Document (#38154)

Author
Paralic, J.
Kostial, I.
Title
Ontology-based information retrieval
Source
http://citeseerx.ist.psu.edu/viewdoc/summary?doi=10.1.1.58.4793
Year
2003
Abstract
In the proposed article a new, ontology-based approach to information retrieval (IR) is presented. The system is based on a domain knowledge representation schema in form of ontology. New resources registered within the system are linked to concepts from this ontology. In such a way resources may be retrieved based on the associations and not only based on partial or exact term matching as the use of vector model presumes In order to evaluate the quality of this retrieval mechanism, experiments to measure retrieval efficiency have been performed with well-known Cystic Fibrosis collection of medical scientific papers. The ontology-based retrieval mechanism has been compared with traditional full text search based on vector IR model as well as with the Latent Semantic Indexing method.
Theme
Wissensrepräsentation
Object
Latent Semantic Indexing

Similar documents (content)

  1. Yeh, J.-F.; Wu, C.-H.; Chen, M.-J.: Ontology-based speech act identification in a bilingual dialog system using partial pattern trees (2008) 0.42
    0.4150219 = sum of:
      0.4150219 = product of:
        1.0375547 = sum of:
          0.041272815 = weight(abstract_txt:medical in 2607) [ClassicSimilarity], result of:
            0.041272815 = score(doc=2607,freq=1.0), product of:
              0.113663524 = queryWeight, product of:
                1.046652 = boost
                5.8098235 = idf(docFreq=361, maxDocs=44421)
                0.018692005 = queryNorm
              0.36311397 = fieldWeight in 2607, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.8098235 = idf(docFreq=361, maxDocs=44421)
                0.0625 = fieldNorm(doc=2607)
          0.036112074 = weight(abstract_txt:system in 2607) [ClassicSimilarity], result of:
            0.036112074 = score(doc=2607,freq=5.0), product of:
              0.07661257 = queryWeight, product of:
                1.2152251 = boost
                3.372775 = idf(docFreq=4140, maxDocs=44421)
                0.018692005 = queryNorm
              0.47135964 = fieldWeight in 2607, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                3.372775 = idf(docFreq=4140, maxDocs=44421)
                0.0625 = fieldNorm(doc=2607)
          0.09732231 = weight(abstract_txt:partial in 2607) [ClassicSimilarity], result of:
            0.09732231 = score(doc=2607,freq=2.0), product of:
              0.15982449 = queryWeight, product of:
                1.2411189 = boost
                6.889283 = idf(docFreq=122, maxDocs=44421)
                0.018692005 = queryNorm
              0.6089324 = fieldWeight in 2607, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                6.889283 = idf(docFreq=122, maxDocs=44421)
                0.0625 = fieldNorm(doc=2607)
          0.07193958 = weight(abstract_txt:latent in 2607) [ClassicSimilarity], result of:
            0.07193958 = score(doc=2607,freq=1.0), product of:
              0.16462293 = queryWeight, product of:
                1.2596123 = boost
                6.9919376 = idf(docFreq=110, maxDocs=44421)
                0.018692005 = queryNorm
              0.4369961 = fieldWeight in 2607, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.9919376 = idf(docFreq=110, maxDocs=44421)
                0.0625 = fieldNorm(doc=2607)
          0.017008416 = weight(abstract_txt:with in 2607) [ClassicSimilarity], result of:
            0.017008416 = score(doc=2607,freq=3.0), product of:
              0.062943995 = queryWeight, product of:
                1.3490546 = boost
                2.4961398 = idf(docFreq=9949, maxDocs=44421)
                0.018692005 = queryNorm
              0.27021506 = fieldWeight in 2607, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                2.4961398 = idf(docFreq=9949, maxDocs=44421)
                0.0625 = fieldNorm(doc=2607)
          0.03760797 = weight(abstract_txt:model in 2607) [ClassicSimilarity], result of:
            0.03760797 = score(doc=2607,freq=2.0), product of:
              0.10683126 = queryWeight, product of:
                1.4350132 = boost
                3.9827821 = idf(docFreq=2249, maxDocs=44421)
                0.018692005 = queryNorm
              0.35203153 = fieldWeight in 2607, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.9827821 = idf(docFreq=2249, maxDocs=44421)
                0.0625 = fieldNorm(doc=2607)
          0.11665003 = weight(abstract_txt:vector in 2607) [ClassicSimilarity], result of:
            0.11665003 = score(doc=2607,freq=1.0), product of:
              0.28627163 = queryWeight, product of:
                2.3490696 = boost
                6.519684 = idf(docFreq=177, maxDocs=44421)
                0.018692005 = queryNorm
              0.40748024 = fieldWeight in 2607, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.519684 = idf(docFreq=177, maxDocs=44421)
                0.0625 = fieldNorm(doc=2607)
          0.044215243 = weight(abstract_txt:retrieval in 2607) [ClassicSimilarity], result of:
            0.044215243 = score(doc=2607,freq=1.0), product of:
              0.20349313 = queryWeight, product of:
                3.131494 = boost
                3.4765 = idf(docFreq=3732, maxDocs=44421)
                0.018692005 = queryNorm
              0.21728125 = fieldWeight in 2607, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.4765 = idf(docFreq=3732, maxDocs=44421)
                0.0625 = fieldNorm(doc=2607)
          0.10624269 = weight(abstract_txt:based in 2607) [ClassicSimilarity], result of:
            0.10624269 = score(doc=2607,freq=5.0), product of:
              0.23882903 = queryWeight, product of:
                4.0140643 = boost
                3.1830752 = idf(docFreq=5005, maxDocs=44421)
                0.018692005 = queryNorm
              0.4448483 = fieldWeight in 2607, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                3.1830752 = idf(docFreq=5005, maxDocs=44421)
                0.0625 = fieldNorm(doc=2607)
          0.46918362 = weight(abstract_txt:ontology in 2607) [ClassicSimilarity], result of:
            0.46918362 = score(doc=2607,freq=7.0), product of:
              0.5136859 = queryWeight, product of:
                4.975372 = boost
                5.5235233 = idf(docFreq=481, maxDocs=44421)
                0.018692005 = queryNorm
              0.9133668 = fieldWeight in 2607, product of:
                2.6457512 = tf(freq=7.0), with freq of:
                  7.0 = termFreq=7.0
                5.5235233 = idf(docFreq=481, maxDocs=44421)
                0.0625 = fieldNorm(doc=2607)
        0.4 = coord(10/25)
    
  2. Burgin, R.: ¬The effect of indexing exhaustivity on retrieval performance (1991) 0.29
    0.28721848 = sum of:
      0.28721848 = product of:
        0.89755774 = sum of:
          0.020187264 = weight(abstract_txt:system in 6262) [ClassicSimilarity], result of:
            0.020187264 = score(doc=6262,freq=1.0), product of:
              0.07661257 = queryWeight, product of:
                1.2152251 = boost
                3.372775 = idf(docFreq=4140, maxDocs=44421)
                0.018692005 = queryNorm
              0.26349807 = fieldWeight in 6262, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.372775 = idf(docFreq=4140, maxDocs=44421)
                0.078125 = fieldNorm(doc=6262)
          0.017359141 = weight(abstract_txt:with in 6262) [ClassicSimilarity], result of:
            0.017359141 = score(doc=6262,freq=2.0), product of:
              0.062943995 = queryWeight, product of:
                1.3490546 = boost
                2.4961398 = idf(docFreq=9949, maxDocs=44421)
                0.018692005 = queryNorm
              0.2757871 = fieldWeight in 6262, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                2.4961398 = idf(docFreq=9949, maxDocs=44421)
                0.078125 = fieldNorm(doc=6262)
          0.047009964 = weight(abstract_txt:model in 6262) [ClassicSimilarity], result of:
            0.047009964 = score(doc=6262,freq=2.0), product of:
              0.10683126 = queryWeight, product of:
                1.4350132 = boost
                3.9827821 = idf(docFreq=2249, maxDocs=44421)
                0.018692005 = queryNorm
              0.4400394 = fieldWeight in 6262, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.9827821 = idf(docFreq=2249, maxDocs=44421)
                0.078125 = fieldNorm(doc=6262)
          0.21843088 = weight(abstract_txt:cystic in 6262) [ClassicSimilarity], result of:
            0.21843088 = score(doc=6262,freq=1.0), product of:
              0.29747313 = queryWeight, product of:
                1.6932286 = boost
                9.398883 = idf(docFreq=9, maxDocs=44421)
                0.018692005 = queryNorm
              0.73428774 = fieldWeight in 6262, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                9.398883 = idf(docFreq=9, maxDocs=44421)
                0.078125 = fieldNorm(doc=6262)
          0.21843088 = weight(abstract_txt:fibrosis in 6262) [ClassicSimilarity], result of:
            0.21843088 = score(doc=6262,freq=1.0), product of:
              0.29747313 = queryWeight, product of:
                1.6932286 = boost
                9.398883 = idf(docFreq=9, maxDocs=44421)
                0.018692005 = queryNorm
              0.73428774 = fieldWeight in 6262, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                9.398883 = idf(docFreq=9, maxDocs=44421)
                0.078125 = fieldNorm(doc=6262)
          0.20621008 = weight(abstract_txt:vector in 6262) [ClassicSimilarity], result of:
            0.20621008 = score(doc=6262,freq=2.0), product of:
              0.28627163 = queryWeight, product of:
                2.3490696 = boost
                6.519684 = idf(docFreq=177, maxDocs=44421)
                0.018692005 = queryNorm
              0.7203301 = fieldWeight in 6262, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                6.519684 = idf(docFreq=177, maxDocs=44421)
                0.078125 = fieldNorm(doc=6262)
          0.1105381 = weight(abstract_txt:retrieval in 6262) [ClassicSimilarity], result of:
            0.1105381 = score(doc=6262,freq=4.0), product of:
              0.20349313 = queryWeight, product of:
                3.131494 = boost
                3.4765 = idf(docFreq=3732, maxDocs=44421)
                0.018692005 = queryNorm
              0.5432031 = fieldWeight in 6262, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                3.4765 = idf(docFreq=3732, maxDocs=44421)
                0.078125 = fieldNorm(doc=6262)
          0.059391465 = weight(abstract_txt:based in 6262) [ClassicSimilarity], result of:
            0.059391465 = score(doc=6262,freq=1.0), product of:
              0.23882903 = queryWeight, product of:
                4.0140643 = boost
                3.1830752 = idf(docFreq=5005, maxDocs=44421)
                0.018692005 = queryNorm
              0.24867775 = fieldWeight in 6262, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.1830752 = idf(docFreq=5005, maxDocs=44421)
                0.078125 = fieldNorm(doc=6262)
        0.32 = coord(8/25)
    
  3. Maheswari, J.U.; Karpagam, G.R.: ¬A conceptual framework for ontology based information retrieval (2010) 0.28
    0.28102684 = sum of:
      0.28102684 = product of:
        0.78063005 = sum of:
          0.03419431 = weight(abstract_txt:retrieved in 1702) [ClassicSimilarity], result of:
            0.03419431 = score(doc=1702,freq=1.0), product of:
              0.1095996 = queryWeight, product of:
                1.0277706 = boost
                5.7050157 = idf(docFreq=401, maxDocs=44421)
                0.018692005 = queryNorm
              0.31199303 = fieldWeight in 1702, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.7050157 = idf(docFreq=401, maxDocs=44421)
                0.0546875 = fieldNorm(doc=1702)
          0.07035305 = weight(abstract_txt:matching in 1702) [ClassicSimilarity], result of:
            0.07035305 = score(doc=1702,freq=3.0), product of:
              0.12292907 = queryWeight, product of:
                1.0884764 = boost
                6.0419855 = idf(docFreq=286, maxDocs=44421)
                0.018692005 = queryNorm
              0.5723061 = fieldWeight in 1702, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                6.0419855 = idf(docFreq=286, maxDocs=44421)
                0.0546875 = fieldNorm(doc=1702)
          0.04141166 = weight(abstract_txt:efficiency in 1702) [ClassicSimilarity], result of:
            0.04141166 = score(doc=1702,freq=1.0), product of:
              0.1245245 = queryWeight, product of:
                1.095517 = boost
                6.0810666 = idf(docFreq=275, maxDocs=44421)
                0.018692005 = queryNorm
              0.33255833 = fieldWeight in 1702, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.0810666 = idf(docFreq=275, maxDocs=44421)
                0.0546875 = fieldNorm(doc=1702)
          0.014131083 = weight(abstract_txt:system in 1702) [ClassicSimilarity], result of:
            0.014131083 = score(doc=1702,freq=1.0), product of:
              0.07661257 = queryWeight, product of:
                1.2152251 = boost
                3.372775 = idf(docFreq=4140, maxDocs=44421)
                0.018692005 = queryNorm
              0.18444863 = fieldWeight in 1702, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.372775 = idf(docFreq=4140, maxDocs=44421)
                0.0546875 = fieldNorm(doc=1702)
          0.017391505 = weight(abstract_txt:been in 1702) [ClassicSimilarity], result of:
            0.017391505 = score(doc=1702,freq=1.0), product of:
              0.08798484 = queryWeight, product of:
                1.3022988 = boost
                3.614442 = idf(docFreq=3251, maxDocs=44421)
                0.018692005 = queryNorm
              0.1976648 = fieldWeight in 1702, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.614442 = idf(docFreq=3251, maxDocs=44421)
                0.0546875 = fieldNorm(doc=1702)
          0.014882364 = weight(abstract_txt:with in 1702) [ClassicSimilarity], result of:
            0.014882364 = score(doc=1702,freq=3.0), product of:
              0.062943995 = queryWeight, product of:
                1.3490546 = boost
                2.4961398 = idf(docFreq=9949, maxDocs=44421)
                0.018692005 = queryNorm
              0.23643818 = fieldWeight in 1702, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                2.4961398 = idf(docFreq=9949, maxDocs=44421)
                0.0546875 = fieldNorm(doc=1702)
          0.07737668 = weight(abstract_txt:retrieval in 1702) [ClassicSimilarity], result of:
            0.07737668 = score(doc=1702,freq=4.0), product of:
              0.20349313 = queryWeight, product of:
                3.131494 = boost
                3.4765 = idf(docFreq=3732, maxDocs=44421)
                0.018692005 = queryNorm
              0.3802422 = fieldWeight in 1702, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                3.4765 = idf(docFreq=3732, maxDocs=44421)
                0.0546875 = fieldNorm(doc=1702)
          0.07200833 = weight(abstract_txt:based in 1702) [ClassicSimilarity], result of:
            0.07200833 = score(doc=1702,freq=3.0), product of:
              0.23882903 = queryWeight, product of:
                4.0140643 = boost
                3.1830752 = idf(docFreq=5005, maxDocs=44421)
                0.018692005 = queryNorm
              0.30150574 = fieldWeight in 1702, 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=1702)
          0.4388811 = weight(abstract_txt:ontology in 1702) [ClassicSimilarity], result of:
            0.4388811 = score(doc=1702,freq=8.0), product of:
              0.5136859 = queryWeight, product of:
                4.975372 = boost
                5.5235233 = idf(docFreq=481, maxDocs=44421)
                0.018692005 = queryNorm
              0.85437644 = fieldWeight in 1702, 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=1702)
        0.36 = coord(9/25)
    
  4. Vallet, D.; Fernández, M.; Castells, P.: ¬An ontology-based information retrieval model (2005) 0.26
    0.26430497 = sum of:
      0.26430497 = product of:
        0.825953 = sum of:
          0.024224715 = weight(abstract_txt:system in 708) [ClassicSimilarity], result of:
            0.024224715 = score(doc=708,freq=1.0), product of:
              0.07661257 = queryWeight, product of:
                1.2152251 = boost
                3.372775 = idf(docFreq=4140, maxDocs=44421)
                0.018692005 = queryNorm
              0.31619766 = fieldWeight in 708, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.372775 = idf(docFreq=4140, maxDocs=44421)
                0.09375 = fieldNorm(doc=708)
          0.02981401 = weight(abstract_txt:been in 708) [ClassicSimilarity], result of:
            0.02981401 = score(doc=708,freq=1.0), product of:
              0.08798484 = queryWeight, product of:
                1.3022988 = boost
                3.614442 = idf(docFreq=3251, maxDocs=44421)
                0.018692005 = queryNorm
              0.33885396 = fieldWeight in 708, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.614442 = idf(docFreq=3251, maxDocs=44421)
                0.09375 = fieldNorm(doc=708)
          0.025512625 = weight(abstract_txt:with in 708) [ClassicSimilarity], result of:
            0.025512625 = score(doc=708,freq=3.0), product of:
              0.062943995 = queryWeight, product of:
                1.3490546 = boost
                2.4961398 = idf(docFreq=9949, maxDocs=44421)
                0.018692005 = queryNorm
              0.4053226 = fieldWeight in 708, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                2.4961398 = idf(docFreq=9949, maxDocs=44421)
                0.09375 = fieldNorm(doc=708)
          0.069090255 = weight(abstract_txt:model in 708) [ClassicSimilarity], result of:
            0.069090255 = score(doc=708,freq=3.0), product of:
              0.10683126 = queryWeight, product of:
                1.4350132 = boost
                3.9827821 = idf(docFreq=2249, maxDocs=44421)
                0.018692005 = queryNorm
              0.6467232 = fieldWeight in 708, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                3.9827821 = idf(docFreq=2249, maxDocs=44421)
                0.09375 = fieldNorm(doc=708)
          0.17497505 = weight(abstract_txt:vector in 708) [ClassicSimilarity], result of:
            0.17497505 = score(doc=708,freq=1.0), product of:
              0.28627163 = queryWeight, product of:
                2.3490696 = boost
                6.519684 = idf(docFreq=177, maxDocs=44421)
                0.018692005 = queryNorm
              0.61122036 = fieldWeight in 708, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.519684 = idf(docFreq=177, maxDocs=44421)
                0.09375 = fieldNorm(doc=708)
          0.093794696 = weight(abstract_txt:retrieval in 708) [ClassicSimilarity], result of:
            0.093794696 = score(doc=708,freq=2.0), product of:
              0.20349313 = queryWeight, product of:
                3.131494 = boost
                3.4765 = idf(docFreq=3732, maxDocs=44421)
                0.018692005 = queryNorm
              0.46092314 = fieldWeight in 708, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.4765 = idf(docFreq=3732, maxDocs=44421)
                0.09375 = fieldNorm(doc=708)
          0.14253952 = weight(abstract_txt:based in 708) [ClassicSimilarity], result of:
            0.14253952 = score(doc=708,freq=4.0), product of:
              0.23882903 = queryWeight, product of:
                4.0140643 = boost
                3.1830752 = idf(docFreq=5005, maxDocs=44421)
                0.018692005 = queryNorm
              0.5968266 = fieldWeight in 708, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                3.1830752 = idf(docFreq=5005, maxDocs=44421)
                0.09375 = fieldNorm(doc=708)
          0.26600212 = weight(abstract_txt:ontology in 708) [ClassicSimilarity], result of:
            0.26600212 = score(doc=708,freq=1.0), product of:
              0.5136859 = queryWeight, product of:
                4.975372 = boost
                5.5235233 = idf(docFreq=481, maxDocs=44421)
                0.018692005 = queryNorm
              0.5178303 = fieldWeight in 708, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.5235233 = idf(docFreq=481, maxDocs=44421)
                0.09375 = fieldNorm(doc=708)
        0.32 = coord(8/25)
    
  5. Sah, M.; Wade, V.: Personalized concept-based search on the Linked Open Data (2015) 0.26
    0.2610292 = sum of:
      0.2610292 = product of:
        0.54381084 = sum of:
          0.031496715 = weight(abstract_txt:linked in 3511) [ClassicSimilarity], result of:
            0.031496715 = score(doc=3511,freq=1.0), product of:
              0.10375679 = queryWeight, product of:
                5.5508647 = idf(docFreq=468, maxDocs=44421)
                0.018692005 = queryNorm
              0.3035629 = fieldWeight in 3511, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.5508647 = idf(docFreq=468, maxDocs=44421)
                0.0546875 = fieldNorm(doc=3511)
          0.03419431 = weight(abstract_txt:retrieved in 3511) [ClassicSimilarity], result of:
            0.03419431 = score(doc=3511,freq=1.0), product of:
              0.1095996 = queryWeight, product of:
                1.0277706 = boost
                5.7050157 = idf(docFreq=401, maxDocs=44421)
                0.018692005 = queryNorm
              0.31199303 = fieldWeight in 3511, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.7050157 = idf(docFreq=401, maxDocs=44421)
                0.0546875 = fieldNorm(doc=3511)
          0.050009232 = weight(abstract_txt:performed in 3511) [ClassicSimilarity], result of:
            0.050009232 = score(doc=3511,freq=2.0), product of:
              0.11208044 = queryWeight, product of:
                1.0393376 = boost
                5.7692223 = idf(docFreq=376, maxDocs=44421)
                0.018692005 = queryNorm
              0.44619054 = fieldWeight in 3511, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.7692223 = idf(docFreq=376, maxDocs=44421)
                0.0546875 = fieldNorm(doc=3511)
          0.014131083 = weight(abstract_txt:system in 3511) [ClassicSimilarity], result of:
            0.014131083 = score(doc=3511,freq=1.0), product of:
              0.07661257 = queryWeight, product of:
                1.2152251 = boost
                3.372775 = idf(docFreq=4140, maxDocs=44421)
                0.018692005 = queryNorm
              0.18444863 = fieldWeight in 3511, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.372775 = idf(docFreq=4140, maxDocs=44421)
                0.0546875 = fieldNorm(doc=3511)
          0.014882364 = weight(abstract_txt:with in 3511) [ClassicSimilarity], result of:
            0.014882364 = score(doc=3511,freq=3.0), product of:
              0.062943995 = queryWeight, product of:
                1.3490546 = boost
                2.4961398 = idf(docFreq=9949, maxDocs=44421)
                0.018692005 = queryNorm
              0.23643818 = fieldWeight in 3511, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                2.4961398 = idf(docFreq=9949, maxDocs=44421)
                0.0546875 = fieldNorm(doc=3511)
          0.021890389 = weight(abstract_txt:well in 3511) [ClassicSimilarity], result of:
            0.021890389 = score(doc=3511,freq=1.0), product of:
              0.10256961 = queryWeight, product of:
                1.4060996 = boost
                3.9025342 = idf(docFreq=2437, maxDocs=44421)
                0.018692005 = queryNorm
              0.21341984 = fieldWeight in 3511, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.9025342 = idf(docFreq=2437, maxDocs=44421)
                0.0546875 = fieldNorm(doc=3511)
          0.032906976 = weight(abstract_txt:model in 3511) [ClassicSimilarity], result of:
            0.032906976 = score(doc=3511,freq=2.0), product of:
              0.10683126 = queryWeight, product of:
                1.4350132 = boost
                3.9827821 = idf(docFreq=2249, maxDocs=44421)
                0.018692005 = queryNorm
              0.3080276 = fieldWeight in 3511, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.9827821 = idf(docFreq=2249, maxDocs=44421)
                0.0546875 = fieldNorm(doc=3511)
          0.02775511 = weight(abstract_txt:resources in 3511) [ClassicSimilarity], result of:
            0.02775511 = score(doc=3511,freq=1.0), product of:
              0.12015587 = queryWeight, product of:
                1.5218759 = boost
                4.2238636 = idf(docFreq=1767, maxDocs=44421)
                0.018692005 = queryNorm
              0.23099254 = fieldWeight in 3511, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.2238636 = idf(docFreq=1767, maxDocs=44421)
                0.0546875 = fieldNorm(doc=3511)
          0.09263947 = weight(abstract_txt:mechanism in 3511) [ClassicSimilarity], result of:
            0.09263947 = score(doc=3511,freq=1.0), product of:
              0.26835752 = queryWeight, product of:
                2.274383 = boost
                6.312396 = idf(docFreq=218, maxDocs=44421)
                0.018692005 = queryNorm
              0.34520915 = fieldWeight in 3511, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.312396 = idf(docFreq=218, maxDocs=44421)
                0.0546875 = fieldNorm(doc=3511)
          0.10206878 = weight(abstract_txt:vector in 3511) [ClassicSimilarity], result of:
            0.10206878 = score(doc=3511,freq=1.0), product of:
              0.28627163 = queryWeight, product of:
                2.3490696 = boost
                6.519684 = idf(docFreq=177, maxDocs=44421)
                0.018692005 = queryNorm
              0.3565452 = fieldWeight in 3511, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.519684 = idf(docFreq=177, maxDocs=44421)
                0.0546875 = fieldNorm(doc=3511)
          0.03868834 = weight(abstract_txt:retrieval in 3511) [ClassicSimilarity], result of:
            0.03868834 = score(doc=3511,freq=1.0), product of:
              0.20349313 = queryWeight, product of:
                3.131494 = boost
                3.4765 = idf(docFreq=3732, maxDocs=44421)
                0.018692005 = queryNorm
              0.1901211 = fieldWeight in 3511, 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=3511)
          0.083148055 = weight(abstract_txt:based in 3511) [ClassicSimilarity], result of:
            0.083148055 = score(doc=3511,freq=4.0), product of:
              0.23882903 = queryWeight, product of:
                4.0140643 = boost
                3.1830752 = idf(docFreq=5005, maxDocs=44421)
                0.018692005 = queryNorm
              0.34814885 = fieldWeight in 3511, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                3.1830752 = idf(docFreq=5005, maxDocs=44421)
                0.0546875 = fieldNorm(doc=3511)
        0.48 = coord(12/25)