Document (#37700)

Author
Sy, M.-F.
Ranwez, S.
Montmain, J.
Ragnault, A.
Crampes, M.
Ranwez, V.
Title
User centered and ontology based information retrieval system for life sciences
Source
BMC bioinformatics. 13(2012) Suppl.1, S.1-12
Year
2012
Abstract
Background: Because of the increasing number of electronic resources, designing efficient tools to retrieve and exploit them is a major challenge. Some improvements have been offered by semantic Web technologies and applications based on domain ontologies. In life science, for instance, the Gene Ontology is widely exploited in genomic applications and the Medical Subject Headings is the basis of biomedical publications indexation and information retrieval process proposed by PubMed. However current search engines suffer from two main drawbacks: there is limited user interaction with the list of retrieved resources and no explanation for their adequacy to the query is provided. Users may thus be confused by the selection and have no idea on how to adapt their queries so that the results match their expectations. Results: This paper describes an information retrieval system that relies on domain ontology to widen the set of relevant documents that is retrieved and that uses a graphical rendering of query results to favor user interactions. Semantic proximities between ontology concepts and aggregating models are used to assess documents adequacy with respect to a query. The selection of documents is displayed in a semantic map to provide graphical indications that make explicit to what extent they match the user's query; this man/machine interface favors a more interactive and iterative exploration of data corpus, by facilitating query concepts weighting and visual explanation. We illustrate the benefit of using this information retrieval system on two case studies one of which aiming at collecting human genes related to transcription factors involved in hemopoiesis pathway. Conclusions: The ontology based information retrieval system described in this paper (OBIRS) is freely available at: http://www.ontotoolkit.mines-ales.fr/ObirsClient/. This environment is a first step towards a user centred application in which the system enlightens relevant information to provide decision help.
Content
Vgl.: http://www.biomedcentral.com/content/pdf/1471-2105-13-S1-S4.pdf.
Theme
Wissensrepräsentation
Field
Biologie
Medizin
Object
OBIRS

Similar documents (content)

  1. Thenmalar, S.; Geetha, T.V.: Enhanced ontology-based indexing and searching (2014) 0.43
    0.4293241 = sum of:
      0.4293241 = product of:
        0.8256233 = sum of:
          0.031088848 = weight(abstract_txt:domain in 2633) [ClassicSimilarity], result of:
            0.031088848 = score(doc=2633,freq=2.0), product of:
              0.11900714 = queryWeight, product of:
                1.000059 = boost
                4.7288613 = idf(docFreq=1066, maxDocs=44421)
                0.025164645 = queryNorm
              0.26123515 = fieldWeight in 2633, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.7288613 = idf(docFreq=1066, maxDocs=44421)
                0.0390625 = fieldNorm(doc=2633)
          0.03762841 = weight(abstract_txt:based in 2633) [ClassicSimilarity], result of:
            0.03762841 = score(doc=2633,freq=14.0), product of:
              0.0808807 = queryWeight, product of:
                1.0097345 = boost
                3.1830752 = idf(docFreq=5005, maxDocs=44421)
                0.025164645 = queryNorm
              0.46523347 = fieldWeight in 2633, product of:
                3.7416575 = tf(freq=14.0), with freq of:
                  14.0 = termFreq=14.0
                3.1830752 = idf(docFreq=5005, maxDocs=44421)
                0.0390625 = fieldNorm(doc=2633)
          0.02935126 = weight(abstract_txt:results in 2633) [ClassicSimilarity], result of:
            0.02935126 = score(doc=2633,freq=5.0), product of:
              0.09659875 = queryWeight, product of:
                1.1034954 = boost
                3.4786456 = idf(docFreq=3724, maxDocs=44421)
                0.025164645 = queryNorm
              0.3038472 = fieldWeight in 2633, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                3.4786456 = idf(docFreq=3724, maxDocs=44421)
                0.0390625 = fieldNorm(doc=2633)
          0.038600277 = weight(abstract_txt:retrieved in 2633) [ClassicSimilarity], result of:
            0.038600277 = score(doc=2633,freq=1.0), product of:
              0.17321023 = queryWeight, product of:
                1.206496 = boost
                5.7050157 = idf(docFreq=401, maxDocs=44421)
                0.025164645 = queryNorm
              0.22285217 = fieldWeight in 2633, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.7050157 = idf(docFreq=401, maxDocs=44421)
                0.0390625 = fieldNorm(doc=2633)
          0.009721485 = weight(abstract_txt:that in 2633) [ClassicSimilarity], result of:
            0.009721485 = score(doc=2633,freq=2.0), product of:
              0.0744112 = queryWeight, product of:
                1.2503405 = boost
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.025164645 = queryNorm
              0.13064545 = fieldWeight in 2633, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.0390625 = fieldNorm(doc=2633)
          0.012541067 = weight(abstract_txt:this in 2633) [ClassicSimilarity], result of:
            0.012541067 = score(doc=2633,freq=3.0), product of:
              0.07703283 = queryWeight, product of:
                1.2721756 = boost
                2.4062347 = idf(docFreq=10885, maxDocs=44421)
                0.025164645 = queryNorm
              0.1628016 = fieldWeight in 2633, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                2.4062347 = idf(docFreq=10885, maxDocs=44421)
                0.0390625 = fieldNorm(doc=2633)
          0.043720275 = weight(abstract_txt:documents in 2633) [ClassicSimilarity], result of:
            0.043720275 = score(doc=2633,freq=4.0), product of:
              0.13572055 = queryWeight, product of:
                1.3079995 = boost
                4.123322 = idf(docFreq=1954, maxDocs=44421)
                0.025164645 = queryNorm
              0.32213452 = fieldWeight in 2633, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                4.123322 = idf(docFreq=1954, maxDocs=44421)
                0.0390625 = fieldNorm(doc=2633)
          0.039506532 = weight(abstract_txt:semantic in 2633) [ClassicSimilarity], result of:
            0.039506532 = score(doc=2633,freq=2.0), product of:
              0.15982558 = queryWeight, product of:
                1.4194101 = boost
                4.4745317 = idf(docFreq=1375, maxDocs=44421)
                0.025164645 = queryNorm
              0.24718529 = fieldWeight in 2633, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.4745317 = idf(docFreq=1375, maxDocs=44421)
                0.0390625 = fieldNorm(doc=2633)
          0.023353051 = weight(abstract_txt:information in 2633) [ClassicSimilarity], result of:
            0.023353051 = score(doc=2633,freq=7.0), product of:
              0.09341503 = queryWeight, product of:
                1.5346457 = boost
                2.4188995 = idf(docFreq=10748, maxDocs=44421)
                0.025164645 = queryNorm
              0.24999245 = fieldWeight in 2633, product of:
                2.6457512 = tf(freq=7.0), with freq of:
                  7.0 = termFreq=7.0
                2.4188995 = idf(docFreq=10748, maxDocs=44421)
                0.0390625 = fieldNorm(doc=2633)
          0.028199218 = weight(abstract_txt:system in 2633) [ClassicSimilarity], result of:
            0.028199218 = score(doc=2633,freq=2.0), product of:
              0.1513473 = queryWeight, product of:
                1.7831852 = boost
                3.372775 = idf(docFreq=4140, maxDocs=44421)
                0.025164645 = queryNorm
              0.18632126 = fieldWeight in 2633, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.372775 = idf(docFreq=4140, maxDocs=44421)
                0.0390625 = fieldNorm(doc=2633)
          0.030881725 = weight(abstract_txt:retrieval in 2633) [ClassicSimilarity], result of:
            0.030881725 = score(doc=2633,freq=2.0), product of:
              0.16079935 = queryWeight, product of:
                1.8380244 = boost
                3.4765 = idf(docFreq=3732, maxDocs=44421)
                0.025164645 = queryNorm
              0.1920513 = fieldWeight in 2633, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.4765 = idf(docFreq=3732, maxDocs=44421)
                0.0390625 = fieldNorm(doc=2633)
          0.18525441 = weight(abstract_txt:query in 2633) [ClassicSimilarity], result of:
            0.18525441 = score(doc=2633,freq=11.0), product of:
              0.3007517 = queryWeight, product of:
                2.5136983 = boost
                4.754492 = idf(docFreq=1039, maxDocs=44421)
                0.025164645 = queryNorm
              0.6159713 = fieldWeight in 2633, product of:
                3.3166249 = tf(freq=11.0), with freq of:
                  11.0 = termFreq=11.0
                4.754492 = idf(docFreq=1039, maxDocs=44421)
                0.0390625 = fieldNorm(doc=2633)
          0.31577674 = weight(abstract_txt:ontology in 2633) [ClassicSimilarity], result of:
            0.31577674 = score(doc=2633,freq=13.0), product of:
              0.40591234 = queryWeight, product of:
                2.920285 = boost
                5.5235233 = idf(docFreq=481, maxDocs=44421)
                0.025164645 = queryNorm
              0.7779432 = fieldWeight in 2633, product of:
                3.6055512 = tf(freq=13.0), with freq of:
                  13.0 = termFreq=13.0
                5.5235233 = idf(docFreq=481, maxDocs=44421)
                0.0390625 = fieldNorm(doc=2633)
        0.52 = coord(13/25)
    
  2. Stojanovic, N.: Ontology-based Information Retrieval : methods and tools for cooperative query answering (2005) 0.40
    0.40479612 = sum of:
      0.40479612 = product of:
        0.7784541 = sum of:
          0.011722264 = weight(abstract_txt:their in 1701) [ClassicSimilarity], result of:
            0.011722264 = score(doc=1701,freq=1.0), product of:
              0.07932873 = queryWeight, product of:
                3.1523883 = idf(docFreq=5161, maxDocs=44421)
                0.025164645 = queryNorm
              0.1477682 = fieldWeight in 1701, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.1523883 = idf(docFreq=5161, maxDocs=44421)
                0.046875 = fieldNorm(doc=1701)
          0.026379764 = weight(abstract_txt:domain in 1701) [ClassicSimilarity], result of:
            0.026379764 = score(doc=1701,freq=1.0), product of:
              0.11900714 = queryWeight, product of:
                1.000059 = boost
                4.7288613 = idf(docFreq=1066, maxDocs=44421)
                0.025164645 = queryNorm
              0.22166538 = fieldWeight in 1701, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.7288613 = idf(docFreq=1066, maxDocs=44421)
                0.046875 = fieldNorm(doc=1701)
          0.020902282 = weight(abstract_txt:based in 1701) [ClassicSimilarity], result of:
            0.020902282 = score(doc=1701,freq=3.0), product of:
              0.0808807 = queryWeight, product of:
                1.0097345 = boost
                3.1830752 = idf(docFreq=5005, maxDocs=44421)
                0.025164645 = queryNorm
              0.2584335 = fieldWeight in 1701, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                3.1830752 = idf(docFreq=5005, maxDocs=44421)
                0.046875 = fieldNorm(doc=1701)
          0.027282465 = weight(abstract_txt:results in 1701) [ClassicSimilarity], result of:
            0.027282465 = score(doc=1701,freq=3.0), product of:
              0.09659875 = queryWeight, product of:
                1.1034954 = boost
                3.4786456 = idf(docFreq=3724, maxDocs=44421)
                0.025164645 = queryNorm
              0.28243083 = fieldWeight in 1701, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                3.4786456 = idf(docFreq=3724, maxDocs=44421)
                0.046875 = fieldNorm(doc=1701)
          0.014287604 = weight(abstract_txt:that in 1701) [ClassicSimilarity], result of:
            0.014287604 = score(doc=1701,freq=3.0), product of:
              0.0744112 = queryWeight, product of:
                1.2503405 = boost
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.025164645 = queryNorm
              0.1920088 = fieldWeight in 1701, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.046875 = fieldNorm(doc=1701)
          0.015049281 = weight(abstract_txt:this in 1701) [ClassicSimilarity], result of:
            0.015049281 = score(doc=1701,freq=3.0), product of:
              0.07703283 = queryWeight, product of:
                1.2721756 = boost
                2.4062347 = idf(docFreq=10885, maxDocs=44421)
                0.025164645 = queryNorm
              0.19536191 = fieldWeight in 1701, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                2.4062347 = idf(docFreq=10885, maxDocs=44421)
                0.046875 = fieldNorm(doc=1701)
          0.047407836 = weight(abstract_txt:semantic in 1701) [ClassicSimilarity], result of:
            0.047407836 = score(doc=1701,freq=2.0), product of:
              0.15982558 = queryWeight, product of:
                1.4194101 = boost
                4.4745317 = idf(docFreq=1375, maxDocs=44421)
                0.025164645 = queryNorm
              0.29662234 = fieldWeight in 1701, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.4745317 = idf(docFreq=1375, maxDocs=44421)
                0.046875 = fieldNorm(doc=1701)
          0.029958555 = weight(abstract_txt:information in 1701) [ClassicSimilarity], result of:
            0.029958555 = score(doc=1701,freq=8.0), product of:
              0.09341503 = queryWeight, product of:
                1.5346457 = boost
                2.4188995 = idf(docFreq=10748, maxDocs=44421)
                0.025164645 = queryNorm
              0.3207038 = fieldWeight in 1701, product of:
                2.828427 = tf(freq=8.0), with freq of:
                  8.0 = termFreq=8.0
                2.4188995 = idf(docFreq=10748, maxDocs=44421)
                0.046875 = fieldNorm(doc=1701)
          0.049763624 = weight(abstract_txt:user in 1701) [ClassicSimilarity], result of:
            0.049763624 = score(doc=1701,freq=4.0), product of:
              0.14420836 = queryWeight, product of:
                1.5568591 = boost
                3.6808684 = idf(docFreq=3042, maxDocs=44421)
                0.025164645 = queryNorm
              0.34508142 = fieldWeight in 1701, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                3.6808684 = idf(docFreq=3042, maxDocs=44421)
                0.046875 = fieldNorm(doc=1701)
          0.04144422 = weight(abstract_txt:system in 1701) [ClassicSimilarity], result of:
            0.04144422 = score(doc=1701,freq=3.0), product of:
              0.1513473 = queryWeight, product of:
                1.7831852 = boost
                3.372775 = idf(docFreq=4140, maxDocs=44421)
                0.025164645 = queryNorm
              0.2738352 = fieldWeight in 1701, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                3.372775 = idf(docFreq=4140, maxDocs=44421)
                0.046875 = fieldNorm(doc=1701)
          0.09447992 = weight(abstract_txt:retrieval in 1701) [ClassicSimilarity], result of:
            0.09447992 = score(doc=1701,freq=13.0), product of:
              0.16079935 = queryWeight, product of:
                1.8380244 = boost
                3.4765 = idf(docFreq=3732, maxDocs=44421)
                0.025164645 = queryNorm
              0.58756405 = fieldWeight in 1701, product of:
                3.6055512 = tf(freq=13.0), with freq of:
                  13.0 = termFreq=13.0
                3.4765 = idf(docFreq=3732, maxDocs=44421)
                0.046875 = fieldNorm(doc=1701)
          0.18958259 = weight(abstract_txt:query in 1701) [ClassicSimilarity], result of:
            0.18958259 = score(doc=1701,freq=8.0), product of:
              0.3007517 = queryWeight, product of:
                2.5136983 = boost
                4.754492 = idf(docFreq=1039, maxDocs=44421)
                0.025164645 = queryNorm
              0.6303625 = fieldWeight in 1701, product of:
                2.828427 = tf(freq=8.0), with freq of:
                  8.0 = termFreq=8.0
                4.754492 = idf(docFreq=1039, maxDocs=44421)
                0.046875 = fieldNorm(doc=1701)
          0.21019371 = weight(abstract_txt:ontology in 1701) [ClassicSimilarity], result of:
            0.21019371 = score(doc=1701,freq=4.0), product of:
              0.40591234 = queryWeight, product of:
                2.920285 = boost
                5.5235233 = idf(docFreq=481, maxDocs=44421)
                0.025164645 = queryNorm
              0.5178303 = fieldWeight in 1701, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                5.5235233 = idf(docFreq=481, maxDocs=44421)
                0.046875 = fieldNorm(doc=1701)
        0.52 = coord(13/25)
    
  3. Reimer, U.; Brockhausen, P.; Lau, T.; Reich, J.R.: Ontology-based knowledge management at work : the Swiss life case studies (2004) 0.38
    0.37986338 = sum of:
      0.37986338 = product of:
        0.73050654 = sum of:
          0.030776389 = weight(abstract_txt:domain in 411) [ClassicSimilarity], result of:
            0.030776389 = score(doc=411,freq=1.0), product of:
              0.11900714 = queryWeight, product of:
                1.000059 = boost
                4.7288613 = idf(docFreq=1066, maxDocs=44421)
                0.025164645 = queryNorm
              0.2586096 = fieldWeight in 411, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.7288613 = idf(docFreq=1066, maxDocs=44421)
                0.0546875 = fieldNorm(doc=411)
          0.03092356 = weight(abstract_txt:applications in 411) [ClassicSimilarity], result of:
            0.03092356 = score(doc=411,freq=1.0), product of:
              0.11938623 = queryWeight, product of:
                1.0016506 = boost
                4.7363873 = idf(docFreq=1058, maxDocs=44421)
                0.025164645 = queryNorm
              0.25902116 = fieldWeight in 411, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.7363873 = idf(docFreq=1058, maxDocs=44421)
                0.0546875 = fieldNorm(doc=411)
          0.024385996 = weight(abstract_txt:based in 411) [ClassicSimilarity], result of:
            0.024385996 = score(doc=411,freq=3.0), product of:
              0.0808807 = queryWeight, product of:
                1.0097345 = boost
                3.1830752 = idf(docFreq=5005, maxDocs=44421)
                0.025164645 = queryNorm
              0.30150574 = fieldWeight in 411, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                3.1830752 = idf(docFreq=5005, maxDocs=44421)
                0.0546875 = fieldNorm(doc=411)
          0.018376796 = weight(abstract_txt:results in 411) [ClassicSimilarity], result of:
            0.018376796 = score(doc=411,freq=1.0), product of:
              0.09659875 = queryWeight, product of:
                1.1034954 = boost
                3.4786456 = idf(docFreq=3724, maxDocs=44421)
                0.025164645 = queryNorm
              0.19023843 = fieldWeight in 411, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.4786456 = idf(docFreq=3724, maxDocs=44421)
                0.0546875 = fieldNorm(doc=411)
          0.06866579 = weight(abstract_txt:life in 411) [ClassicSimilarity], result of:
            0.06866579 = score(doc=411,freq=2.0), product of:
              0.16127913 = queryWeight, product of:
                1.1642016 = boost
                5.5050235 = idf(docFreq=490, maxDocs=44421)
                0.025164645 = queryNorm
              0.42575744 = fieldWeight in 411, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.5050235 = idf(docFreq=490, maxDocs=44421)
                0.0546875 = fieldNorm(doc=411)
          0.013610077 = weight(abstract_txt:that in 411) [ClassicSimilarity], result of:
            0.013610077 = score(doc=411,freq=2.0), product of:
              0.0744112 = queryWeight, product of:
                1.2503405 = boost
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.025164645 = queryNorm
              0.18290362 = fieldWeight in 411, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.0546875 = fieldNorm(doc=411)
          0.017557494 = weight(abstract_txt:this in 411) [ClassicSimilarity], result of:
            0.017557494 = score(doc=411,freq=3.0), product of:
              0.07703283 = queryWeight, product of:
                1.2721756 = boost
                2.4062347 = idf(docFreq=10885, maxDocs=44421)
                0.025164645 = queryNorm
              0.22792223 = fieldWeight in 411, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                2.4062347 = idf(docFreq=10885, maxDocs=44421)
                0.0546875 = fieldNorm(doc=411)
          0.055309147 = weight(abstract_txt:semantic in 411) [ClassicSimilarity], result of:
            0.055309147 = score(doc=411,freq=2.0), product of:
              0.15982558 = queryWeight, product of:
                1.4194101 = boost
                4.4745317 = idf(docFreq=1375, maxDocs=44421)
                0.025164645 = queryNorm
              0.3460594 = fieldWeight in 411, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.4745317 = idf(docFreq=1375, maxDocs=44421)
                0.0546875 = fieldNorm(doc=411)
          0.012357273 = weight(abstract_txt:information in 411) [ClassicSimilarity], result of:
            0.012357273 = score(doc=411,freq=1.0), product of:
              0.09341503 = queryWeight, product of:
                1.5346457 = boost
                2.4188995 = idf(docFreq=10748, maxDocs=44421)
                0.025164645 = queryNorm
              0.13228357 = fieldWeight in 411, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                2.4188995 = idf(docFreq=10748, maxDocs=44421)
                0.0546875 = fieldNorm(doc=411)
          0.02902878 = weight(abstract_txt:user in 411) [ClassicSimilarity], result of:
            0.02902878 = score(doc=411,freq=1.0), product of:
              0.14420836 = queryWeight, product of:
                1.5568591 = boost
                3.6808684 = idf(docFreq=3042, maxDocs=44421)
                0.025164645 = queryNorm
              0.20129749 = fieldWeight in 411, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.6808684 = idf(docFreq=3042, maxDocs=44421)
                0.0546875 = fieldNorm(doc=411)
          0.0394789 = weight(abstract_txt:system in 411) [ClassicSimilarity], result of:
            0.0394789 = score(doc=411,freq=2.0), product of:
              0.1513473 = queryWeight, product of:
                1.7831852 = boost
                3.372775 = idf(docFreq=4140, maxDocs=44421)
                0.025164645 = queryNorm
              0.26084974 = fieldWeight in 411, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.372775 = idf(docFreq=4140, maxDocs=44421)
                0.0546875 = fieldNorm(doc=411)
          0.04323442 = weight(abstract_txt:retrieval in 411) [ClassicSimilarity], result of:
            0.04323442 = score(doc=411,freq=2.0), product of:
              0.16079935 = queryWeight, product of:
                1.8380244 = boost
                3.4765 = idf(docFreq=3732, maxDocs=44421)
                0.025164645 = queryNorm
              0.26887184 = fieldWeight in 411, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.4765 = idf(docFreq=3732, maxDocs=44421)
                0.0546875 = fieldNorm(doc=411)
          0.34680194 = weight(abstract_txt:ontology in 411) [ClassicSimilarity], result of:
            0.34680194 = score(doc=411,freq=8.0), product of:
              0.40591234 = queryWeight, product of:
                2.920285 = boost
                5.5235233 = idf(docFreq=481, maxDocs=44421)
                0.025164645 = queryNorm
              0.85437644 = fieldWeight in 411, product of:
                2.828427 = tf(freq=8.0), with freq of:
                  8.0 = termFreq=8.0
                5.5235233 = idf(docFreq=481, maxDocs=44421)
                0.0546875 = fieldNorm(doc=411)
        0.52 = coord(13/25)
    
  4. De Maio, C.; Fenza, G.; Loia, V.; Senatore, S.: Hierarchical web resources retrieval by exploiting Fuzzy Formal Concept Analysis (2012) 0.36
    0.36445048 = sum of:
      0.36445048 = product of:
        0.82829654 = sum of:
          0.04396627 = weight(abstract_txt:domain in 3737) [ClassicSimilarity], result of:
            0.04396627 = score(doc=3737,freq=1.0), product of:
              0.11900714 = queryWeight, product of:
                1.000059 = boost
                4.7288613 = idf(docFreq=1066, maxDocs=44421)
                0.025164645 = queryNorm
              0.36944228 = fieldWeight in 3737, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.7288613 = idf(docFreq=1066, maxDocs=44421)
                0.078125 = fieldNorm(doc=3737)
          0.04417652 = weight(abstract_txt:applications in 3737) [ClassicSimilarity], result of:
            0.04417652 = score(doc=3737,freq=1.0), product of:
              0.11938623 = queryWeight, product of:
                1.0016506 = boost
                4.7363873 = idf(docFreq=1058, maxDocs=44421)
                0.025164645 = queryNorm
              0.37003025 = fieldWeight in 3737, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.7363873 = idf(docFreq=1058, maxDocs=44421)
                0.078125 = fieldNorm(doc=3737)
          0.04022646 = weight(abstract_txt:based in 3737) [ClassicSimilarity], result of:
            0.04022646 = score(doc=3737,freq=4.0), product of:
              0.0808807 = queryWeight, product of:
                1.0097345 = boost
                3.1830752 = idf(docFreq=5005, maxDocs=44421)
                0.025164645 = queryNorm
              0.4973555 = fieldWeight in 3737, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                3.1830752 = idf(docFreq=5005, maxDocs=44421)
                0.078125 = fieldNorm(doc=3737)
          0.013748255 = weight(abstract_txt:that in 3737) [ClassicSimilarity], result of:
            0.013748255 = score(doc=3737,freq=1.0), product of:
              0.0744112 = queryWeight, product of:
                1.2503405 = boost
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.025164645 = queryNorm
              0.18476056 = fieldWeight in 3737, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.078125 = fieldNorm(doc=3737)
          0.014481177 = weight(abstract_txt:this in 3737) [ClassicSimilarity], result of:
            0.014481177 = score(doc=3737,freq=1.0), product of:
              0.07703283 = queryWeight, product of:
                1.2721756 = boost
                2.4062347 = idf(docFreq=10885, maxDocs=44421)
                0.025164645 = queryNorm
              0.18798709 = fieldWeight in 3737, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                2.4062347 = idf(docFreq=10885, maxDocs=44421)
                0.078125 = fieldNorm(doc=3737)
          0.121309325 = weight(abstract_txt:graphical in 3737) [ClassicSimilarity], result of:
            0.121309325 = score(doc=3737,freq=1.0), product of:
              0.23411149 = queryWeight, product of:
                1.4026537 = boost
                6.6325636 = idf(docFreq=158, maxDocs=44421)
                0.025164645 = queryNorm
              0.51816905 = fieldWeight in 3737, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.6325636 = idf(docFreq=158, maxDocs=44421)
                0.078125 = fieldNorm(doc=3737)
          0.05587067 = weight(abstract_txt:semantic in 3737) [ClassicSimilarity], result of:
            0.05587067 = score(doc=3737,freq=1.0), product of:
              0.15982558 = queryWeight, product of:
                1.4194101 = boost
                4.4745317 = idf(docFreq=1375, maxDocs=44421)
                0.025164645 = queryNorm
              0.34957278 = fieldWeight in 3737, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.4745317 = idf(docFreq=1375, maxDocs=44421)
                0.078125 = fieldNorm(doc=3737)
          0.017653247 = weight(abstract_txt:information in 3737) [ClassicSimilarity], result of:
            0.017653247 = score(doc=3737,freq=1.0), product of:
              0.09341503 = queryWeight, product of:
                1.5346457 = boost
                2.4188995 = idf(docFreq=10748, maxDocs=44421)
                0.025164645 = queryNorm
              0.18897653 = fieldWeight in 3737, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                2.4188995 = idf(docFreq=10748, maxDocs=44421)
                0.078125 = fieldNorm(doc=3737)
          0.06176345 = weight(abstract_txt:retrieval in 3737) [ClassicSimilarity], result of:
            0.06176345 = score(doc=3737,freq=2.0), product of:
              0.16079935 = queryWeight, product of:
                1.8380244 = boost
                3.4765 = idf(docFreq=3732, maxDocs=44421)
                0.025164645 = queryNorm
              0.3841026 = fieldWeight in 3737, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.4765 = idf(docFreq=3732, maxDocs=44421)
                0.078125 = fieldNorm(doc=3737)
          0.11171261 = weight(abstract_txt:query in 3737) [ClassicSimilarity], result of:
            0.11171261 = score(doc=3737,freq=1.0), product of:
              0.3007517 = queryWeight, product of:
                2.5136983 = boost
                4.754492 = idf(docFreq=1039, maxDocs=44421)
                0.025164645 = queryNorm
              0.37144467 = fieldWeight in 3737, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.754492 = idf(docFreq=1039, maxDocs=44421)
                0.078125 = fieldNorm(doc=3737)
          0.3033885 = weight(abstract_txt:ontology in 3737) [ClassicSimilarity], result of:
            0.3033885 = score(doc=3737,freq=3.0), product of:
              0.40591234 = queryWeight, product of:
                2.920285 = boost
                5.5235233 = idf(docFreq=481, maxDocs=44421)
                0.025164645 = queryNorm
              0.7474237 = fieldWeight in 3737, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                5.5235233 = idf(docFreq=481, maxDocs=44421)
                0.078125 = fieldNorm(doc=3737)
        0.44 = coord(11/25)
    
  5. Papadakis, I.; Stefanidakis, M.; Tzali, A.: Visualizing OPAC subject headings (2008) 0.33
    0.32785162 = sum of:
      0.32785162 = product of:
        0.6304839 = sum of:
          0.019340748 = weight(abstract_txt:their in 3549) [ClassicSimilarity], result of:
            0.019340748 = score(doc=3549,freq=2.0), product of:
              0.07932873 = queryWeight, product of:
                3.1523883 = idf(docFreq=5161, maxDocs=44421)
                0.025164645 = queryNorm
              0.2438051 = fieldWeight in 3549, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.1523883 = idf(docFreq=5161, maxDocs=44421)
                0.0546875 = fieldNorm(doc=3549)
          0.05330627 = weight(abstract_txt:domain in 3549) [ClassicSimilarity], result of:
            0.05330627 = score(doc=3549,freq=3.0), product of:
              0.11900714 = queryWeight, product of:
                1.000059 = boost
                4.7288613 = idf(docFreq=1066, maxDocs=44421)
                0.025164645 = queryNorm
              0.44792497 = fieldWeight in 3549, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                4.7288613 = idf(docFreq=1066, maxDocs=44421)
                0.0546875 = fieldNorm(doc=3549)
          0.03092356 = weight(abstract_txt:applications in 3549) [ClassicSimilarity], result of:
            0.03092356 = score(doc=3549,freq=1.0), product of:
              0.11938623 = queryWeight, product of:
                1.0016506 = boost
                4.7363873 = idf(docFreq=1058, maxDocs=44421)
                0.025164645 = queryNorm
              0.25902116 = fieldWeight in 3549, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.7363873 = idf(docFreq=1058, maxDocs=44421)
                0.0546875 = fieldNorm(doc=3549)
          0.024385996 = weight(abstract_txt:based in 3549) [ClassicSimilarity], result of:
            0.024385996 = score(doc=3549,freq=3.0), product of:
              0.0808807 = queryWeight, product of:
                1.0097345 = boost
                3.1830752 = idf(docFreq=5005, maxDocs=44421)
                0.025164645 = queryNorm
              0.30150574 = fieldWeight in 3549, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                3.1830752 = idf(docFreq=5005, maxDocs=44421)
                0.0546875 = fieldNorm(doc=3549)
          0.045202293 = weight(abstract_txt:selection in 3549) [ClassicSimilarity], result of:
            0.045202293 = score(doc=3549,freq=1.0), product of:
              0.1537688 = queryWeight, product of:
                1.1367716 = boost
                5.375318 = idf(docFreq=558, maxDocs=44421)
                0.025164645 = queryNorm
              0.29396272 = fieldWeight in 3549, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.375318 = idf(docFreq=558, maxDocs=44421)
                0.0546875 = fieldNorm(doc=3549)
          0.013610077 = weight(abstract_txt:that in 3549) [ClassicSimilarity], result of:
            0.013610077 = score(doc=3549,freq=2.0), product of:
              0.0744112 = queryWeight, product of:
                1.2503405 = boost
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.025164645 = queryNorm
              0.18290362 = fieldWeight in 3549, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.0546875 = fieldNorm(doc=3549)
          0.017557494 = weight(abstract_txt:this in 3549) [ClassicSimilarity], result of:
            0.017557494 = score(doc=3549,freq=3.0), product of:
              0.07703283 = queryWeight, product of:
                1.2721756 = boost
                2.4062347 = idf(docFreq=10885, maxDocs=44421)
                0.025164645 = queryNorm
              0.22792223 = fieldWeight in 3549, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                2.4062347 = idf(docFreq=10885, maxDocs=44421)
                0.0546875 = fieldNorm(doc=3549)
          0.078218944 = weight(abstract_txt:semantic in 3549) [ClassicSimilarity], result of:
            0.078218944 = score(doc=3549,freq=4.0), product of:
              0.15982558 = queryWeight, product of:
                1.4194101 = boost
                4.4745317 = idf(docFreq=1375, maxDocs=44421)
                0.025164645 = queryNorm
              0.4894019 = fieldWeight in 3549, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                4.4745317 = idf(docFreq=1375, maxDocs=44421)
                0.0546875 = fieldNorm(doc=3549)
          0.024714546 = weight(abstract_txt:information in 3549) [ClassicSimilarity], result of:
            0.024714546 = score(doc=3549,freq=4.0), product of:
              0.09341503 = queryWeight, product of:
                1.5346457 = boost
                2.4188995 = idf(docFreq=10748, maxDocs=44421)
                0.025164645 = queryNorm
              0.26456714 = fieldWeight in 3549, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                2.4188995 = idf(docFreq=10748, maxDocs=44421)
                0.0546875 = fieldNorm(doc=3549)
          0.041052893 = weight(abstract_txt:user in 3549) [ClassicSimilarity], result of:
            0.041052893 = score(doc=3549,freq=2.0), product of:
              0.14420836 = queryWeight, product of:
                1.5568591 = boost
                3.6808684 = idf(docFreq=3042, maxDocs=44421)
                0.025164645 = queryNorm
              0.28467762 = fieldWeight in 3549, 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=3549)
          0.03057135 = weight(abstract_txt:retrieval in 3549) [ClassicSimilarity], result of:
            0.03057135 = score(doc=3549,freq=1.0), product of:
              0.16079935 = queryWeight, product of:
                1.8380244 = boost
                3.4765 = idf(docFreq=3732, maxDocs=44421)
                0.025164645 = queryNorm
              0.1901211 = fieldWeight in 3549, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.4765 = idf(docFreq=3732, maxDocs=44421)
                0.0546875 = fieldNorm(doc=3549)
          0.07819882 = weight(abstract_txt:query in 3549) [ClassicSimilarity], result of:
            0.07819882 = score(doc=3549,freq=1.0), product of:
              0.3007517 = queryWeight, product of:
                2.5136983 = boost
                4.754492 = idf(docFreq=1039, maxDocs=44421)
                0.025164645 = queryNorm
              0.26001126 = fieldWeight in 3549, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.754492 = idf(docFreq=1039, maxDocs=44421)
                0.0546875 = fieldNorm(doc=3549)
          0.17340097 = weight(abstract_txt:ontology in 3549) [ClassicSimilarity], result of:
            0.17340097 = score(doc=3549,freq=2.0), product of:
              0.40591234 = queryWeight, product of:
                2.920285 = boost
                5.5235233 = idf(docFreq=481, maxDocs=44421)
                0.025164645 = queryNorm
              0.42718822 = fieldWeight in 3549, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.5235233 = idf(docFreq=481, maxDocs=44421)
                0.0546875 = fieldNorm(doc=3549)
        0.52 = coord(13/25)