Document (#37384)

Author
Lee, D.H.
Schleyer, T.
Title
Social tagging is no substitute for controlled indexing : a comparison of Medical Subject Headings and CiteULike tags assigned to 231,388 papers
Source
Journal of the American Society for Information Science and Technology. 63(2012) no.9, S.1747-1757
Year
2012
Abstract
Social tagging and controlled indexing both facilitate access to information resources. Given the increasing popularity of social tagging and the limitations of controlled indexing (primarily cost and scalability), it is reasonable to investigate to what degree social tagging could substitute for controlled indexing. In this study, we compared CiteULike tags to Medical Subject Headings (MeSH) terms for 231,388 citations indexed in MEDLINE. In addition to descriptive analyses of the data sets, we present a paper-by-paper analysis of tags and MeSH terms: the number of common annotations, Jaccard similarity, and coverage ratio. In the analysis, we apply three increasingly progressive levels of text processing, ranging from normalization to stemming, to reduce the impact of lexical differences. Annotations of our corpus consisted of over 76,968 distinct tags and 21,129 distinct MeSH terms. The top 20 tags/MeSH terms showed little direct overlap. On a paper-by-paper basis, the number of common annotations ranged from 0.29 to 0.5 and the Jaccard similarity from 2.12% to 3.3% using increased levels of text processing. At most, 77,834 citations (33.6%) shared at least one annotation. Our results show that CiteULike tags and MeSH terms are quite distinct lexically, reflecting different viewpoints/processes between social tagging and controlled indexing.
Theme
Indexierungsstudien
Social tagging
Field
Medizin
Object
MeSH
CiteULike
MEDLINE

Similar documents (content)

  1. Yi, K.: ¬A semantic similarity approach to predicting Library of Congress subject headings for social tags (2010) 0.34
    0.33528444 = sum of:
      0.33528444 = product of:
        1.047764 = sum of:
          0.0062397774 = weight(abstract_txt:from in 3707) [ClassicSimilarity], result of:
            0.0062397774 = score(doc=3707,freq=1.0), product of:
              0.036121808 = queryWeight, product of:
                1.0252129 = boost
                2.7638826 = idf(docFreq=7577, maxDocs=44218)
                0.012747817 = queryNorm
              0.17274266 = fieldWeight in 3707, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                2.7638826 = idf(docFreq=7577, maxDocs=44218)
                0.0625 = fieldNorm(doc=3707)
          0.046654142 = weight(abstract_txt:headings in 3707) [ClassicSimilarity], result of:
            0.046654142 = score(doc=3707,freq=3.0), product of:
              0.08365901 = queryWeight, product of:
                1.2739137 = boost
                5.1515374 = idf(docFreq=695, maxDocs=44218)
                0.012747817 = queryNorm
              0.5576703 = fieldWeight in 3707, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                5.1515374 = idf(docFreq=695, maxDocs=44218)
                0.0625 = fieldNorm(doc=3707)
          0.07764759 = weight(abstract_txt:similarity in 3707) [ClassicSimilarity], result of:
            0.07764759 = score(doc=3707,freq=4.0), product of:
              0.10674765 = queryWeight, product of:
                1.4390068 = boost
                5.8191514 = idf(docFreq=356, maxDocs=44218)
                0.012747817 = queryNorm
              0.7273939 = fieldWeight in 3707, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                5.8191514 = idf(docFreq=356, maxDocs=44218)
                0.0625 = fieldNorm(doc=3707)
          0.19804151 = weight(abstract_txt:jaccard in 3707) [ClassicSimilarity], result of:
            0.19804151 = score(doc=3707,freq=2.0), product of:
              0.25106555 = queryWeight, product of:
                2.2068725 = boost
                8.924298 = idf(docFreq=15, maxDocs=44218)
                0.012747817 = queryNorm
              0.788804 = fieldWeight in 3707, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                8.924298 = idf(docFreq=15, maxDocs=44218)
                0.0625 = fieldNorm(doc=3707)
          0.097768806 = weight(abstract_txt:social in 3707) [ClassicSimilarity], result of:
            0.097768806 = score(doc=3707,freq=7.0), product of:
              0.14018682 = queryWeight, product of:
                2.6073976 = boost
                4.2175875 = idf(docFreq=1770, maxDocs=44218)
                0.012747817 = queryNorm
              0.697418 = fieldWeight in 3707, product of:
                2.6457512 = tf(freq=7.0), with freq of:
                  7.0 = termFreq=7.0
                4.2175875 = idf(docFreq=1770, maxDocs=44218)
                0.0625 = fieldNorm(doc=3707)
          0.11269048 = weight(abstract_txt:controlled in 3707) [ClassicSimilarity], result of:
            0.11269048 = score(doc=3707,freq=2.0), product of:
              0.23398489 = queryWeight, product of:
                3.3685856 = boost
                5.4488444 = idf(docFreq=516, maxDocs=44218)
                0.012747817 = queryNorm
              0.48161435 = fieldWeight in 3707, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.4488444 = idf(docFreq=516, maxDocs=44218)
                0.0625 = fieldNorm(doc=3707)
          0.17482798 = weight(abstract_txt:tagging in 3707) [ClassicSimilarity], result of:
            0.17482798 = score(doc=3707,freq=2.0), product of:
              0.31357175 = queryWeight, product of:
                3.8996189 = boost
                6.3078156 = idf(docFreq=218, maxDocs=44218)
                0.012747817 = queryNorm
              0.5575374 = fieldWeight in 3707, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                6.3078156 = idf(docFreq=218, maxDocs=44218)
                0.0625 = fieldNorm(doc=3707)
          0.33389366 = weight(abstract_txt:tags in 3707) [ClassicSimilarity], result of:
            0.33389366 = score(doc=3707,freq=5.0), product of:
              0.3779336 = queryWeight, product of:
                4.6897755 = boost
                6.321609 = idf(docFreq=215, maxDocs=44218)
                0.012747817 = queryNorm
              0.8834717 = fieldWeight in 3707, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                6.321609 = idf(docFreq=215, maxDocs=44218)
                0.0625 = fieldNorm(doc=3707)
        0.32 = coord(8/25)
    
  2. Golub, K.; Lykke, M.; Tudhope, D.: Enhancing social tagging with automated keywords from the Dewey Decimal Classification (2014) 0.32
    0.32248643 = sum of:
      0.32248643 = product of:
        0.8957956 = sum of:
          0.013906073 = weight(abstract_txt:number in 2918) [ClassicSimilarity], result of:
            0.013906073 = score(doc=2918,freq=1.0), product of:
              0.053838875 = queryWeight, product of:
                1.0219548 = boost
                4.132649 = idf(docFreq=1927, maxDocs=44218)
                0.012747817 = queryNorm
              0.25829056 = fieldWeight in 2918, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.132649 = idf(docFreq=1927, maxDocs=44218)
                0.0625 = fieldNorm(doc=2918)
          0.010807612 = weight(abstract_txt:from in 2918) [ClassicSimilarity], result of:
            0.010807612 = score(doc=2918,freq=3.0), product of:
              0.036121808 = queryWeight, product of:
                1.0252129 = boost
                2.7638826 = idf(docFreq=7577, maxDocs=44218)
                0.012747817 = queryNorm
              0.29919907 = fieldWeight in 2918, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                2.7638826 = idf(docFreq=7577, maxDocs=44218)
                0.0625 = fieldNorm(doc=2918)
          0.026935782 = weight(abstract_txt:headings in 2918) [ClassicSimilarity], result of:
            0.026935782 = score(doc=2918,freq=1.0), product of:
              0.08365901 = queryWeight, product of:
                1.2739137 = boost
                5.1515374 = idf(docFreq=695, maxDocs=44218)
                0.012747817 = queryNorm
              0.3219711 = fieldWeight in 2918, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.1515374 = idf(docFreq=695, maxDocs=44218)
                0.0625 = fieldNorm(doc=2918)
          0.023230944 = weight(abstract_txt:paper in 2918) [ClassicSimilarity], result of:
            0.023230944 = score(doc=2918,freq=2.0), product of:
              0.07580029 = queryWeight, product of:
                1.7148814 = boost
                3.467376 = idf(docFreq=3749, maxDocs=44218)
                0.012747817 = queryNorm
              0.30647564 = fieldWeight in 2918, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.467376 = idf(docFreq=3749, maxDocs=44218)
                0.0625 = fieldNorm(doc=2918)
          0.09051633 = weight(abstract_txt:social in 2918) [ClassicSimilarity], result of:
            0.09051633 = score(doc=2918,freq=6.0), product of:
              0.14018682 = queryWeight, product of:
                2.6073976 = boost
                4.2175875 = idf(docFreq=1770, maxDocs=44218)
                0.012747817 = queryNorm
              0.6456836 = fieldWeight in 2918, product of:
                2.4494898 = tf(freq=6.0), with freq of:
                  6.0 = termFreq=6.0
                4.2175875 = idf(docFreq=1770, maxDocs=44218)
                0.0625 = fieldNorm(doc=2918)
          0.05732159 = weight(abstract_txt:indexing in 2918) [ClassicSimilarity], result of:
            0.05732159 = score(doc=2918,freq=2.0), product of:
              0.14909914 = queryWeight, product of:
                2.6890028 = boost
                4.3495874 = idf(docFreq=1551, maxDocs=44218)
                0.012747817 = queryNorm
              0.38445285 = fieldWeight in 2918, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.3495874 = idf(docFreq=1551, maxDocs=44218)
                0.0625 = fieldNorm(doc=2918)
          0.13801709 = weight(abstract_txt:controlled in 2918) [ClassicSimilarity], result of:
            0.13801709 = score(doc=2918,freq=3.0), product of:
              0.23398489 = queryWeight, product of:
                3.3685856 = boost
                5.4488444 = idf(docFreq=516, maxDocs=44218)
                0.012747817 = queryNorm
              0.5898547 = fieldWeight in 2918, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                5.4488444 = idf(docFreq=516, maxDocs=44218)
                0.0625 = fieldNorm(doc=2918)
          0.2764273 = weight(abstract_txt:tagging in 2918) [ClassicSimilarity], result of:
            0.2764273 = score(doc=2918,freq=5.0), product of:
              0.31357175 = queryWeight, product of:
                3.8996189 = boost
                6.3078156 = idf(docFreq=218, maxDocs=44218)
                0.012747817 = queryNorm
              0.88154405 = fieldWeight in 2918, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                6.3078156 = idf(docFreq=218, maxDocs=44218)
                0.0625 = fieldNorm(doc=2918)
          0.2586329 = weight(abstract_txt:tags in 2918) [ClassicSimilarity], result of:
            0.2586329 = score(doc=2918,freq=3.0), product of:
              0.3779336 = queryWeight, product of:
                4.6897755 = boost
                6.321609 = idf(docFreq=215, maxDocs=44218)
                0.012747817 = queryNorm
              0.6843342 = fieldWeight in 2918, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                6.321609 = idf(docFreq=215, maxDocs=44218)
                0.0625 = fieldNorm(doc=2918)
        0.36 = coord(9/25)
    
  3. Kipp, M.E.I.; Campbell, D.G.: Searching with tags : do tags help users find things? (2010) 0.31
    0.3083843 = sum of:
      0.3083843 = product of:
        0.85662305 = sum of:
          0.013906073 = weight(abstract_txt:number in 4064) [ClassicSimilarity], result of:
            0.013906073 = score(doc=4064,freq=1.0), product of:
              0.053838875 = queryWeight, product of:
                1.0219548 = boost
                4.132649 = idf(docFreq=1927, maxDocs=44218)
                0.012747817 = queryNorm
              0.25829056 = fieldWeight in 4064, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.132649 = idf(docFreq=1927, maxDocs=44218)
                0.0625 = fieldNorm(doc=4064)
          0.008824377 = weight(abstract_txt:from in 4064) [ClassicSimilarity], result of:
            0.008824377 = score(doc=4064,freq=2.0), product of:
              0.036121808 = queryWeight, product of:
                1.0252129 = boost
                2.7638826 = idf(docFreq=7577, maxDocs=44218)
                0.012747817 = queryNorm
              0.24429502 = fieldWeight in 4064, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                2.7638826 = idf(docFreq=7577, maxDocs=44218)
                0.0625 = fieldNorm(doc=4064)
          0.026935782 = weight(abstract_txt:headings in 4064) [ClassicSimilarity], result of:
            0.026935782 = score(doc=4064,freq=1.0), product of:
              0.08365901 = queryWeight, product of:
                1.2739137 = boost
                5.1515374 = idf(docFreq=695, maxDocs=44218)
                0.012747817 = queryNorm
              0.3219711 = fieldWeight in 4064, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.1515374 = idf(docFreq=695, maxDocs=44218)
                0.0625 = fieldNorm(doc=4064)
          0.046064302 = weight(abstract_txt:terms in 4064) [ClassicSimilarity], result of:
            0.046064302 = score(doc=4064,freq=2.0), product of:
              0.12887618 = queryWeight, product of:
                2.5 = boost
                4.0438666 = idf(docFreq=2106, maxDocs=44218)
                0.012747817 = queryNorm
              0.3574307 = fieldWeight in 4064, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.0438666 = idf(docFreq=2106, maxDocs=44218)
                0.0625 = fieldNorm(doc=4064)
          0.064004704 = weight(abstract_txt:social in 4064) [ClassicSimilarity], result of:
            0.064004704 = score(doc=4064,freq=3.0), product of:
              0.14018682 = queryWeight, product of:
                2.6073976 = boost
                4.2175875 = idf(docFreq=1770, maxDocs=44218)
                0.012747817 = queryNorm
              0.45656723 = fieldWeight in 4064, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                4.2175875 = idf(docFreq=1770, maxDocs=44218)
                0.0625 = fieldNorm(doc=4064)
          0.040532485 = weight(abstract_txt:indexing in 4064) [ClassicSimilarity], result of:
            0.040532485 = score(doc=4064,freq=1.0), product of:
              0.14909914 = queryWeight, product of:
                2.6890028 = boost
                4.3495874 = idf(docFreq=1551, maxDocs=44218)
                0.012747817 = queryNorm
              0.27184922 = fieldWeight in 4064, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.3495874 = idf(docFreq=1551, maxDocs=44218)
                0.0625 = fieldNorm(doc=4064)
          0.11269048 = weight(abstract_txt:controlled in 4064) [ClassicSimilarity], result of:
            0.11269048 = score(doc=4064,freq=2.0), product of:
              0.23398489 = queryWeight, product of:
                3.3685856 = boost
                5.4488444 = idf(docFreq=516, maxDocs=44218)
                0.012747817 = queryNorm
              0.48161435 = fieldWeight in 4064, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.4488444 = idf(docFreq=516, maxDocs=44218)
                0.0625 = fieldNorm(doc=4064)
          0.2450213 = weight(abstract_txt:citeulike in 4064) [ClassicSimilarity], result of:
            0.2450213 = score(doc=4064,freq=1.0), product of:
              0.41731048 = queryWeight, product of:
                3.4846485 = boost
                9.394302 = idf(docFreq=9, maxDocs=44218)
                0.012747817 = queryNorm
              0.5871439 = fieldWeight in 4064, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                9.394302 = idf(docFreq=9, maxDocs=44218)
                0.0625 = fieldNorm(doc=4064)
          0.29864356 = weight(abstract_txt:tags in 4064) [ClassicSimilarity], result of:
            0.29864356 = score(doc=4064,freq=4.0), product of:
              0.3779336 = queryWeight, product of:
                4.6897755 = boost
                6.321609 = idf(docFreq=215, maxDocs=44218)
                0.012747817 = queryNorm
              0.7902011 = fieldWeight in 4064, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                6.321609 = idf(docFreq=215, maxDocs=44218)
                0.0625 = fieldNorm(doc=4064)
        0.36 = coord(9/25)
    
  4. Syn, S.Y.; Spring, M.B.: Finding subject terms for classificatory metadata from user-generated social tags (2013) 0.30
    0.29661226 = sum of:
      0.29661226 = product of:
        0.9269134 = sum of:
          0.013906073 = weight(abstract_txt:number in 745) [ClassicSimilarity], result of:
            0.013906073 = score(doc=745,freq=1.0), product of:
              0.053838875 = queryWeight, product of:
                1.0219548 = boost
                4.132649 = idf(docFreq=1927, maxDocs=44218)
                0.012747817 = queryNorm
              0.25829056 = fieldWeight in 745, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.132649 = idf(docFreq=1927, maxDocs=44218)
                0.0625 = fieldNorm(doc=745)
          0.010807612 = weight(abstract_txt:from in 745) [ClassicSimilarity], result of:
            0.010807612 = score(doc=745,freq=3.0), product of:
              0.036121808 = queryWeight, product of:
                1.0252129 = boost
                2.7638826 = idf(docFreq=7577, maxDocs=44218)
                0.012747817 = queryNorm
              0.29919907 = fieldWeight in 745, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                2.7638826 = idf(docFreq=7577, maxDocs=44218)
                0.0625 = fieldNorm(doc=745)
          0.023634588 = weight(abstract_txt:processing in 745) [ClassicSimilarity], result of:
            0.023634588 = score(doc=745,freq=1.0), product of:
              0.0766758 = queryWeight, product of:
                1.2195872 = boost
                4.931848 = idf(docFreq=866, maxDocs=44218)
                0.012747817 = queryNorm
              0.3082405 = fieldWeight in 745, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.931848 = idf(docFreq=866, maxDocs=44218)
                0.0625 = fieldNorm(doc=745)
          0.07978571 = weight(abstract_txt:terms in 745) [ClassicSimilarity], result of:
            0.07978571 = score(doc=745,freq=6.0), product of:
              0.12887618 = queryWeight, product of:
                2.5 = boost
                4.0438666 = idf(docFreq=2106, maxDocs=44218)
                0.012747817 = queryNorm
              0.6190881 = fieldWeight in 745, product of:
                2.4494898 = tf(freq=6.0), with freq of:
                  6.0 = termFreq=6.0
                4.0438666 = idf(docFreq=2106, maxDocs=44218)
                0.0625 = fieldNorm(doc=745)
          0.082629725 = weight(abstract_txt:social in 745) [ClassicSimilarity], result of:
            0.082629725 = score(doc=745,freq=5.0), product of:
              0.14018682 = queryWeight, product of:
                2.6073976 = boost
                4.2175875 = idf(docFreq=1770, maxDocs=44218)
                0.012747817 = queryNorm
              0.5894258 = fieldWeight in 745, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                4.2175875 = idf(docFreq=1770, maxDocs=44218)
                0.0625 = fieldNorm(doc=745)
          0.079684205 = weight(abstract_txt:controlled in 745) [ClassicSimilarity], result of:
            0.079684205 = score(doc=745,freq=1.0), product of:
              0.23398489 = queryWeight, product of:
                3.3685856 = boost
                5.4488444 = idf(docFreq=516, maxDocs=44218)
                0.012747817 = queryNorm
              0.34055278 = fieldWeight in 745, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.4488444 = idf(docFreq=516, maxDocs=44218)
                0.0625 = fieldNorm(doc=745)
          0.21411967 = weight(abstract_txt:tagging in 745) [ClassicSimilarity], result of:
            0.21411967 = score(doc=745,freq=3.0), product of:
              0.31357175 = queryWeight, product of:
                3.8996189 = boost
                6.3078156 = idf(docFreq=218, maxDocs=44218)
                0.012747817 = queryNorm
              0.68284106 = fieldWeight in 745, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                6.3078156 = idf(docFreq=218, maxDocs=44218)
                0.0625 = fieldNorm(doc=745)
          0.42234576 = weight(abstract_txt:tags in 745) [ClassicSimilarity], result of:
            0.42234576 = score(doc=745,freq=8.0), product of:
              0.3779336 = queryWeight, product of:
                4.6897755 = boost
                6.321609 = idf(docFreq=215, maxDocs=44218)
                0.012747817 = queryNorm
              1.1175132 = fieldWeight in 745, product of:
                2.828427 = tf(freq=8.0), with freq of:
                  8.0 = termFreq=8.0
                6.321609 = idf(docFreq=215, maxDocs=44218)
                0.0625 = fieldNorm(doc=745)
        0.32 = coord(8/25)
    
  5. Rorissa, A.: ¬A comparative study of Flickr tags and index terms in a general image collection (2010) 0.24
    0.23569325 = sum of:
      0.23569325 = product of:
        0.8417616 = sum of:
          0.0062397774 = weight(abstract_txt:from in 4100) [ClassicSimilarity], result of:
            0.0062397774 = score(doc=4100,freq=1.0), product of:
              0.036121808 = queryWeight, product of:
                1.0252129 = boost
                2.7638826 = idf(docFreq=7577, maxDocs=44218)
                0.012747817 = queryNorm
              0.17274266 = fieldWeight in 4100, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                2.7638826 = idf(docFreq=7577, maxDocs=44218)
                0.0625 = fieldNorm(doc=4100)
          0.07978571 = weight(abstract_txt:terms in 4100) [ClassicSimilarity], result of:
            0.07978571 = score(doc=4100,freq=6.0), product of:
              0.12887618 = queryWeight, product of:
                2.5 = boost
                4.0438666 = idf(docFreq=2106, maxDocs=44218)
                0.012747817 = queryNorm
              0.6190881 = fieldWeight in 4100, product of:
                2.4494898 = tf(freq=6.0), with freq of:
                  6.0 = termFreq=6.0
                4.0438666 = idf(docFreq=2106, maxDocs=44218)
                0.0625 = fieldNorm(doc=4100)
          0.064004704 = weight(abstract_txt:social in 4100) [ClassicSimilarity], result of:
            0.064004704 = score(doc=4100,freq=3.0), product of:
              0.14018682 = queryWeight, product of:
                2.6073976 = boost
                4.2175875 = idf(docFreq=1770, maxDocs=44218)
                0.012747817 = queryNorm
              0.45656723 = fieldWeight in 4100, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                4.2175875 = idf(docFreq=1770, maxDocs=44218)
                0.0625 = fieldNorm(doc=4100)
          0.09928391 = weight(abstract_txt:indexing in 4100) [ClassicSimilarity], result of:
            0.09928391 = score(doc=4100,freq=6.0), product of:
              0.14909914 = queryWeight, product of:
                2.6890028 = boost
                4.3495874 = idf(docFreq=1551, maxDocs=44218)
                0.012747817 = queryNorm
              0.6658919 = fieldWeight in 4100, product of:
                2.4494898 = tf(freq=6.0), with freq of:
                  6.0 = termFreq=6.0
                4.3495874 = idf(docFreq=1551, maxDocs=44218)
                0.0625 = fieldNorm(doc=4100)
          0.079684205 = weight(abstract_txt:controlled in 4100) [ClassicSimilarity], result of:
            0.079684205 = score(doc=4100,freq=1.0), product of:
              0.23398489 = queryWeight, product of:
                3.3685856 = boost
                5.4488444 = idf(docFreq=516, maxDocs=44218)
                0.012747817 = queryNorm
              0.34055278 = fieldWeight in 4100, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.4488444 = idf(docFreq=516, maxDocs=44218)
                0.0625 = fieldNorm(doc=4100)
          0.21411967 = weight(abstract_txt:tagging in 4100) [ClassicSimilarity], result of:
            0.21411967 = score(doc=4100,freq=3.0), product of:
              0.31357175 = queryWeight, product of:
                3.8996189 = boost
                6.3078156 = idf(docFreq=218, maxDocs=44218)
                0.012747817 = queryNorm
              0.68284106 = fieldWeight in 4100, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                6.3078156 = idf(docFreq=218, maxDocs=44218)
                0.0625 = fieldNorm(doc=4100)
          0.29864356 = weight(abstract_txt:tags in 4100) [ClassicSimilarity], result of:
            0.29864356 = score(doc=4100,freq=4.0), product of:
              0.3779336 = queryWeight, product of:
                4.6897755 = boost
                6.321609 = idf(docFreq=215, maxDocs=44218)
                0.012747817 = queryNorm
              0.7902011 = fieldWeight in 4100, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                6.321609 = idf(docFreq=215, maxDocs=44218)
                0.0625 = fieldNorm(doc=4100)
        0.28 = coord(7/25)