Document (#35087)

Author
Christel, M.G.
Title
Automated metadata in multimedia information systems : creation, refinement, use in surrogates, and evaluation
Imprint
San Rafael, Calif. : Morgan and Claypool
Year
2009
Pages
74 S
Isbn
1-59829-771-6
Series
Synthesis lectures on information concepts, retrieval & services
Abstract
Improvements in network bandwidth along with dramatic drops in digital storage and processing costs have resulted in the explosive growth of multimedia (combinations of text, image, audio, and video) resources on the Internet and in digital repositories. A suite of computer technologies delivering speech, image, and natural language understanding can automatically derive descriptive metadata for such resources. Difficulties for end users ensue, however, with the tremendous volume and varying quality of automated metadata for multimedia information systems. This lecture surveys automatic metadata creation methods for dealing with multimedia information resources, using broadcast news, documentaries, and oral histories as examples. Strategies for improving the utility of such metadata are discussed, including computationally intensive approaches, leveraging multimodal redundancy, folding in context, and leaving precision-recall tradeoffs under user control. Interfaces building from automatically generated metadata are presented, illustrating the use of video surrogates in multimedia information systems. Traditional information retrieval evaluation is discussed through the annual National Institute of Standards and Technology TRECVID forum, with experiments on exploratory search extending the discussion beyond fact-finding to broader, longer term search activities of learning, analysis, synthesis, and discovery.
Content
Table of Contents: Evolution of Multimedia Information Systems: 1990-2008 / Survey of Automatic Metadata Creation Methods / Refinement of Automatic Metadata / Multimedia Surrogates / End-User Utility for Metadata and Surrogates: Effectiveness, Efficiency, and Satisfaction
Theme
Metadaten
Multimedia

Similar documents (content)

  1. Wittbrock, M.J.; Hauptmann, A.G.: Speech recognition for a digital video library (1998) 0.24
    0.24469434 = sum of:
      0.24469434 = product of:
        0.67970645 = sum of:
          0.04789308 = weight(abstract_txt:digital in 873) [ClassicSimilarity], result of:
            0.04789308 = score(doc=873,freq=3.0), product of:
              0.102104776 = queryWeight, product of:
                1.0787498 = boost
                4.332974 = idf(docFreq=1577, maxDocs=44218)
                0.021844355 = queryNorm
              0.4690582 = fieldWeight in 873, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                4.332974 = idf(docFreq=1577, maxDocs=44218)
                0.0625 = fieldNorm(doc=873)
          0.018391859 = weight(abstract_txt:with in 873) [ClassicSimilarity], result of:
            0.018391859 = score(doc=873,freq=3.0), product of:
              0.06796593 = queryWeight, product of:
                1.2446818 = boost
                2.4997334 = idf(docFreq=9868, maxDocs=44218)
                0.021844355 = queryNorm
              0.27060407 = fieldWeight in 873, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                2.4997334 = idf(docFreq=9868, maxDocs=44218)
                0.0625 = fieldNorm(doc=873)
          0.046469126 = weight(abstract_txt:creation in 873) [ClassicSimilarity], result of:
            0.046469126 = score(doc=873,freq=1.0), product of:
              0.14432701 = queryWeight, product of:
                1.2825418 = boost
                5.1515374 = idf(docFreq=695, maxDocs=44218)
                0.021844355 = queryNorm
              0.3219711 = fieldWeight in 873, 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=873)
          0.07461737 = weight(abstract_txt:image in 873) [ClassicSimilarity], result of:
            0.07461737 = score(doc=873,freq=2.0), product of:
              0.15708013 = queryWeight, product of:
                1.3380069 = boost
                5.374322 = idf(docFreq=556, maxDocs=44218)
                0.021844355 = queryNorm
              0.47502744 = fieldWeight in 873, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.374322 = idf(docFreq=556, maxDocs=44218)
                0.0625 = fieldNorm(doc=873)
          0.057073213 = weight(abstract_txt:automatically in 873) [ClassicSimilarity], result of:
            0.057073213 = score(doc=873,freq=1.0), product of:
              0.16552344 = queryWeight, product of:
                1.3734962 = boost
                5.5168705 = idf(docFreq=482, maxDocs=44218)
                0.021844355 = queryNorm
              0.3448044 = fieldWeight in 873, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.5168705 = idf(docFreq=482, maxDocs=44218)
                0.0625 = fieldNorm(doc=873)
          0.059798393 = weight(abstract_txt:automated in 873) [ClassicSimilarity], result of:
            0.059798393 = score(doc=873,freq=1.0), product of:
              0.17075141 = queryWeight, product of:
                1.3950181 = boost
                5.6033173 = idf(docFreq=442, maxDocs=44218)
                0.021844355 = queryNorm
              0.35020733 = fieldWeight in 873, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.6033173 = idf(docFreq=442, maxDocs=44218)
                0.0625 = fieldNorm(doc=873)
          0.026960902 = weight(abstract_txt:information in 873) [ClassicSimilarity], result of:
            0.026960902 = score(doc=873,freq=5.0), product of:
              0.0796864 = queryWeight, product of:
                1.5068146 = boost
                2.4209464 = idf(docFreq=10677, maxDocs=44218)
                0.021844355 = queryNorm
              0.33833754 = fieldWeight in 873, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                2.4209464 = idf(docFreq=10677, maxDocs=44218)
                0.0625 = fieldNorm(doc=873)
          0.17527631 = weight(abstract_txt:video in 873) [ClassicSimilarity], result of:
            0.17527631 = score(doc=873,freq=5.0), product of:
              0.20451732 = queryWeight, product of:
                1.5267318 = boost
                6.1323667 = idf(docFreq=260, maxDocs=44218)
                0.021844355 = queryNorm
              0.8570243 = fieldWeight in 873, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                6.1323667 = idf(docFreq=260, maxDocs=44218)
                0.0625 = fieldNorm(doc=873)
          0.17322622 = weight(abstract_txt:multimedia in 873) [ClassicSimilarity], result of:
            0.17322622 = score(doc=873,freq=2.0), product of:
              0.37378085 = queryWeight, product of:
                3.2634447 = boost
                5.2432623 = idf(docFreq=634, maxDocs=44218)
                0.021844355 = queryNorm
              0.46344328 = fieldWeight in 873, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.2432623 = idf(docFreq=634, maxDocs=44218)
                0.0625 = fieldNorm(doc=873)
        0.36 = coord(9/25)
    
  2. Agnew, G.: Developing a metadata strategy (2003) 0.21
    0.2056197 = sum of:
      0.2056197 = product of:
        1.0280985 = sum of:
          0.021237088 = weight(abstract_txt:with in 5504) [ClassicSimilarity], result of:
            0.021237088 = score(doc=5504,freq=1.0), product of:
              0.06796593 = queryWeight, product of:
                1.2446818 = boost
                2.4997334 = idf(docFreq=9868, maxDocs=44218)
                0.021844355 = queryNorm
              0.31246668 = fieldWeight in 5504, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                2.4997334 = idf(docFreq=9868, maxDocs=44218)
                0.125 = fieldNorm(doc=5504)
          0.024114564 = weight(abstract_txt:information in 5504) [ClassicSimilarity], result of:
            0.024114564 = score(doc=5504,freq=1.0), product of:
              0.0796864 = queryWeight, product of:
                1.5068146 = boost
                2.4209464 = idf(docFreq=10677, maxDocs=44218)
                0.021844355 = queryNorm
              0.3026183 = fieldWeight in 5504, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                2.4209464 = idf(docFreq=10677, maxDocs=44218)
                0.125 = fieldNorm(doc=5504)
          0.1567719 = weight(abstract_txt:video in 5504) [ClassicSimilarity], result of:
            0.1567719 = score(doc=5504,freq=1.0), product of:
              0.20451732 = queryWeight, product of:
                1.5267318 = boost
                6.1323667 = idf(docFreq=260, maxDocs=44218)
                0.021844355 = queryNorm
              0.76654583 = fieldWeight in 5504, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.1323667 = idf(docFreq=260, maxDocs=44218)
                0.125 = fieldNorm(doc=5504)
          0.24497887 = weight(abstract_txt:multimedia in 5504) [ClassicSimilarity], result of:
            0.24497887 = score(doc=5504,freq=1.0), product of:
              0.37378085 = queryWeight, product of:
                3.2634447 = boost
                5.2432623 = idf(docFreq=634, maxDocs=44218)
                0.021844355 = queryNorm
              0.6554078 = fieldWeight in 5504, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.2432623 = idf(docFreq=634, maxDocs=44218)
                0.125 = fieldNorm(doc=5504)
          0.58099604 = weight(abstract_txt:metadata in 5504) [ClassicSimilarity], result of:
            0.58099604 = score(doc=5504,freq=6.0), product of:
              0.38873777 = queryWeight, product of:
                3.6457484 = boost
                4.881247 = idf(docFreq=911, maxDocs=44218)
                0.021844355 = queryNorm
              1.4945706 = fieldWeight in 5504, product of:
                2.4494898 = tf(freq=6.0), with freq of:
                  6.0 = termFreq=6.0
                4.881247 = idf(docFreq=911, maxDocs=44218)
                0.125 = fieldNorm(doc=5504)
        0.2 = coord(5/25)
    
  3. Progress in visual information access and retrieval (1999) 0.20
    0.19509353 = sum of:
      0.19509353 = product of:
        0.4433944 = sum of:
          0.012097349 = weight(abstract_txt:digital in 839) [ClassicSimilarity], result of:
            0.012097349 = score(doc=839,freq=1.0), product of:
              0.102104776 = queryWeight, product of:
                1.0787498 = boost
                4.332974 = idf(docFreq=1577, maxDocs=44218)
                0.021844355 = queryNorm
              0.11847976 = fieldWeight in 839, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.332974 = idf(docFreq=1577, maxDocs=44218)
                0.02734375 = fieldNorm(doc=839)
          0.026850952 = weight(abstract_txt:evaluation in 839) [ClassicSimilarity], result of:
            0.026850952 = score(doc=839,freq=4.0), product of:
              0.109447464 = queryWeight, product of:
                1.1168647 = boost
                4.4860687 = idf(docFreq=1353, maxDocs=44218)
                0.021844355 = queryNorm
              0.24533188 = fieldWeight in 839, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                4.4860687 = idf(docFreq=1353, maxDocs=44218)
                0.02734375 = fieldNorm(doc=839)
          0.012291136 = weight(abstract_txt:with in 839) [ClassicSimilarity], result of:
            0.012291136 = score(doc=839,freq=7.0), product of:
              0.06796593 = queryWeight, product of:
                1.2446818 = boost
                2.4997334 = idf(docFreq=9868, maxDocs=44218)
                0.021844355 = queryNorm
              0.18084261 = fieldWeight in 839, product of:
                2.6457512 = tf(freq=7.0), with freq of:
                  7.0 = termFreq=7.0
                2.4997334 = idf(docFreq=9868, maxDocs=44218)
                0.02734375 = fieldNorm(doc=839)
          0.025058135 = weight(abstract_txt:systems in 839) [ClassicSimilarity], result of:
            0.025058135 = score(doc=839,freq=8.0), product of:
              0.09496251 = queryWeight, product of:
                1.2741467 = boost
                3.4118783 = idf(docFreq=3963, maxDocs=44218)
                0.021844355 = queryNorm
              0.263874 = fieldWeight in 839, product of:
                2.828427 = tf(freq=8.0), with freq of:
                  8.0 = termFreq=8.0
                3.4118783 = idf(docFreq=3963, maxDocs=44218)
                0.02734375 = fieldNorm(doc=839)
          0.028751306 = weight(abstract_txt:creation in 839) [ClassicSimilarity], result of:
            0.028751306 = score(doc=839,freq=2.0), product of:
              0.14432701 = queryWeight, product of:
                1.2825418 = boost
                5.1515374 = idf(docFreq=695, maxDocs=44218)
                0.021844355 = queryNorm
              0.19920945 = fieldWeight in 839, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.1515374 = idf(docFreq=695, maxDocs=44218)
                0.02734375 = fieldNorm(doc=839)
          0.083229 = weight(abstract_txt:image in 839) [ClassicSimilarity], result of:
            0.083229 = score(doc=839,freq=13.0), product of:
              0.15708013 = queryWeight, product of:
                1.3380069 = boost
                5.374322 = idf(docFreq=556, maxDocs=44218)
                0.021844355 = queryNorm
              0.5298506 = fieldWeight in 839, product of:
                3.6055512 = tf(freq=13.0), with freq of:
                  13.0 = termFreq=13.0
                5.374322 = idf(docFreq=556, maxDocs=44218)
                0.02734375 = fieldNorm(doc=839)
          0.030758625 = weight(abstract_txt:information in 839) [ClassicSimilarity], result of:
            0.030758625 = score(doc=839,freq=34.0), product of:
              0.0796864 = queryWeight, product of:
                1.5068146 = boost
                2.4209464 = idf(docFreq=10677, maxDocs=44218)
                0.021844355 = queryNorm
              0.3859959 = fieldWeight in 839, product of:
                5.8309517 = tf(freq=34.0), with freq of:
                  34.0 = termFreq=34.0
                2.4209464 = idf(docFreq=10677, maxDocs=44218)
                0.02734375 = fieldNorm(doc=839)
          0.048498828 = weight(abstract_txt:video in 839) [ClassicSimilarity], result of:
            0.048498828 = score(doc=839,freq=2.0), product of:
              0.20451732 = queryWeight, product of:
                1.5267318 = boost
                6.1323667 = idf(docFreq=260, maxDocs=44218)
                0.021844355 = queryNorm
              0.237138 = fieldWeight in 839, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                6.1323667 = idf(docFreq=260, maxDocs=44218)
                0.02734375 = fieldNorm(doc=839)
          0.016795328 = weight(abstract_txt:resources in 839) [ClassicSimilarity], result of:
            0.016795328 = score(doc=839,freq=1.0), product of:
              0.14545947 = queryWeight, product of:
                1.576937 = boost
                4.2226825 = idf(docFreq=1761, maxDocs=44218)
                0.021844355 = queryNorm
              0.11546397 = fieldWeight in 839, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.2226825 = idf(docFreq=1761, maxDocs=44218)
                0.02734375 = fieldNorm(doc=839)
          0.107178256 = weight(abstract_txt:multimedia in 839) [ClassicSimilarity], result of:
            0.107178256 = score(doc=839,freq=4.0), product of:
              0.37378085 = queryWeight, product of:
                3.2634447 = boost
                5.2432623 = idf(docFreq=634, maxDocs=44218)
                0.021844355 = queryNorm
              0.2867409 = fieldWeight in 839, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                5.2432623 = idf(docFreq=634, maxDocs=44218)
                0.02734375 = fieldNorm(doc=839)
          0.05188545 = weight(abstract_txt:metadata in 839) [ClassicSimilarity], result of:
            0.05188545 = score(doc=839,freq=1.0), product of:
              0.38873777 = queryWeight, product of:
                3.6457484 = boost
                4.881247 = idf(docFreq=911, maxDocs=44218)
                0.021844355 = queryNorm
              0.1334716 = fieldWeight in 839, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.881247 = idf(docFreq=911, maxDocs=44218)
                0.02734375 = fieldNorm(doc=839)
        0.44 = coord(11/25)
    
  4. Patton, M.; Reynolds, D.; Choudhury, G.S.; DiLauro, T.: Toward a metadata generation framework : a case study at Johns Hopkins University (2004) 0.19
    0.1909972 = sum of:
      0.1909972 = product of:
        0.59686625 = sum of:
          0.06672328 = weight(abstract_txt:suite in 1192) [ClassicSimilarity], result of:
            0.06672328 = score(doc=1192,freq=1.0), product of:
              0.17661951 = queryWeight, product of:
                1.0032336 = boost
                8.059301 = idf(docFreq=37, maxDocs=44218)
                0.021844355 = queryNorm
              0.37777975 = fieldWeight in 1192, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.059301 = idf(docFreq=37, maxDocs=44218)
                0.046875 = fieldNorm(doc=1192)
          0.05079829 = weight(abstract_txt:digital in 1192) [ClassicSimilarity], result of:
            0.05079829 = score(doc=1192,freq=6.0), product of:
              0.102104776 = queryWeight, product of:
                1.0787498 = boost
                4.332974 = idf(docFreq=1577, maxDocs=44218)
                0.021844355 = queryNorm
              0.4975114 = fieldWeight in 1192, product of:
                2.4494898 = tf(freq=6.0), with freq of:
                  6.0 = termFreq=6.0
                4.332974 = idf(docFreq=1577, maxDocs=44218)
                0.046875 = fieldNorm(doc=1192)
          0.039863322 = weight(abstract_txt:evaluation in 1192) [ClassicSimilarity], result of:
            0.039863322 = score(doc=1192,freq=3.0), product of:
              0.109447464 = queryWeight, product of:
                1.1168647 = boost
                4.4860687 = idf(docFreq=1353, maxDocs=44218)
                0.021844355 = queryNorm
              0.36422336 = fieldWeight in 1192, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                4.4860687 = idf(docFreq=1353, maxDocs=44218)
                0.046875 = fieldNorm(doc=1192)
          0.0247761 = weight(abstract_txt:discussed in 1192) [ClassicSimilarity], result of:
            0.0247761 = score(doc=1192,freq=1.0), product of:
              0.11496149 = queryWeight, product of:
                1.1446531 = boost
                4.5976853 = idf(docFreq=1210, maxDocs=44218)
                0.021844355 = queryNorm
              0.21551651 = fieldWeight in 1192, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.5976853 = idf(docFreq=1210, maxDocs=44218)
                0.046875 = fieldNorm(doc=1192)
          0.017807841 = weight(abstract_txt:with in 1192) [ClassicSimilarity], result of:
            0.017807841 = score(doc=1192,freq=5.0), product of:
              0.06796593 = queryWeight, product of:
                1.2446818 = boost
                2.4997334 = idf(docFreq=9868, maxDocs=44218)
                0.021844355 = queryNorm
              0.2620113 = fieldWeight in 1192, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                2.4997334 = idf(docFreq=9868, maxDocs=44218)
                0.046875 = fieldNorm(doc=1192)
          0.060365163 = weight(abstract_txt:creation in 1192) [ClassicSimilarity], result of:
            0.060365163 = score(doc=1192,freq=3.0), product of:
              0.14432701 = queryWeight, product of:
                1.2825418 = boost
                5.1515374 = idf(docFreq=695, maxDocs=44218)
                0.021844355 = queryNorm
              0.4182527 = fieldWeight in 1192, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                5.1515374 = idf(docFreq=695, maxDocs=44218)
                0.046875 = fieldNorm(doc=1192)
          0.11865876 = weight(abstract_txt:automated in 1192) [ClassicSimilarity], result of:
            0.11865876 = score(doc=1192,freq=7.0), product of:
              0.17075141 = queryWeight, product of:
                1.3950181 = boost
                5.6033173 = idf(docFreq=442, maxDocs=44218)
                0.021844355 = queryNorm
              0.69492114 = fieldWeight in 1192, product of:
                2.6457512 = tf(freq=7.0), with freq of:
                  7.0 = termFreq=7.0
                5.6033173 = idf(docFreq=442, maxDocs=44218)
                0.046875 = fieldNorm(doc=1192)
          0.21787351 = weight(abstract_txt:metadata in 1192) [ClassicSimilarity], result of:
            0.21787351 = score(doc=1192,freq=6.0), product of:
              0.38873777 = queryWeight, product of:
                3.6457484 = boost
                4.881247 = idf(docFreq=911, maxDocs=44218)
                0.021844355 = queryNorm
              0.56046396 = fieldWeight in 1192, product of:
                2.4494898 = tf(freq=6.0), with freq of:
                  6.0 = termFreq=6.0
                4.881247 = idf(docFreq=911, maxDocs=44218)
                0.046875 = fieldNorm(doc=1192)
        0.32 = coord(8/25)
    
  5. Kowalski, G.J.; Maybury, M.T.: Information storage and retrieval systems : theory and implemetation (2000) 0.19
    0.18672359 = sum of:
      0.18672359 = product of:
        0.58351123 = sum of:
          0.041476626 = weight(abstract_txt:digital in 6727) [ClassicSimilarity], result of:
            0.041476626 = score(doc=6727,freq=1.0), product of:
              0.102104776 = queryWeight, product of:
                1.0787498 = boost
                4.332974 = idf(docFreq=1577, maxDocs=44218)
                0.021844355 = queryNorm
              0.40621632 = fieldWeight in 6727, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.332974 = idf(docFreq=1577, maxDocs=44218)
                0.09375 = fieldNorm(doc=6727)
          0.015927818 = weight(abstract_txt:with in 6727) [ClassicSimilarity], result of:
            0.015927818 = score(doc=6727,freq=1.0), product of:
              0.06796593 = queryWeight, product of:
                1.2446818 = boost
                2.4997334 = idf(docFreq=9868, maxDocs=44218)
                0.021844355 = queryNorm
              0.23435001 = fieldWeight in 6727, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                2.4997334 = idf(docFreq=9868, maxDocs=44218)
                0.09375 = fieldNorm(doc=6727)
          0.030375049 = weight(abstract_txt:systems in 6727) [ClassicSimilarity], result of:
            0.030375049 = score(doc=6727,freq=1.0), product of:
              0.09496251 = queryWeight, product of:
                1.2741467 = boost
                3.4118783 = idf(docFreq=3963, maxDocs=44218)
                0.021844355 = queryNorm
              0.3198636 = fieldWeight in 6727, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.4118783 = idf(docFreq=3963, maxDocs=44218)
                0.09375 = fieldNorm(doc=6727)
          0.07914368 = weight(abstract_txt:image in 6727) [ClassicSimilarity], result of:
            0.07914368 = score(doc=6727,freq=1.0), product of:
              0.15708013 = queryWeight, product of:
                1.3380069 = boost
                5.374322 = idf(docFreq=556, maxDocs=44218)
                0.021844355 = queryNorm
              0.5038427 = fieldWeight in 6727, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.374322 = idf(docFreq=556, maxDocs=44218)
                0.09375 = fieldNorm(doc=6727)
          0.08969759 = weight(abstract_txt:automated in 6727) [ClassicSimilarity], result of:
            0.08969759 = score(doc=6727,freq=1.0), product of:
              0.17075141 = queryWeight, product of:
                1.3950181 = boost
                5.6033173 = idf(docFreq=442, maxDocs=44218)
                0.021844355 = queryNorm
              0.525311 = fieldWeight in 6727, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.6033173 = idf(docFreq=442, maxDocs=44218)
                0.09375 = fieldNorm(doc=6727)
          0.025577359 = weight(abstract_txt:information in 6727) [ClassicSimilarity], result of:
            0.025577359 = score(doc=6727,freq=2.0), product of:
              0.0796864 = queryWeight, product of:
                1.5068146 = boost
                2.4209464 = idf(docFreq=10677, maxDocs=44218)
                0.021844355 = queryNorm
              0.32097518 = fieldWeight in 6727, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                2.4209464 = idf(docFreq=10677, maxDocs=44218)
                0.09375 = fieldNorm(doc=6727)
          0.11757892 = weight(abstract_txt:video in 6727) [ClassicSimilarity], result of:
            0.11757892 = score(doc=6727,freq=1.0), product of:
              0.20451732 = queryWeight, product of:
                1.5267318 = boost
                6.1323667 = idf(docFreq=260, maxDocs=44218)
                0.021844355 = queryNorm
              0.5749094 = fieldWeight in 6727, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.1323667 = idf(docFreq=260, maxDocs=44218)
                0.09375 = fieldNorm(doc=6727)
          0.18373416 = weight(abstract_txt:multimedia in 6727) [ClassicSimilarity], result of:
            0.18373416 = score(doc=6727,freq=1.0), product of:
              0.37378085 = queryWeight, product of:
                3.2634447 = boost
                5.2432623 = idf(docFreq=634, maxDocs=44218)
                0.021844355 = queryNorm
              0.49155584 = fieldWeight in 6727, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.2432623 = idf(docFreq=634, maxDocs=44218)
                0.09375 = fieldNorm(doc=6727)
        0.32 = coord(8/25)