Document (#34520)

Author

Qin, J.
Creticos, P.
Hsiao, W.Y.

Title

Adaptive modeling of workforce domain knowledge

Source

Knowledge organization for a global learning society: Proceedings of the 9th International ISKO Conference, 4-7 July 2006, Vienna, Austria. Hrsg.: G. Budin, C. Swertz u. K. Mitgutsch

Imprint

Würzburg : Ergon Verlag

Year

2006

Pages

S.287-293

Series

Advances in knowledge organization; vol.10

Abstract

Workforce development is a multidisciplinary domain in which policy, laws and regulations, social services, training and education, and information technology and systems are heavily involved. It is essential to have a semantic base accepted by the workforce development community for knowledge sharing and exchange. This paper describes how such a semantic base-the Workforce Open Knowledge Exchange (WOKE) Ontology-was built by using the adaptive modeling approach. The focus of this paper is to address questions such as how ontology designers should extract and model concepts obtained from different sources and what methodologies are useful along the steps of ontology development. The paper proposes a methodology framework "adaptive modeling" and explains the methodology through examples and some lessons learned from the process of developing the WOKE ontology.

Content

Vgl.: http://www.ergon-verlag.de/isko_ko/tocs/0497f79b0c0b3ed06/0497f79b0c0c7c33f/index.php.

Theme

Wissensrepräsentation

Similar documents (content)

1. Sure, Y.; Studer, R.: ¬A methodology for ontology-based knowledge management (2004) 0.24

   0.23888989 = sum of:
     0.23888989 = product of:
       0.663583 = sum of:
         0.041639093 = weight(abstract_txt:steps in 400) [ClassicSimilarity], result of:
           0.041639093 = score(doc=400,freq=1.0), product of:
             0.08624269 = queryWeight, product of:
               1.0481102 = boost
               6.1800065 = idf(docFreq=249, maxDocs=44421)
               0.013314547 = queryNorm
             0.482813 = fieldWeight in 400, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.1800065 = idf(docFreq=249, maxDocs=44421)
               0.078125 = fieldNorm(doc=400)
         0.06792005 = weight(abstract_txt:methodologies in 400) [ClassicSimilarity], result of:
           0.06792005 = score(doc=400,freq=2.0), product of:
             0.09485134 = queryWeight, product of:
               1.0991768 = boost
               6.481112 = idf(docFreq=184, maxDocs=44421)
               0.013314547 = queryNorm
             0.71606845 = fieldWeight in 400, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               6.481112 = idf(docFreq=184, maxDocs=44421)
               0.078125 = fieldNorm(doc=400)
         0.049797438 = weight(abstract_txt:learned in 400) [ClassicSimilarity], result of:
           0.049797438 = score(doc=400,freq=1.0), product of:
             0.09716864 = queryWeight, product of:
               1.1125227 = boost
               6.559804 = idf(docFreq=170, maxDocs=44421)
               0.013314547 = queryNorm
             0.51248467 = fieldWeight in 400, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.559804 = idf(docFreq=170, maxDocs=44421)
               0.078125 = fieldNorm(doc=400)
         0.059613984 = weight(abstract_txt:lessons in 400) [ClassicSimilarity], result of:
           0.059613984 = score(doc=400,freq=1.0), product of:
             0.10955197 = queryWeight, product of:
               1.1812884 = boost
               6.965269 = idf(docFreq=113, maxDocs=44421)
               0.013314547 = queryNorm
             0.5441617 = fieldWeight in 400, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.965269 = idf(docFreq=113, maxDocs=44421)
               0.078125 = fieldNorm(doc=400)
         0.047817856 = weight(abstract_txt:methodology in 400) [ClassicSimilarity], result of:
           0.047817856 = score(doc=400,freq=2.0), product of:
             0.09457613 = queryWeight, product of:
               1.5522139 = boost
               4.5761847 = idf(docFreq=1242, maxDocs=44421)
               0.013314547 = queryNorm
             0.50560176 = fieldWeight in 400, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               4.5761847 = idf(docFreq=1242, maxDocs=44421)
               0.078125 = fieldNorm(doc=400)
         0.037310764 = weight(abstract_txt:domain in 400) [ClassicSimilarity], result of:
           0.037310764 = score(doc=400,freq=1.0), product of:
             0.100992136 = queryWeight, product of:
               1.6040008 = boost
               4.7288613 = idf(docFreq=1066, maxDocs=44421)
               0.013314547 = queryNorm
             0.36944228 = fieldWeight in 400, 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=400)
         0.033383444 = weight(abstract_txt:knowledge in 400) [ClassicSimilarity], result of:
           0.033383444 = score(doc=400,freq=2.0), product of:
             0.085199945 = queryWeight, product of:
               1.8043721 = boost
               3.5463927 = idf(docFreq=3480, maxDocs=44421)
               0.013314547 = queryNorm
             0.39182472 = fieldWeight in 400, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               3.5463927 = idf(docFreq=3480, maxDocs=44421)
               0.078125 = fieldNorm(doc=400)
         0.060194414 = weight(abstract_txt:development in 400) [ClassicSimilarity], result of:
           0.060194414 = score(doc=400,freq=4.0), product of:
             0.100179605 = queryWeight, product of:
               1.9565732 = boost
               3.8455355 = idf(docFreq=2580, maxDocs=44421)
               0.013314547 = queryNorm
             0.60086495 = fieldWeight in 400, product of:
               2.0 = tf(freq=4.0), with freq of:
                 4.0 = termFreq=4.0
               3.8455355 = idf(docFreq=2580, maxDocs=44421)
               0.078125 = fieldNorm(doc=400)
         0.26590595 = weight(abstract_txt:ontology in 400) [ClassicSimilarity], result of:
           0.26590595 = score(doc=400,freq=5.0), product of:
             0.27557307 = queryWeight, product of:
               3.7470906 = boost
               5.5235233 = idf(docFreq=481, maxDocs=44421)
               0.013314547 = queryNorm
             0.96491987 = fieldWeight in 400, product of:
               2.236068 = tf(freq=5.0), with freq of:
                 5.0 = termFreq=5.0
               5.5235233 = idf(docFreq=481, maxDocs=44421)
               0.078125 = fieldNorm(doc=400)
       0.36 = coord(9/25)
   

2. Favato Barcelos, P.P.; Sales, T.P.; Fumagalli, M.; Guizzardi, G.; Valle Sousa, I.; Fonseca, C.M.; Romanenko, E.; Kritz, J.: ¬A FAIR model catalog for ontology-driven conceptual modeling research (2022) 0.18

   0.17613022 = sum of:
     0.17613022 = product of:
       0.55040693 = sum of:
         0.028931461 = weight(abstract_txt:built in 1757) [ClassicSimilarity], result of:
           0.028931461 = score(doc=1757,freq=1.0), product of:
             0.078507 = queryWeight, product of:
               5.8963327 = idf(docFreq=331, maxDocs=44421)
               0.013314547 = queryNorm
             0.3685208 = fieldWeight in 1757, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.8963327 = idf(docFreq=331, maxDocs=44421)
               0.0625 = fieldNorm(doc=1757)
         0.043456852 = weight(abstract_txt:accepted in 1757) [ClassicSimilarity], result of:
           0.043456852 = score(doc=1757,freq=1.0), product of:
             0.10296753 = queryWeight, product of:
               1.1452385 = boost
               6.7527075 = idf(docFreq=140, maxDocs=44421)
               0.013314547 = queryNorm
             0.42204422 = fieldWeight in 1757, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.7527075 = idf(docFreq=140, maxDocs=44421)
               0.0625 = fieldNorm(doc=1757)
         0.011301016 = weight(abstract_txt:such in 1757) [ClassicSimilarity], result of:
           0.011301016 = score(doc=1757,freq=1.0), product of:
             0.052854642 = queryWeight, product of:
               1.1603857 = boost
               3.42101 = idf(docFreq=3945, maxDocs=44421)
               0.013314547 = queryNorm
             0.21381313 = fieldWeight in 1757, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.42101 = idf(docFreq=3945, maxDocs=44421)
               0.0625 = fieldNorm(doc=1757)
         0.04221231 = weight(abstract_txt:domain in 1757) [ClassicSimilarity], result of:
           0.04221231 = score(doc=1757,freq=2.0), product of:
             0.100992136 = queryWeight, product of:
               1.6040008 = boost
               4.7288613 = idf(docFreq=1066, maxDocs=44421)
               0.013314547 = queryNorm
             0.41797623 = fieldWeight in 1757, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               4.7288613 = idf(docFreq=1066, maxDocs=44421)
               0.0625 = fieldNorm(doc=1757)
         0.024836773 = weight(abstract_txt:paper in 1757) [ClassicSimilarity], result of:
           0.024836773 = score(doc=1757,freq=2.0), product of:
             0.08117494 = queryWeight, product of:
               1.7612355 = boost
               3.4616103 = idf(docFreq=3788, maxDocs=44421)
               0.013314547 = queryNorm
             0.30596602 = fieldWeight in 1757, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               3.4616103 = idf(docFreq=3788, maxDocs=44421)
               0.0625 = fieldNorm(doc=1757)
         0.026706757 = weight(abstract_txt:knowledge in 1757) [ClassicSimilarity], result of:
           0.026706757 = score(doc=1757,freq=2.0), product of:
             0.085199945 = queryWeight, product of:
               1.8043721 = boost
               3.5463927 = idf(docFreq=3480, maxDocs=44421)
               0.013314547 = queryNorm
             0.31345978 = fieldWeight in 1757, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               3.5463927 = idf(docFreq=3480, maxDocs=44421)
               0.0625 = fieldNorm(doc=1757)
         0.18269499 = weight(abstract_txt:modeling in 1757) [ClassicSimilarity], result of:
           0.18269499 = score(doc=1757,freq=4.0), product of:
             0.24368733 = queryWeight, product of:
               3.051567 = boost
               5.997685 = idf(docFreq=299, maxDocs=44421)
               0.013314547 = queryNorm
             0.7497106 = fieldWeight in 1757, product of:
               2.0 = tf(freq=4.0), with freq of:
                 4.0 = termFreq=4.0
               5.997685 = idf(docFreq=299, maxDocs=44421)
               0.0625 = fieldNorm(doc=1757)
         0.19026679 = weight(abstract_txt:ontology in 1757) [ClassicSimilarity], result of:
           0.19026679 = score(doc=1757,freq=4.0), product of:
             0.27557307 = queryWeight, product of:
               3.7470906 = boost
               5.5235233 = idf(docFreq=481, maxDocs=44421)
               0.013314547 = queryNorm
             0.6904404 = fieldWeight in 1757, product of:
               2.0 = tf(freq=4.0), with freq of:
                 4.0 = termFreq=4.0
               5.5235233 = idf(docFreq=481, maxDocs=44421)
               0.0625 = fieldNorm(doc=1757)
       0.32 = coord(8/25)
   

3. Na, J.-C.; Neoh, H.L.: Effectiveness of UMLS semantic network as a seed ontology for building a medical domain ontology (2008) 0.15

   0.15484044 = sum of:
     0.15484044 = product of:
       0.4838764 = sum of:
         0.04049225 = weight(abstract_txt:extract in 2910) [ClassicSimilarity], result of:
           0.04049225 = score(doc=2910,freq=1.0), product of:
             0.098229684 = queryWeight, product of:
               1.1185803 = boost
               6.595522 = idf(docFreq=164, maxDocs=44421)
               0.013314547 = queryNorm
             0.41222012 = fieldWeight in 2910, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.595522 = idf(docFreq=164, maxDocs=44421)
               0.0625 = fieldNorm(doc=2910)
         0.011301016 = weight(abstract_txt:such in 2910) [ClassicSimilarity], result of:
           0.011301016 = score(doc=2910,freq=1.0), product of:
             0.052854642 = queryWeight, product of:
               1.1603857 = boost
               3.42101 = idf(docFreq=3945, maxDocs=44421)
               0.013314547 = queryNorm
             0.21381313 = fieldWeight in 2910, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.42101 = idf(docFreq=3945, maxDocs=44421)
               0.0625 = fieldNorm(doc=2910)
         0.075860985 = weight(abstract_txt:semantic in 2910) [ClassicSimilarity], result of:
           0.075860985 = score(doc=2910,freq=9.0), product of:
             0.09042106 = queryWeight, product of:
               1.5177338 = boost
               4.4745317 = idf(docFreq=1375, maxDocs=44421)
               0.013314547 = queryNorm
             0.8389747 = fieldWeight in 2910, product of:
               3.0 = tf(freq=9.0), with freq of:
                 9.0 = termFreq=9.0
               4.4745317 = idf(docFreq=1375, maxDocs=44421)
               0.0625 = fieldNorm(doc=2910)
         0.027049864 = weight(abstract_txt:methodology in 2910) [ClassicSimilarity], result of:
           0.027049864 = score(doc=2910,freq=1.0), product of:
             0.09457613 = queryWeight, product of:
               1.5522139 = boost
               4.5761847 = idf(docFreq=1242, maxDocs=44421)
               0.013314547 = queryNorm
             0.28601155 = fieldWeight in 2910, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.5761847 = idf(docFreq=1242, maxDocs=44421)
               0.0625 = fieldNorm(doc=2910)
         0.059697226 = weight(abstract_txt:domain in 2910) [ClassicSimilarity], result of:
           0.059697226 = score(doc=2910,freq=4.0), product of:
             0.100992136 = queryWeight, product of:
               1.6040008 = boost
               4.7288613 = idf(docFreq=1066, maxDocs=44421)
               0.013314547 = queryNorm
             0.59110767 = fieldWeight in 2910, product of:
               2.0 = tf(freq=4.0), with freq of:
                 4.0 = termFreq=4.0
               4.7288613 = idf(docFreq=1066, maxDocs=44421)
               0.0625 = fieldNorm(doc=2910)
         0.01756225 = weight(abstract_txt:paper in 2910) [ClassicSimilarity], result of:
           0.01756225 = score(doc=2910,freq=1.0), product of:
             0.08117494 = queryWeight, product of:
               1.7612355 = boost
               3.4616103 = idf(docFreq=3788, maxDocs=44421)
               0.013314547 = queryNorm
             0.21635064 = fieldWeight in 2910, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.4616103 = idf(docFreq=3788, maxDocs=44421)
               0.0625 = fieldNorm(doc=2910)
         0.018884528 = weight(abstract_txt:knowledge in 2910) [ClassicSimilarity], result of:
           0.018884528 = score(doc=2910,freq=1.0), product of:
             0.085199945 = queryWeight, product of:
               1.8043721 = boost
               3.5463927 = idf(docFreq=3480, maxDocs=44421)
               0.013314547 = queryNorm
             0.22164954 = fieldWeight in 2910, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.5463927 = idf(docFreq=3480, maxDocs=44421)
               0.0625 = fieldNorm(doc=2910)
         0.23302828 = weight(abstract_txt:ontology in 2910) [ClassicSimilarity], result of:
           0.23302828 = score(doc=2910,freq=6.0), product of:
             0.27557307 = queryWeight, product of:
               3.7470906 = boost
               5.5235233 = idf(docFreq=481, maxDocs=44421)
               0.013314547 = queryNorm
             0.84561336 = fieldWeight in 2910, product of:
               2.4494898 = tf(freq=6.0), with freq of:
                 6.0 = termFreq=6.0
               5.5235233 = idf(docFreq=481, maxDocs=44421)
               0.0625 = fieldNorm(doc=2910)
       0.32 = coord(8/25)
   

4. Das, S.; Naskar, D.; Roy, S.: Reorganizing educational institutional domain using faceted ontological principles (2022) 0.15

   0.15082102 = sum of:
     0.15082102 = product of:
       0.47131568 = sum of:
         0.029147364 = weight(abstract_txt:steps in 2100) [ClassicSimilarity], result of:
           0.029147364 = score(doc=2100,freq=1.0), product of:
             0.08624269 = queryWeight, product of:
               1.0481102 = boost
               6.1800065 = idf(docFreq=249, maxDocs=44421)
               0.013314547 = queryNorm
             0.3379691 = fieldWeight in 2100, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               6.1800065 = idf(docFreq=249, maxDocs=44421)
               0.0546875 = fieldNorm(doc=2100)
         0.013984293 = weight(abstract_txt:such in 2100) [ClassicSimilarity], result of:
           0.013984293 = score(doc=2100,freq=2.0), product of:
             0.052854642 = queryWeight, product of:
               1.1603857 = boost
               3.42101 = idf(docFreq=3945, maxDocs=44421)
               0.013314547 = queryNorm
             0.26458022 = fieldWeight in 2100, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               3.42101 = idf(docFreq=3945, maxDocs=44421)
               0.0546875 = fieldNorm(doc=2100)
         0.023668632 = weight(abstract_txt:methodology in 2100) [ClassicSimilarity], result of:
           0.023668632 = score(doc=2100,freq=1.0), product of:
             0.09457613 = queryWeight, product of:
               1.5522139 = boost
               4.5761847 = idf(docFreq=1242, maxDocs=44421)
               0.013314547 = queryNorm
             0.2502601 = fieldWeight in 2100, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.5761847 = idf(docFreq=1242, maxDocs=44421)
               0.0546875 = fieldNorm(doc=2100)
         0.058400586 = weight(abstract_txt:domain in 2100) [ClassicSimilarity], result of:
           0.058400586 = score(doc=2100,freq=5.0), product of:
             0.100992136 = queryWeight, product of:
               1.6040008 = boost
               4.7288613 = idf(docFreq=1066, maxDocs=44421)
               0.013314547 = queryNorm
             0.57826865 = fieldWeight in 2100, product of:
               2.236068 = tf(freq=5.0), with freq of:
                 5.0 = termFreq=5.0
               4.7288613 = idf(docFreq=1066, maxDocs=44421)
               0.0546875 = fieldNorm(doc=2100)
         0.015366969 = weight(abstract_txt:paper in 2100) [ClassicSimilarity], result of:
           0.015366969 = score(doc=2100,freq=1.0), product of:
             0.08117494 = queryWeight, product of:
               1.7612355 = boost
               3.4616103 = idf(docFreq=3788, maxDocs=44421)
               0.013314547 = queryNorm
             0.18930681 = fieldWeight in 2100, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.4616103 = idf(docFreq=3788, maxDocs=44421)
               0.0546875 = fieldNorm(doc=2100)
         0.02336841 = weight(abstract_txt:knowledge in 2100) [ClassicSimilarity], result of:
           0.02336841 = score(doc=2100,freq=2.0), product of:
             0.085199945 = queryWeight, product of:
               1.8043721 = boost
               3.5463927 = idf(docFreq=3480, maxDocs=44421)
               0.013314547 = queryNorm
             0.2742773 = fieldWeight in 2100, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               3.5463927 = idf(docFreq=3480, maxDocs=44421)
               0.0546875 = fieldNorm(doc=2100)
         0.044146 = weight(abstract_txt:base in 2100) [ClassicSimilarity], result of:
           0.044146 = score(doc=2100,freq=1.0), product of:
             0.14330466 = queryWeight, product of:
               1.9106933 = boost
               5.633042 = idf(docFreq=431, maxDocs=44421)
               0.013314547 = queryNorm
             0.30805698 = fieldWeight in 2100, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.633042 = idf(docFreq=431, maxDocs=44421)
               0.0546875 = fieldNorm(doc=2100)
         0.26323342 = weight(abstract_txt:ontology in 2100) [ClassicSimilarity], result of:
           0.26323342 = score(doc=2100,freq=10.0), product of:
             0.27557307 = queryWeight, product of:
               3.7470906 = boost
               5.5235233 = idf(docFreq=481, maxDocs=44421)
               0.013314547 = queryNorm
             0.9552219 = fieldWeight in 2100, product of:
               3.1622777 = tf(freq=10.0), with freq of:
                 10.0 = termFreq=10.0
               5.5235233 = idf(docFreq=481, maxDocs=44421)
               0.0546875 = fieldNorm(doc=2100)
       0.32 = coord(8/25)
   

5. Urs, S.R.; Angrosh, M.A.: Ontology-based knowledge organization systems in digital libraries : a comparison of experiments in OWL and KAON ontologies (2006 (?)) 0.15

   0.15041769 = sum of:
     0.15041769 = product of:
       0.47005528 = sum of:
         0.013984293 = weight(abstract_txt:such in 3799) [ClassicSimilarity], result of:
           0.013984293 = score(doc=3799,freq=2.0), product of:
             0.052854642 = queryWeight, product of:
               1.1603857 = boost
               3.42101 = idf(docFreq=3945, maxDocs=44421)
               0.013314547 = queryNorm
             0.26458022 = fieldWeight in 3799, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               3.42101 = idf(docFreq=3945, maxDocs=44421)
               0.0546875 = fieldNorm(doc=3799)
         0.02212612 = weight(abstract_txt:semantic in 3799) [ClassicSimilarity], result of:
           0.02212612 = score(doc=3799,freq=1.0), product of:
             0.09042106 = queryWeight, product of:
               1.5177338 = boost
               4.4745317 = idf(docFreq=1375, maxDocs=44421)
               0.013314547 = queryNorm
             0.24470095 = fieldWeight in 3799, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.4745317 = idf(docFreq=1375, maxDocs=44421)
               0.0546875 = fieldNorm(doc=3799)
         0.0452369 = weight(abstract_txt:domain in 3799) [ClassicSimilarity], result of:
           0.0452369 = score(doc=3799,freq=3.0), product of:
             0.100992136 = queryWeight, product of:
               1.6040008 = boost
               4.7288613 = idf(docFreq=1066, maxDocs=44421)
               0.013314547 = queryNorm
             0.44792497 = fieldWeight in 3799, 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=3799)
         0.021732178 = weight(abstract_txt:paper in 3799) [ClassicSimilarity], result of:
           0.021732178 = score(doc=3799,freq=2.0), product of:
             0.08117494 = queryWeight, product of:
               1.7612355 = boost
               3.4616103 = idf(docFreq=3788, maxDocs=44421)
               0.013314547 = queryNorm
             0.26772028 = fieldWeight in 3799, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               3.4616103 = idf(docFreq=3788, maxDocs=44421)
               0.0546875 = fieldNorm(doc=3799)
         0.04673682 = weight(abstract_txt:knowledge in 3799) [ClassicSimilarity], result of:
           0.04673682 = score(doc=3799,freq=8.0), product of:
             0.085199945 = queryWeight, product of:
               1.8043721 = boost
               3.5463927 = idf(docFreq=3480, maxDocs=44421)
               0.013314547 = queryNorm
             0.5485546 = fieldWeight in 3799, product of:
               2.828427 = tf(freq=8.0), with freq of:
                 8.0 = termFreq=8.0
               3.5463927 = idf(docFreq=3480, maxDocs=44421)
               0.0546875 = fieldNorm(doc=3799)
         0.021068044 = weight(abstract_txt:development in 3799) [ClassicSimilarity], result of:
           0.021068044 = score(doc=3799,freq=1.0), product of:
             0.100179605 = queryWeight, product of:
               1.9565732 = boost
               3.8455355 = idf(docFreq=2580, maxDocs=44421)
               0.013314547 = queryNorm
             0.21030273 = fieldWeight in 3799, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.8455355 = idf(docFreq=2580, maxDocs=44421)
               0.0546875 = fieldNorm(doc=3799)
         0.11303675 = weight(abstract_txt:modeling in 3799) [ClassicSimilarity], result of:
           0.11303675 = score(doc=3799,freq=2.0), product of:
             0.24368733 = queryWeight, product of:
               3.051567 = boost
               5.997685 = idf(docFreq=299, maxDocs=44421)
               0.013314547 = queryNorm
             0.46385977 = fieldWeight in 3799, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               5.997685 = idf(docFreq=299, maxDocs=44421)
               0.0546875 = fieldNorm(doc=3799)
         0.18613414 = weight(abstract_txt:ontology in 3799) [ClassicSimilarity], result of:
           0.18613414 = score(doc=3799,freq=5.0), product of:
             0.27557307 = queryWeight, product of:
               3.7470906 = boost
               5.5235233 = idf(docFreq=481, maxDocs=44421)
               0.013314547 = queryNorm
             0.6754439 = fieldWeight in 3799, product of:
               2.236068 = tf(freq=5.0), with freq of:
                 5.0 = termFreq=5.0
               5.5235233 = idf(docFreq=481, maxDocs=44421)
               0.0546875 = fieldNorm(doc=3799)
       0.32 = coord(8/25)