Document (#36101)

Author
Rorissa, A.
Title
¬A comparative study of Flickr tags and index terms in a general image collection
Source
Journal of the American Society for Information Science and Technology. 61(2010) no.11, S.2230-2242
Year
2010
Abstract
Web 2.0 and social/collaborative tagging have altered the traditional roles of indexer and user. Traditional indexing tools and systems assume the top-down approach to indexing in which a trained professional is responsible for assigning index terms to information sources with a potential user in mind. However, in today's Web, end users create, organize, index, and search for images and other information sources through social tagging and other collaborative activities. One of the impediments to user-centered indexing had been the cost of soliciting user-generated index terms or tags. Social tagging of images such as those on Flickr, an online photo management and sharing application, presents an opportunity that can be seized by designers of indexing tools and systems to bridge the semantic gap between indexer terms and user vocabularies. Empirical research on the differences and similarities between user-generated tags and index terms based on controlled vocabularies has the potential to inform future design of image indexing tools and systems. Toward this end, a random sample of Flickr images and the tags assigned to them were content analyzed and compared with another sample of index terms from a general image collection using established frameworks for image attributes and contents. The results show that there is a fundamental difference between the types of tags and types of index terms used. In light of this, implications for research into and design of user-centered image indexing tools and systems are discussed.
Theme
Bilder
Social tagging
Object
Flickr

Similar documents (author)

  1. Rorissa, A.: Relationships between perceived features and similarity of images : a test of Tversky's contrast model (2007) 5.94
    5.9401517 = sum of:
      5.9401517 = weight(author_txt:rorissa in 1520) [ClassicSimilarity], result of:
        5.9401517 = fieldWeight in 1520, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          9.504243 = idf(docFreq=8, maxDocs=44421)
          0.625 = fieldNorm(doc=1520)
    
  2. Rorissa, A.: User-generated descriptions of individual images versus labels of groups of images : a comparison using basic level theory (2008) 5.94
    5.9401517 = sum of:
      5.9401517 = weight(author_txt:rorissa in 3122) [ClassicSimilarity], result of:
        5.9401517 = fieldWeight in 3122, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          9.504243 = idf(docFreq=8, maxDocs=44421)
          0.625 = fieldNorm(doc=3122)
    
  3. Rorissa, A.; Iyer, H.: Theories of cognition and image categorization : what category labels reveal about basic level theory (2008) 4.75
    4.7521214 = sum of:
      4.7521214 = weight(author_txt:rorissa in 2958) [ClassicSimilarity], result of:
        4.7521214 = fieldWeight in 2958, 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=2958)
    
  4. Iyer, H.; Rorissa, A.: Representative images for browsing large image collections : a cognitive perspective 4.75
    4.7521214 = sum of:
      4.7521214 = weight(author_txt:rorissa in 544) [ClassicSimilarity], result of:
        4.7521214 = fieldWeight in 544, 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=544)
    
  5. Assefa, S.G.; Rorissa, A.: ¬A bibliometric mapping of the structure of STEM education using co-word analysis (2013) 4.75
    4.7521214 = sum of:
      4.7521214 = weight(author_txt:rorissa in 2134) [ClassicSimilarity], result of:
        4.7521214 = fieldWeight in 2134, 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=2134)
    

Similar documents (content)

  1. Jörgensen, C.; Stvilia, B.; Wu, S.: Assessing the relationships among tag syntax, semantics, and perceived usefulness (2014) 0.59
    0.59021515 = sum of:
      0.59021515 = product of:
        1.1350292 = sum of:
          0.024527667 = weight(abstract_txt:potential in 2244) [ClassicSimilarity], result of:
            0.024527667 = score(doc=2244,freq=1.0), product of:
              0.08504131 = queryWeight, product of:
                4.61473 = idf(docFreq=1195, maxDocs=44421)
                0.01842823 = queryNorm
              0.28842062 = fieldWeight in 2244, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.61473 = idf(docFreq=1195, maxDocs=44421)
                0.0625 = fieldNorm(doc=2244)
          0.015472342 = weight(abstract_txt:between in 2244) [ClassicSimilarity], result of:
            0.015472342 = score(doc=2244,freq=1.0), product of:
              0.071602285 = queryWeight, product of:
                1.1238132 = boost
                3.4573963 = idf(docFreq=3804, maxDocs=44421)
                0.01842823 = queryNorm
              0.21608727 = fieldWeight in 2244, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.4573963 = idf(docFreq=3804, maxDocs=44421)
                0.0625 = fieldNorm(doc=2244)
          0.051640086 = weight(abstract_txt:vocabularies in 2244) [ClassicSimilarity], result of:
            0.051640086 = score(doc=2244,freq=1.0), product of:
              0.13969593 = queryWeight, product of:
                1.281672 = boost
                5.9145703 = idf(docFreq=325, maxDocs=44421)
                0.01842823 = queryNorm
              0.36966065 = fieldWeight in 2244, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.9145703 = idf(docFreq=325, maxDocs=44421)
                0.0625 = fieldNorm(doc=2244)
          0.019813417 = weight(abstract_txt:systems in 2244) [ClassicSimilarity], result of:
            0.019813417 = score(doc=2244,freq=1.0), product of:
              0.092934154 = queryWeight, product of:
                1.4783856 = boost
                3.411175 = idf(docFreq=3984, maxDocs=44421)
                0.01842823 = queryNorm
              0.21319844 = fieldWeight in 2244, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.411175 = idf(docFreq=3984, maxDocs=44421)
                0.0625 = fieldNorm(doc=2244)
          0.05989216 = weight(abstract_txt:images in 2244) [ClassicSimilarity], result of:
            0.05989216 = score(doc=2244,freq=1.0), product of:
              0.17652363 = queryWeight, product of:
                1.7645423 = boost
                5.428591 = idf(docFreq=529, maxDocs=44421)
                0.01842823 = queryNorm
              0.33928692 = fieldWeight in 2244, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.428591 = idf(docFreq=529, maxDocs=44421)
                0.0625 = fieldNorm(doc=2244)
          0.043948922 = weight(abstract_txt:tools in 2244) [ClassicSimilarity], result of:
            0.043948922 = score(doc=2244,freq=1.0), product of:
              0.15806459 = queryWeight, product of:
                1.9280457 = boost
                4.448705 = idf(docFreq=1411, maxDocs=44421)
                0.01842823 = queryNorm
              0.27804407 = fieldWeight in 2244, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.448705 = idf(docFreq=1411, maxDocs=44421)
                0.0625 = fieldNorm(doc=2244)
          0.09375912 = weight(abstract_txt:tagging in 2244) [ClassicSimilarity], result of:
            0.09375912 = score(doc=2244,freq=1.0), product of:
              0.23799355 = queryWeight, product of:
                2.0488646 = boost
                6.3033047 = idf(docFreq=220, maxDocs=44421)
                0.01842823 = queryNorm
              0.39395654 = fieldWeight in 2244, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.3033047 = idf(docFreq=220, maxDocs=44421)
                0.0625 = fieldNorm(doc=2244)
          0.061610013 = weight(abstract_txt:user in 2244) [ClassicSimilarity], result of:
            0.061610013 = score(doc=2244,freq=2.0), product of:
              0.18936774 = queryWeight, product of:
                2.7917213 = boost
                3.6808684 = idf(docFreq=3042, maxDocs=44421)
                0.01842823 = queryNorm
              0.32534587 = fieldWeight in 2244, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.6808684 = idf(docFreq=3042, maxDocs=44421)
                0.0625 = fieldNorm(doc=2244)
          0.061645173 = weight(abstract_txt:indexing in 2244) [ClassicSimilarity], result of:
            0.061645173 = score(doc=2244,freq=1.0), product of:
              0.22672474 = queryWeight, product of:
                2.8281024 = boost
                4.3503094 = idf(docFreq=1557, maxDocs=44421)
                0.01842823 = queryNorm
              0.27189434 = fieldWeight in 2244, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.3503094 = idf(docFreq=1557, maxDocs=44421)
                0.0625 = fieldNorm(doc=2244)
          0.19382058 = weight(abstract_txt:image in 2244) [ClassicSimilarity], result of:
            0.19382058 = score(doc=2244,freq=4.0), product of:
              0.28846008 = queryWeight, product of:
                2.9120438 = boost
                5.375318 = idf(docFreq=558, maxDocs=44421)
                0.01842823 = queryNorm
              0.67191476 = fieldWeight in 2244, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                5.375318 = idf(docFreq=558, maxDocs=44421)
                0.0625 = fieldNorm(doc=2244)
          0.100043006 = weight(abstract_txt:terms in 2244) [ClassicSimilarity], result of:
            0.100043006 = score(doc=2244,freq=3.0), product of:
              0.22854191 = queryWeight, product of:
                3.0669167 = boost
                4.043712 = idf(docFreq=2116, maxDocs=44421)
                0.01842823 = queryNorm
              0.43774468 = fieldWeight in 2244, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                4.043712 = idf(docFreq=2116, maxDocs=44421)
                0.0625 = fieldNorm(doc=2244)
          0.31525525 = weight(abstract_txt:tags in 2244) [ClassicSimilarity], result of:
            0.31525525 = score(doc=2244,freq=4.0), product of:
              0.39895815 = queryWeight, product of:
                3.42467 = boost
                6.3215704 = idf(docFreq=216, maxDocs=44421)
                0.01842823 = queryNorm
              0.7901963 = fieldWeight in 2244, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                6.3215704 = idf(docFreq=216, maxDocs=44421)
                0.0625 = fieldNorm(doc=2244)
          0.09360147 = weight(abstract_txt:index in 2244) [ClassicSimilarity], result of:
            0.09360147 = score(doc=2244,freq=1.0), product of:
              0.3153094 = queryWeight, product of:
                3.6023633 = boost
                4.7496953 = idf(docFreq=1044, maxDocs=44421)
                0.01842823 = queryNorm
              0.29685596 = fieldWeight in 2244, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.7496953 = idf(docFreq=1044, maxDocs=44421)
                0.0625 = fieldNorm(doc=2244)
        0.52 = coord(13/25)
    
  2. Ransom, N.; Rafferty, P.: Facets of user-assigned tags and their effectiveness in image retrieval (2011) 0.56
    0.5576199 = sum of:
      0.5576199 = product of:
        1.3940498 = sum of:
          0.023449022 = weight(abstract_txt:between in 1296) [ClassicSimilarity], result of:
            0.023449022 = score(doc=1296,freq=3.0), product of:
              0.071602285 = queryWeight, product of:
                1.1238132 = boost
                3.4573963 = idf(docFreq=3804, maxDocs=44421)
                0.01842823 = queryNorm
              0.32748985 = fieldWeight in 1296, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                3.4573963 = idf(docFreq=3804, maxDocs=44421)
                0.0546875 = fieldNorm(doc=1296)
          0.037265606 = weight(abstract_txt:sample in 1296) [ClassicSimilarity], result of:
            0.037265606 = score(doc=1296,freq=1.0), product of:
              0.12285491 = queryWeight, product of:
                1.2019359 = boost
                5.5466094 = idf(docFreq=470, maxDocs=44421)
                0.01842823 = queryNorm
              0.3033302 = fieldWeight in 1296, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.5466094 = idf(docFreq=470, maxDocs=44421)
                0.0546875 = fieldNorm(doc=1296)
          0.10481128 = weight(abstract_txt:images in 1296) [ClassicSimilarity], result of:
            0.10481128 = score(doc=1296,freq=4.0), product of:
              0.17652363 = queryWeight, product of:
                1.7645423 = boost
                5.428591 = idf(docFreq=529, maxDocs=44421)
                0.01842823 = queryNorm
              0.59375215 = fieldWeight in 1296, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                5.428591 = idf(docFreq=529, maxDocs=44421)
                0.0546875 = fieldNorm(doc=1296)
          0.08203922 = weight(abstract_txt:tagging in 1296) [ClassicSimilarity], result of:
            0.08203922 = score(doc=1296,freq=1.0), product of:
              0.23799355 = queryWeight, product of:
                2.0488646 = boost
                6.3033047 = idf(docFreq=220, maxDocs=44421)
                0.01842823 = queryNorm
              0.34471196 = fieldWeight in 1296, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.3033047 = idf(docFreq=220, maxDocs=44421)
                0.0546875 = fieldNorm(doc=1296)
          0.16545404 = weight(abstract_txt:flickr in 1296) [ClassicSimilarity], result of:
            0.16545404 = score(doc=1296,freq=1.0), product of:
              0.37989983 = queryWeight, product of:
                2.5886016 = boost
                7.963798 = idf(docFreq=41, maxDocs=44421)
                0.01842823 = queryNorm
              0.4355202 = fieldWeight in 1296, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.963798 = idf(docFreq=41, maxDocs=44421)
                0.0546875 = fieldNorm(doc=1296)
          0.06602448 = weight(abstract_txt:user in 1296) [ClassicSimilarity], result of:
            0.06602448 = score(doc=1296,freq=3.0), product of:
              0.18936774 = queryWeight, product of:
                2.7917213 = boost
                3.6808684 = idf(docFreq=3042, maxDocs=44421)
                0.01842823 = queryNorm
              0.3486575 = fieldWeight in 1296, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                3.6808684 = idf(docFreq=3042, maxDocs=44421)
                0.0546875 = fieldNorm(doc=1296)
          0.07628201 = weight(abstract_txt:indexing in 1296) [ClassicSimilarity], result of:
            0.07628201 = score(doc=1296,freq=2.0), product of:
              0.22672474 = queryWeight, product of:
                2.8281024 = boost
                4.3503094 = idf(docFreq=1557, maxDocs=44421)
                0.01842823 = queryNorm
              0.33645207 = fieldWeight in 1296, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.3503094 = idf(docFreq=1557, maxDocs=44421)
                0.0546875 = fieldNorm(doc=1296)
          0.2937437 = weight(abstract_txt:image in 1296) [ClassicSimilarity], result of:
            0.2937437 = score(doc=1296,freq=12.0), product of:
              0.28846008 = queryWeight, product of:
                2.9120438 = boost
                5.375318 = idf(docFreq=558, maxDocs=44421)
                0.01842823 = queryNorm
              1.0183166 = fieldWeight in 1296, product of:
                3.4641016 = tf(freq=12.0), with freq of:
                  12.0 = termFreq=12.0
                5.375318 = idf(docFreq=558, maxDocs=44421)
                0.0546875 = fieldNorm(doc=1296)
          0.08753763 = weight(abstract_txt:terms in 1296) [ClassicSimilarity], result of:
            0.08753763 = score(doc=1296,freq=3.0), product of:
              0.22854191 = queryWeight, product of:
                3.0669167 = boost
                4.043712 = idf(docFreq=2116, maxDocs=44421)
                0.01842823 = queryNorm
              0.3830266 = fieldWeight in 1296, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                4.043712 = idf(docFreq=2116, maxDocs=44421)
                0.0546875 = fieldNorm(doc=1296)
          0.45744276 = weight(abstract_txt:tags in 1296) [ClassicSimilarity], result of:
            0.45744276 = score(doc=1296,freq=11.0), product of:
              0.39895815 = queryWeight, product of:
                3.42467 = boost
                6.3215704 = idf(docFreq=216, maxDocs=44421)
                0.01842823 = queryNorm
              1.1465933 = fieldWeight in 1296, product of:
                3.3166249 = tf(freq=11.0), with freq of:
                  11.0 = termFreq=11.0
                6.3215704 = idf(docFreq=216, maxDocs=44421)
                0.0546875 = fieldNorm(doc=1296)
        0.4 = coord(10/25)
    
  3. Klavans, J.L.; LaPlante, R.; Golbeck, J.: Subject matter categorization of tags applied to digital images from art museums (2014) 0.51
    0.5111265 = sum of:
      0.5111265 = product of:
        1.4197959 = sum of:
          0.053219862 = weight(abstract_txt:collection in 2175) [ClassicSimilarity], result of:
            0.053219862 = score(doc=2175,freq=2.0), product of:
              0.08633179 = queryWeight, product of:
                1.0075588 = boost
                4.649612 = idf(docFreq=1154, maxDocs=44421)
                0.01842823 = queryNorm
              0.6164573 = fieldWeight in 2175, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.649612 = idf(docFreq=1154, maxDocs=44421)
                0.09375 = fieldNorm(doc=2175)
          0.05897122 = weight(abstract_txt:social in 2175) [ClassicSimilarity], result of:
            0.05897122 = score(doc=2175,freq=2.0), product of:
              0.10582268 = queryWeight, product of:
                1.3662181 = boost
                4.2031517 = idf(docFreq=1804, maxDocs=44421)
                0.01842823 = queryNorm
              0.55726445 = fieldWeight in 2175, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.2031517 = idf(docFreq=1804, maxDocs=44421)
                0.09375 = fieldNorm(doc=2175)
          0.08983824 = weight(abstract_txt:images in 2175) [ClassicSimilarity], result of:
            0.08983824 = score(doc=2175,freq=1.0), product of:
              0.17652363 = queryWeight, product of:
                1.7645423 = boost
                5.428591 = idf(docFreq=529, maxDocs=44421)
                0.01842823 = queryNorm
              0.5089304 = fieldWeight in 2175, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.428591 = idf(docFreq=529, maxDocs=44421)
                0.09375 = fieldNorm(doc=2175)
          0.14063868 = weight(abstract_txt:tagging in 2175) [ClassicSimilarity], result of:
            0.14063868 = score(doc=2175,freq=1.0), product of:
              0.23799355 = queryWeight, product of:
                2.0488646 = boost
                6.3033047 = idf(docFreq=220, maxDocs=44421)
                0.01842823 = queryNorm
              0.5909348 = fieldWeight in 2175, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.3033047 = idf(docFreq=220, maxDocs=44421)
                0.09375 = fieldNorm(doc=2175)
          0.06534729 = weight(abstract_txt:user in 2175) [ClassicSimilarity], result of:
            0.06534729 = score(doc=2175,freq=1.0), product of:
              0.18936774 = queryWeight, product of:
                2.7917213 = boost
                3.6808684 = idf(docFreq=3042, maxDocs=44421)
                0.01842823 = queryNorm
              0.34508142 = fieldWeight in 2175, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.6808684 = idf(docFreq=3042, maxDocs=44421)
                0.09375 = fieldNorm(doc=2175)
          0.20557776 = weight(abstract_txt:image in 2175) [ClassicSimilarity], result of:
            0.20557776 = score(doc=2175,freq=2.0), product of:
              0.28846008 = queryWeight, product of:
                2.9120438 = boost
                5.375318 = idf(docFreq=558, maxDocs=44421)
                0.01842823 = queryNorm
              0.7126732 = fieldWeight in 2175, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.375318 = idf(docFreq=558, maxDocs=44421)
                0.09375 = fieldNorm(doc=2175)
          0.086639784 = weight(abstract_txt:terms in 2175) [ClassicSimilarity], result of:
            0.086639784 = score(doc=2175,freq=1.0), product of:
              0.22854191 = queryWeight, product of:
                3.0669167 = boost
                4.043712 = idf(docFreq=2116, maxDocs=44421)
                0.01842823 = queryNorm
              0.379098 = fieldWeight in 2175, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.043712 = idf(docFreq=2116, maxDocs=44421)
                0.09375 = fieldNorm(doc=2175)
          0.57916087 = weight(abstract_txt:tags in 2175) [ClassicSimilarity], result of:
            0.57916087 = score(doc=2175,freq=6.0), product of:
              0.39895815 = queryWeight, product of:
                3.42467 = boost
                6.3215704 = idf(docFreq=216, maxDocs=44421)
                0.01842823 = queryNorm
              1.4516833 = fieldWeight in 2175, product of:
                2.4494898 = tf(freq=6.0), with freq of:
                  6.0 = termFreq=6.0
                6.3215704 = idf(docFreq=216, maxDocs=44421)
                0.09375 = fieldNorm(doc=2175)
          0.14040221 = weight(abstract_txt:index in 2175) [ClassicSimilarity], result of:
            0.14040221 = score(doc=2175,freq=1.0), product of:
              0.3153094 = queryWeight, product of:
                3.6023633 = boost
                4.7496953 = idf(docFreq=1044, maxDocs=44421)
                0.01842823 = queryNorm
              0.44528395 = fieldWeight in 2175, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.7496953 = idf(docFreq=1044, maxDocs=44421)
                0.09375 = fieldNorm(doc=2175)
        0.36 = coord(9/25)
    
  4. Ménard, E.: Ordinary image retrieval in a multilingual context : a comparison of two indexing vocabularies (2010) 0.39
    0.38908154 = sum of:
      0.38908154 = product of:
        0.8842762 = sum of:
          0.021952072 = weight(abstract_txt:collection in 933) [ClassicSimilarity], result of:
            0.021952072 = score(doc=933,freq=1.0), product of:
              0.08633179 = queryWeight, product of:
                1.0075588 = boost
                4.649612 = idf(docFreq=1154, maxDocs=44421)
                0.01842823 = queryNorm
              0.25427565 = fieldWeight in 933, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.649612 = idf(docFreq=1154, maxDocs=44421)
                0.0546875 = fieldNorm(doc=933)
          0.022087896 = weight(abstract_txt:traditional in 933) [ClassicSimilarity], result of:
            0.022087896 = score(doc=933,freq=1.0), product of:
              0.08668753 = queryWeight, product of:
                1.0096326 = boost
                4.6591816 = idf(docFreq=1143, maxDocs=44421)
                0.01842823 = queryNorm
              0.254799 = fieldWeight in 933, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.6591816 = idf(docFreq=1143, maxDocs=44421)
                0.0546875 = fieldNorm(doc=933)
          0.044095825 = weight(abstract_txt:collaborative in 933) [ClassicSimilarity], result of:
            0.044095825 = score(doc=933,freq=1.0), product of:
              0.13744177 = queryWeight, product of:
                1.2712893 = boost
                5.866657 = idf(docFreq=341, maxDocs=44421)
                0.01842823 = queryNorm
              0.3208328 = fieldWeight in 933, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.866657 = idf(docFreq=341, maxDocs=44421)
                0.0546875 = fieldNorm(doc=933)
          0.06390135 = weight(abstract_txt:vocabularies in 933) [ClassicSimilarity], result of:
            0.06390135 = score(doc=933,freq=2.0), product of:
              0.13969593 = queryWeight, product of:
                1.281672 = boost
                5.9145703 = idf(docFreq=325, maxDocs=44421)
                0.01842823 = queryNorm
              0.45743173 = fieldWeight in 933, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.9145703 = idf(docFreq=325, maxDocs=44421)
                0.0546875 = fieldNorm(doc=933)
          0.01733674 = weight(abstract_txt:systems in 933) [ClassicSimilarity], result of:
            0.01733674 = score(doc=933,freq=1.0), product of:
              0.092934154 = queryWeight, product of:
                1.4783856 = boost
                3.411175 = idf(docFreq=3984, maxDocs=44421)
                0.01842823 = queryNorm
              0.18654864 = fieldWeight in 933, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.411175 = idf(docFreq=3984, maxDocs=44421)
                0.0546875 = fieldNorm(doc=933)
          0.10481128 = weight(abstract_txt:images in 933) [ClassicSimilarity], result of:
            0.10481128 = score(doc=933,freq=4.0), product of:
              0.17652363 = queryWeight, product of:
                1.7645423 = boost
                5.428591 = idf(docFreq=529, maxDocs=44421)
                0.01842823 = queryNorm
              0.59375215 = fieldWeight in 933, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                5.428591 = idf(docFreq=529, maxDocs=44421)
                0.0546875 = fieldNorm(doc=933)
          0.08203922 = weight(abstract_txt:tagging in 933) [ClassicSimilarity], result of:
            0.08203922 = score(doc=933,freq=1.0), product of:
              0.23799355 = queryWeight, product of:
                2.0488646 = boost
                6.3033047 = idf(docFreq=220, maxDocs=44421)
                0.01842823 = queryNorm
              0.34471196 = fieldWeight in 933, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.3033047 = idf(docFreq=220, maxDocs=44421)
                0.0546875 = fieldNorm(doc=933)
          0.053908758 = weight(abstract_txt:user in 933) [ClassicSimilarity], result of:
            0.053908758 = score(doc=933,freq=2.0), product of:
              0.18936774 = queryWeight, product of:
                2.7917213 = boost
                3.6808684 = idf(docFreq=3042, maxDocs=44421)
                0.01842823 = queryNorm
              0.28467762 = fieldWeight in 933, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.6808684 = idf(docFreq=3042, maxDocs=44421)
                0.0546875 = fieldNorm(doc=933)
          0.17889719 = weight(abstract_txt:indexing in 933) [ClassicSimilarity], result of:
            0.17889719 = score(doc=933,freq=11.0), product of:
              0.22672474 = queryWeight, product of:
                2.8281024 = boost
                4.3503094 = idf(docFreq=1557, maxDocs=44421)
                0.01842823 = queryNorm
              0.7890501 = fieldWeight in 933, product of:
                3.3166249 = tf(freq=11.0), with freq of:
                  11.0 = termFreq=11.0
                4.3503094 = idf(docFreq=1557, maxDocs=44421)
                0.0546875 = fieldNorm(doc=933)
          0.20770818 = weight(abstract_txt:image in 933) [ClassicSimilarity], result of:
            0.20770818 = score(doc=933,freq=6.0), product of:
              0.28846008 = queryWeight, product of:
                2.9120438 = boost
                5.375318 = idf(docFreq=558, maxDocs=44421)
                0.01842823 = queryNorm
              0.7200587 = fieldWeight in 933, product of:
                2.4494898 = tf(freq=6.0), with freq of:
                  6.0 = termFreq=6.0
                5.375318 = idf(docFreq=558, maxDocs=44421)
                0.0546875 = fieldNorm(doc=933)
          0.08753763 = weight(abstract_txt:terms in 933) [ClassicSimilarity], result of:
            0.08753763 = score(doc=933,freq=3.0), product of:
              0.22854191 = queryWeight, product of:
                3.0669167 = boost
                4.043712 = idf(docFreq=2116, maxDocs=44421)
                0.01842823 = queryNorm
              0.3830266 = fieldWeight in 933, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                4.043712 = idf(docFreq=2116, maxDocs=44421)
                0.0546875 = fieldNorm(doc=933)
        0.44 = coord(11/25)
    
  5. Syn, S.Y.; Spring, M.B.: Finding subject terms for classificatory metadata from user-generated social tags (2013) 0.36
    0.36042312 = sum of:
      0.36042312 = product of:
        1.0011753 = sum of:
          0.03468736 = weight(abstract_txt:potential in 1745) [ClassicSimilarity], result of:
            0.03468736 = score(doc=1745,freq=2.0), product of:
              0.08504131 = queryWeight, product of:
                4.61473 = idf(docFreq=1195, maxDocs=44421)
                0.01842823 = queryNorm
              0.40788835 = fieldWeight in 1745, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.61473 = idf(docFreq=1195, maxDocs=44421)
                0.0625 = fieldNorm(doc=1745)
          0.025088083 = weight(abstract_txt:collection in 1745) [ClassicSimilarity], result of:
            0.025088083 = score(doc=1745,freq=1.0), product of:
              0.08633179 = queryWeight, product of:
                1.0075588 = boost
                4.649612 = idf(docFreq=1154, maxDocs=44421)
                0.01842823 = queryNorm
              0.29060075 = fieldWeight in 1745, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.649612 = idf(docFreq=1154, maxDocs=44421)
                0.0625 = fieldNorm(doc=1745)
          0.051640086 = weight(abstract_txt:vocabularies in 1745) [ClassicSimilarity], result of:
            0.051640086 = score(doc=1745,freq=1.0), product of:
              0.13969593 = queryWeight, product of:
                1.281672 = boost
                5.9145703 = idf(docFreq=325, maxDocs=44421)
                0.01842823 = queryNorm
              0.36966065 = fieldWeight in 1745, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.9145703 = idf(docFreq=325, maxDocs=44421)
                0.0625 = fieldNorm(doc=1745)
          0.06216112 = weight(abstract_txt:social in 1745) [ClassicSimilarity], result of:
            0.06216112 = score(doc=1745,freq=5.0), product of:
              0.10582268 = queryWeight, product of:
                1.3662181 = boost
                4.2031517 = idf(docFreq=1804, maxDocs=44421)
                0.01842823 = queryNorm
              0.5874083 = fieldWeight in 1745, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                4.2031517 = idf(docFreq=1804, maxDocs=44421)
                0.0625 = fieldNorm(doc=1745)
          0.034317844 = weight(abstract_txt:systems in 1745) [ClassicSimilarity], result of:
            0.034317844 = score(doc=1745,freq=3.0), product of:
              0.092934154 = queryWeight, product of:
                1.4783856 = boost
                3.411175 = idf(docFreq=3984, maxDocs=44421)
                0.01842823 = queryNorm
              0.36927053 = fieldWeight in 1745, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                3.411175 = idf(docFreq=3984, maxDocs=44421)
                0.0625 = fieldNorm(doc=1745)
          0.16239555 = weight(abstract_txt:tagging in 1745) [ClassicSimilarity], result of:
            0.16239555 = score(doc=1745,freq=3.0), product of:
              0.23799355 = queryWeight, product of:
                2.0488646 = boost
                6.3033047 = idf(docFreq=220, maxDocs=44421)
                0.01842823 = queryNorm
              0.6823527 = fieldWeight in 1745, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                6.3033047 = idf(docFreq=220, maxDocs=44421)
                0.0625 = fieldNorm(doc=1745)
          0.04356486 = weight(abstract_txt:user in 1745) [ClassicSimilarity], result of:
            0.04356486 = score(doc=1745,freq=1.0), product of:
              0.18936774 = queryWeight, product of:
                2.7917213 = boost
                3.6808684 = idf(docFreq=3042, maxDocs=44421)
                0.01842823 = queryNorm
              0.23005427 = fieldWeight in 1745, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.6808684 = idf(docFreq=3042, maxDocs=44421)
                0.0625 = fieldNorm(doc=1745)
          0.14148219 = weight(abstract_txt:terms in 1745) [ClassicSimilarity], result of:
            0.14148219 = score(doc=1745,freq=6.0), product of:
              0.22854191 = queryWeight, product of:
                3.0669167 = boost
                4.043712 = idf(docFreq=2116, maxDocs=44421)
                0.01842823 = queryNorm
              0.6190645 = fieldWeight in 1745, product of:
                2.4494898 = tf(freq=6.0), with freq of:
                  6.0 = termFreq=6.0
                4.043712 = idf(docFreq=2116, maxDocs=44421)
                0.0625 = fieldNorm(doc=1745)
          0.44583824 = weight(abstract_txt:tags in 1745) [ClassicSimilarity], result of:
            0.44583824 = score(doc=1745,freq=8.0), product of:
              0.39895815 = queryWeight, product of:
                3.42467 = boost
                6.3215704 = idf(docFreq=216, maxDocs=44421)
                0.01842823 = queryNorm
              1.1175063 = fieldWeight in 1745, product of:
                2.828427 = tf(freq=8.0), with freq of:
                  8.0 = termFreq=8.0
                6.3215704 = idf(docFreq=216, maxDocs=44421)
                0.0625 = fieldNorm(doc=1745)
        0.36 = coord(9/25)