0 = termFreq=6.0
            6.2208285 = idf(docFreq=239, maxDocs=44421)
            0.0546875 = fieldNorm(doc=2240)
      0.17152716 = weight(abstract_txt:disambiguation in 2240) [ClassicSimilarity], result of:
        0.17152716 = score(doc=2240,freq=3.0), product of:
          0.24697933 = queryWeight, product of:
            1.9234227 = boost
            7.33202 = idf(docFreq=78, maxDocs=44421)
            0.017513068 = queryNorm
          0.6945001 = fieldWeight in 2240, product of:
            1.7320508 = tf(freq=3.0), with freq of:
              3.0 = termFreq=3.0
            7.33202 = idf(docFreq=78, maxDocs=44421)
            0.0546875 = fieldNorm(doc=2240)
      0.05288128 = weight(abstract_txt:results in 2240) [ClassicSimilarity], result of:
        0.05288128 = score(doc=2240,freq=4.0), product of:
          0.13898686 = queryWeight, product of:
            2.2813993 = boost
            3.4786456 = idf(docFreq=3724, maxDocs=44421)
            0.017513068 = queryNorm
          0.38047686 = fieldWeight in 2240, product of:
            2.0 = tf(freq=4.0), with freq of:
              4.0 = termFreq=4.0
            3.4786456 = idf(docFreq=3724, maxDocs=44421)
            0.0546875 = fieldNorm(doc=2240)
    0.32 = coord(8/25)
  2. Li, Y.; Shawe-Taylor, J.: Advanced learning algorithms for cross-language patent retrieval and classification (2007) 0.19 
    0.18814707 = sum of:
  0.18814707 = product of:
    0.5879596 = sum of:
      0.101264216 = weight(abstract_txt:learning in 1931) [ClassicSimilarity], result of:
        0.101264216 = score(doc=1931,freq=7.0), product of:
          0.103311606 = queryWeight, product of:
            1.243996 = boost
            4.7420692 = idf(docFreq=1052, maxDocs=44421)
            0.017513068 = queryNorm
          0.9801824 = fieldWeight in 1931, product of:
            2.6457512 = tf(freq=7.0), with freq of:
              7.0 = termFreq=7.0
            4.7420692 = idf(docFreq=1052, maxDocs=44421)
            0.078125 = fieldNorm(doc=1931)
      0.040348638 = weight(abstract_txt:state in 1931) [ClassicSimilarity], result of:
        0.040348638 = score(doc=1931,freq=1.0), product of:
          0.107011475 = queryWeight, product of:
            1.2660755 = boost
            4.8262353 = idf(docFreq=967, maxDocs=44421)
            0.017513068 = queryNorm
          0.37704962 = fieldWeight in 1931, product of:
            1.0 = tf(freq=1.0), with freq of:
              1.0 = termFreq=1.0
            4.8262353 = idf(docFreq=967, maxDocs=44421)
            0.078125 = fieldNorm(doc=1931)
      0.04773287 = weight(abstract_txt:training in 1931) [ClassicSimilarity], result of:
        0.04773287 = score(doc=1931,freq=1.0), product of:
          0.11969871 = queryWeight, product of:
            1.3390265 = boost
            5.104322 = idf(docFreq=732, maxDocs=44421)
            0.017513068 = queryNorm
          0.39877516 = fieldWeight in 1931, product of:
            1.0 = tf(freq=1.0), with freq of:
              1.0 = termFreq=1.0
            5.104322 = idf(docFreq=732, maxDocs=44421)
            0.078125 = fieldNorm(doc=1931)
      0.13294438 = weight(abstract_txt:algorithms in 1931) [ClassicSimilarity], result of:
        0.13294438 = score(doc=1931,freq=4.0), product of:
          0.1492695 = queryWeight, product of:
            1.4953057 = boost
            5.7000527 = idf(docFreq=403, maxDocs=44421)
            0.017513068 = queryNorm
          0.8906332 = fieldWeight in 1931, product of:
            2.0 = tf(freq=4.0), with freq of:
              4.0 = termFreq=4.0
            5.7000527 = idf(docFreq=403, maxDocs=44421)
            0.078125 = fieldNorm(doc=1931)
      0.066645965 = weight(abstract_txt:algorithm in 1931) [ClassicSimilarity], result of:
        0.066645965 = score(doc=1931,freq=1.0), product of:
          0.14952955 = queryWeight, product of:
            1.4966075 = boost
            5.7050157 = idf(docFreq=401, maxDocs=44421)
            0.017513068 = queryNorm
          0.44570434 = fieldWeight in 1931, product of:
            1.0 = tf(freq=1.0), with freq of:
              1.0 = termFreq=1.0
            5.7050157 = idf(docFreq=401, maxDocs=44421)
            0.078125 = fieldNorm(doc=1931)
      0.043069497 = weight(abstract_txt:those in 1931) [ClassicSimilarity], result of:
        0.043069497 = score(doc=1931,freq=1.0), product of:
          0.12794442 = queryWeight, product of:
            1.6955115 = boost
            4.3088202 = idf(docFreq=1623, maxDocs=44421)
            0.017513068 = queryNorm
          0.3366266 = fieldWeight in 1931, product of:
            1.0 = tf(freq=1.0), with freq of:
              1.0 = termFreq=1.0
            4.3088202 = idf(docFreq=1623, maxDocs=44421)
            0.078125 = fieldNorm(doc=1931)
      0.10253585 = weight(abstract_txt:obtained in 1931) [ClassicSimilarity], result of:
        0.10253585 = score(doc=1931,freq=1.0), product of:
          0.22811753 = queryWeight, product of:
            2.2639632 = boost
            5.7534328 = idf(docFreq=382, maxDocs=44421)
            0.017513068 = queryNorm
          0.44948694 = fieldWeight in 1931, product of:
            1.0 = tf(freq=1.0), with freq of:
              1.0 = termFreq=1.0
            5.7534328 = idf(docFreq=382, maxDocs=44421)
            0.078125 = fieldNorm(doc=1931)
      0.05341816 = weight(abstract_txt:results in 1931) [ClassicSimilarity], result of:
        0.05341816 = score(doc=1931,freq=2.0), product of:
          0.13898686 = queryWeight, product of:
            2.2813993 = boost
            3.4786456 = idf(docFreq=3724, maxDocs=44421)
            0.017513068 = queryNorm
          0.38433966 = fieldWeight in 1931, product of:
            1.4142135 = tf(freq=2.0), with freq of:
              2.0 = termFreq=2.0
            3.4786456 = idf(docFreq=3724, maxDocs=44421)
            0.078125 = fieldNorm(doc=1931)
    0.32 = coord(8/25)
  3. Li, Q.; Wu, Y.-f.B.: People search : searching people sharing similar interests from the Web (2008) 0.18 
    0.18461907 = sum of:
  0.18461907 = product of:
    0.76924616 = sum of:
      0.023824383 = weight(abstract_txt:process in 2344) [ClassicSimilarity], result of:
        0.023824383 = score(doc=2344,freq=1.0), product of:
          0.07531686 = queryWeight, product of:
            1.0621614 = boost
            4.048922 = idf(docFreq=2105, maxDocs=44421)
            0.017513068 = queryNorm
          0.31632203 = fieldWeight in 2344, product of:
            1.0 = tf(freq=1.0), with freq of:
              1.0 = termFreq=1.0
            4.048922 = idf(docFreq=2105, maxDocs=44421)
            0.078125 = fieldNorm(doc=2344)
      0.029459177 = weight(abstract_txt:present in 2344) [ClassicSimilarity], result of:
        0.029459177 = score(doc=2344,freq=1.0), product of:
          0.08676772 = queryWeight, product of:
            1.140049 = boost
            4.3458266 = idf(docFreq=1564, maxDocs=44421)
            0.017513068 = queryNorm
          0.3395177 = fieldWeight in 2344, product of:
            1.0 = tf(freq=1.0), with freq of:
              1.0 = termFreq=1.0
            4.3458266 = idf(docFreq=1564, maxDocs=44421)
            0.078125 = fieldNorm(doc=2344)
      0.06647219 = weight(abstract_txt:algorithms in 2344) [ClassicSimilarity], result of:
        0.06647219 = score(doc=2344,freq=1.0), product of:
          0.1492695 = queryWeight, product of:
            1.4953057 = boost
            5.7000527 = idf(docFreq=403, maxDocs=44421)
            0.017513068 = queryNorm
          0.4453166 = fieldWeight in 2344, product of:
            1.0 = tf(freq=1.0), with freq of:
              1.0 = termFreq=1.0
            5.7000527 = idf(docFreq=403, maxDocs=44421)
            0.078125 = fieldNorm(doc=2344)
      0.09425163 = weight(abstract_txt:algorithm in 2344) [ClassicSimilarity], result of:
        0.09425163 = score(doc=2344,freq=2.0), product of:
          0.14952955 = queryWeight, product of:
            1.4966075 = boost
            5.7050157 = idf(docFreq=401, maxDocs=44421)
            0.017513068 = queryNorm
          0.63032115 = fieldWeight in 2344, product of:
            1.4142135 = tf(freq=2.0), with freq of:
              2.0 = termFreq=2.0
            5.7050157 = idf(docFreq=401, maxDocs=44421)
            0.078125 = fieldNorm(doc=2344)
      0.037772346 = weight(abstract_txt:results in 2344) [ClassicSimilarity], result of:
        0.037772346 = score(doc=2344,freq=1.0), product of:
          0.13898686 = queryWeight, product of:
            2.2813993 = boost
            3.4786456 = idf(docFreq=3724, maxDocs=44421)
            0.017513068 = queryNorm
          0.2717692 = fieldWeight in 2344, product of:
            1.0 = tf(freq=1.0), with freq of:
              1.0 = termFreq=1.0
            3.4786456 = idf(docFreq=3724, maxDocs=44421)
            0.078125 = fieldNorm(doc=2344)
      0.5174664 = weight(abstract_txt:person in 2344) [ClassicSimilarity], result of:
        0.5174664 = score(doc=2344,freq=8.0), product of:
          0.36935663 = queryWeight, product of:
            3.3264606 = boost
            6.3401756 = idf(docFreq=212, maxDocs=44421)
            0.017513068 = queryNorm
          1.4009941 = fieldWeight in 2344, product of:
            2.828427 = tf(freq=8.0), with freq of:
              8.0 = termFreq=8.0
            6.3401756 = idf(docFreq=212, maxDocs=44421)
            0.078125 = fieldNorm(doc=2344)
    0.24 = coord(6/25)
  4. Borodin, Y.; Polishchuk, V.; Mahmud, J.; Ramakrishnan, I.V.; Stent, A.: Live and learn from mistakes : a lightweight system for document classification (2013) 0.15 
    0.1462355 = sum of:
  0.1462355 = product of:
    0.5222696 = sum of:
      0.08890047 = weight(abstract_txt:avoids in 3722) [ClassicSimilarity], result of:
        0.08890047 = score(doc=3722,freq=1.0), product of:
          0.16688238 = queryWeight, product of:
            1.1179817 = boost
            8.523414 = idf(docFreq=23, maxDocs=44421)
            0.017513068 = queryNorm
          0.53271335 = fieldWeight in 3722, product of:
            1.0 = tf(freq=1.0), with freq of:
              1.0 = termFreq=1.0
            8.523414 = idf(docFreq=23, maxDocs=44421)
            0.0625 = fieldNorm(doc=3722)
      0.023567341 = weight(abstract_txt:present in 3722) [ClassicSimilarity], result of:
        0.023567341 = score(doc=3722,freq=1.0), product of:
          0.08676772 = queryWeight, product of:
            1.140049 = boost
            4.3458266 = idf(docFreq=1564, maxDocs=44421)
            0.017513068 = queryNorm
          0.27161416 = fieldWeight in 3722, product of:
            1.0 = tf(freq=1.0), with freq of:
              1.0 = termFreq=1.0
            4.3458266 = idf(docFreq=1564, maxDocs=44421)
            0.0625 = fieldNorm(doc=3722)
      0.06846711 = weight(abstract_txt:learning in 3722) [ClassicSimilarity], result of:
        0.06846711 = score(doc=3722,freq=5.0), product of:
          0.103311606 = queryWeight, product of:
            1.243996 = boost
            4.7420692 = idf(docFreq=1052, maxDocs=44421)
            0.017513068 = queryNorm
          0.6627243 = fieldWeight in 3722, product of:
            2.236068 = tf(freq=5.0), with freq of:
              5.0 = termFreq=5.0
            4.7420692 = idf(docFreq=1052, maxDocs=44421)
            0.0625 = fieldNorm(doc=3722)
      0.03227891 = weight(abstract_txt:state in 3722) [ClassicSimilarity], result of:
        0.03227891 = score(doc=3722,freq=1.0), product of:
          0.107011475 = queryWeight, product of:
            1.2660755 = boost
            4.8262353 = idf(docFreq=967, maxDocs=44421)
            0.017513068 = queryNorm
          0.3016397 = fieldWeight in 3722, product of:
            1.0 = tf(freq=1.0), with freq of:
              1.0 = termFreq=1.0
            4.8262353 = idf(docFreq=967, maxDocs=44421)
            0.0625 = fieldNorm(doc=3722)
      0.13329676 = weight(abstract_txt:outperforming in 3722) [ClassicSimilarity], result of:
        0.13329676 = score(doc=3722,freq=1.0), product of:
          0.2186188 = queryWeight, product of:
            1.2795969 = boost
            9.755557 = idf(docFreq=6, maxDocs=44421)
            0.017513068 = queryNorm
          0.6097223 = fieldWeight in 3722, product of:
            1.0 = tf(freq=1.0), with freq of:
              1.0 = termFreq=1.0
            9.755557 = idf(docFreq=6, maxDocs=44421)
            0.0625 = fieldNorm(doc=3722)
      0.10663355 = weight(abstract_txt:algorithm in 3722) [ClassicSimilarity], result of:
        0.10663355 = score(doc=3722,freq=4.0), product of:
          0.14952955 = queryWeight, product of:
            1.4966075 = boost
            5.7050157 = idf(docFreq=401, maxDocs=44421)
            0.017513068 = queryNorm
          0.71312696 = fieldWeight in 3722, product of:
            2.0 = tf(freq=4.0), with freq of:
              4.0 = termFreq=4.0
            5.7050157 = idf(docFreq=401, maxDocs=44421)
            0.0625 = fieldNorm(doc=3722)
      0.069125466 = weight(abstract_txt:clustering in 3722) [ClassicSimilarity], result of:
        0.069125466 = score(doc=3722,freq=1.0), product of:
          0.17779101 = queryWeight, product of:
            1.6319218 = boost
            6.2208285 = idf(docFreq=239, maxDocs=44421)
            0.017513068 = queryNorm
          0.38880178 = fieldWeight in 3722, product of:
            1.0 = tf(freq=1.0), with freq of:
              1.0 = termFreq=1.0
            6.2208285 = idf(docFreq=239, maxDocs=44421)
            0.0625 = fieldNorm(doc=3722)
    0.28 = coord(7/25)
  5. Kim, J.(im); Kim, J.(enna): Effect of forename string on author name disambiguation (2020) 0.14 
    0.14169645 = sum of:
  0.14169645 = product of:
    0.5904019 = sum of:
      0.030619424 = weight(abstract_txt:learning in 930) [ClassicSimilarity], result of:
        0.030619424 = score(doc=930,freq=1.0), product of:
          0.103311606 = queryWeight, product of:
            1.243996 = boost
            4.7420692 = idf(docFreq=1052, maxDocs=44421)
            0.017513068 = queryNorm
          0.29637933 = fieldWeight in 930, product of:
            1.0 = tf(freq=1.0), with freq of:
              1.0 = termFreq=1.0
            4.7420692 = idf(docFreq=1052, maxDocs=44421)
            0.0625 = fieldNorm(doc=930)
      0.09433373 = weight(abstract_txt:name in 930) [ClassicSimilarity], result of:
        0.09433373 = score(doc=930,freq=3.0), product of:
          0.15166616 = queryWeight, product of:
            1.5072621 = boost
            5.7456303 = idf(docFreq=385, maxDocs=44421)
            0.017513068 = queryNorm
          0.6219827 = fieldWeight in 930, product of:
            1.7320508 = tf(freq=3.0), with freq of:
              3.0 = termFreq=3.0
            5.7456303 = idf(docFreq=385, maxDocs=44421)
            0.0625 = fieldNorm(doc=930)
      0.034455594 = weight(abstract_txt:those in 930) [ClassicSimilarity], result of:
        0.034455594 = score(doc=930,freq=1.0), product of:
          0.12794442 = queryWeight, product of:
            1.6955115 = boost
            4.3088202 = idf(docFreq=1623, maxDocs=44421)
            0.017513068 = queryNorm
          0.26930127 = fieldWeight in 930, product of:
            1.0 = tf(freq=1.0), with freq of:
              1.0 = termFreq=1.0
            4.3088202 = idf(docFreq=1623, maxDocs=44421)
            0.0625 = fieldNorm(doc=930)
      0.10133289 = weight(abstract_txt:refer in 930) [ClassicSimilarity], result of:
        0.10133289 = score(doc=930,freq=1.0), product of:
          0.22943062 = queryWeight, product of:
            1.8538309 = boost
            7.0667386 = idf(docFreq=102, maxDocs=44421)
            0.017513068 = queryNorm
          0.44167116 = fieldWeight in 930, product of:
            1.0 = tf(freq=1.0), with freq of:
              1.0 = termFreq=1.0
            7.0667386 = idf(docFreq=102, maxDocs=44421)
            0.0625 = fieldNorm(doc=930)
      0.29944238 = weight(abstract_txt:disambiguation in 930) [ClassicSimilarity], result of:
        0.29944238 = score(doc=930,freq=7.0), product of:
          0.24697933 = queryWeight, product of:
            1.9234227 = boost
            7.33202 = idf(docFreq=78, maxDocs=44421)
            0.017513068 = queryNorm
          1.2124188 = fieldWeight in 930, product of:
            2.6457512 = tf(freq=7.0), with freq of:
              7.0 = termFreq=7.0
            7.33202 = idf(docFreq=78, maxDocs=44421)
            0.0625 = fieldNorm(doc=930)
      0.030217875 = weight(abstract_txt:results in 930) [ClassicSimilarity], result of:
        0.030217875 = score(doc=930,freq=1.0), product of:
          0.13898686 = queryWeight, product of:
            2.2813993 = boost
            3.4786456 = idf(docFreq=3724, maxDocs=44421)
            0.017513068 = queryNorm
          0.21741535 = fieldWeight in 930, product of:
            1.0 = tf(freq=1.0), with freq of:
              1.0 = termFreq=1.0
            3.4786456 = idf(docFreq=3724, maxDocs=44421)
            0.0625 = fieldNorm(doc=930)
    0.24 = coord(6/25)