Document (#44017)

Author
Skulimowski, A.M.J.
Köhler, T.
Title
¬A future-oriented approach to the selection of artificial intelligence technologies for knowledge platforms
Source
Journal of the Association for Information Science and Technology. 74(2023) no.8, S.905-922
Year
2023
Abstract
This article presents approaches used to solve the problem of selecting AI technologies and tools to obtain the creativity fostering functionalities of an innovative knowledge platform. The aforementioned selection problem has been lagging behind other software-specific aspects of online knowledge platform and learning platform development so far. We linked technological recommendations from group decision support exercises to the platform design aims and constraints using an expert Delphi survey and multicriteria analysis methods. The links between expected advantages of using selected AI building tools, AI-related system functionalities, and their ongoing relevance until 2030 were assessed and used to optimize the learning scenarios and in planning the future development of the platform. The selected technologies allowed the platform management to implement the desired functionalities, thus harnessing the potential of open innovation platforms more effectively and delivering a model for the development of a relevant class of advanced open-access knowledge provision systems. Additionally, our approach is an essential part of digital sustainability and AI-alignment strategy for the aforementioned class of systems. The knowledge platform, which serves as a case study for our methodology has been developed within an EU Horizon 2020 research project.
Content
Vgl.: https://asistdl.onlinelibrary.wiley.com/doi/10.1002/asi.24763.

Similar documents (author)

  1. Köhler, O.: ¬Der Brockhaus und sein Weltbild (1975) 6.01
    6.010904 = sum of:
      6.010904 = weight(author_txt:köhler in 3612) [ClassicSimilarity], result of:
        6.010904 = fieldWeight in 3612, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          9.617446 = idf(docFreq=7, maxDocs=44218)
          0.625 = fieldNorm(doc=3612)
    
  2. Köhler, M.: Internationale Verbundsysteme : Projektmanagement und Realisierung durch die Dynix GmbH am Beispiel der kooperierenden Verbünde Deutschlands (1998) 6.01
    6.010904 = sum of:
      6.010904 = weight(author_txt:köhler in 3421) [ClassicSimilarity], result of:
        6.010904 = fieldWeight in 3421, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          9.617446 = idf(docFreq=7, maxDocs=44218)
          0.625 = fieldNorm(doc=3421)
    
  3. Köhler, R.: Zeitschriftenaufsatz-Datenbanken : ein kritischer Vergleich zwischen Zeitschrifteninhaltsdienst Theologie und Religion Database unter besonderer Berücksichtigung weiterer Datenbanken (1998) 6.01
    6.010904 = sum of:
      6.010904 = weight(author_txt:köhler in 1245) [ClassicSimilarity], result of:
        6.010904 = fieldWeight in 1245, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          9.617446 = idf(docFreq=7, maxDocs=44218)
          0.625 = fieldNorm(doc=1245)
    
  4. Köhler, W.: Informationsarchitektur : Planung und Strukturierung von Webseites (1998) 6.01
    6.010904 = sum of:
      6.010904 = weight(author_txt:köhler in 2373) [ClassicSimilarity], result of:
        6.010904 = fieldWeight in 2373, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          9.617446 = idf(docFreq=7, maxDocs=44218)
          0.625 = fieldNorm(doc=2373)
    
  5. Weber-Wulff, D.; Köhler, K.: Plagiatserkennungssoftware 2010 (2011) 4.21
    4.2076325 = sum of:
      4.2076325 = weight(author_txt:köhler in 4501) [ClassicSimilarity], result of:
        4.2076325 = fieldWeight in 4501, product of:
          1.0 = tf(freq=1.0), with freq of:
            1.0 = termFreq=1.0
          9.617446 = idf(docFreq=7, maxDocs=44218)
          0.4375 = fieldNorm(doc=4501)
    

Similar documents (content)

  1. Koho, M.; Burrows, T.; Hyvönen, E.; Ikkala, E.; Page, K.; Ransom, L.; Tuominen, J.; Emery, D.; Fraas, M.; Heller, B.; Lewis, D.; Morrison, A.; Porte, G.; Thomson, E.; Velios, A.; Wijsman, H.: Harmonizing and publishing heterogeneous premodern manuscript metadata as Linked Open Data (2022) 0.16
    0.15567711 = sum of:
      0.15567711 = product of:
        0.5559897 = sum of:
          0.019899623 = weight(abstract_txt:future in 466) [ClassicSimilarity], result of:
            0.019899623 = score(doc=466,freq=1.0), product of:
              0.07502382 = queryWeight, product of:
                1.0958173 = boost
                4.243905 = idf(docFreq=1724, maxDocs=44218)
                0.016132265 = queryNorm
              0.26524407 = fieldWeight in 466, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.243905 = idf(docFreq=1724, maxDocs=44218)
                0.0625 = fieldNorm(doc=466)
          0.02296088 = weight(abstract_txt:tools in 466) [ClassicSimilarity], result of:
            0.02296088 = score(doc=466,freq=1.0), product of:
              0.08253313 = queryWeight, product of:
                1.1493511 = boost
                4.451232 = idf(docFreq=1401, maxDocs=44218)
                0.016132265 = queryNorm
              0.278202 = fieldWeight in 466, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.451232 = idf(docFreq=1401, maxDocs=44218)
                0.0625 = fieldNorm(doc=466)
          0.04132473 = weight(abstract_txt:open in 466) [ClassicSimilarity], result of:
            0.04132473 = score(doc=466,freq=2.0), product of:
              0.09692429 = queryWeight, product of:
                1.2455319 = boost
                4.8237233 = idf(docFreq=965, maxDocs=44218)
                0.016132265 = queryNorm
              0.42636093 = fieldWeight in 466, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.8237233 = idf(docFreq=965, maxDocs=44218)
                0.0625 = fieldNorm(doc=466)
          0.022243163 = weight(abstract_txt:development in 466) [ClassicSimilarity], result of:
            0.022243163 = score(doc=466,freq=1.0), product of:
              0.092497654 = queryWeight, product of:
                1.4902171 = boost
                3.8475635 = idf(docFreq=2563, maxDocs=44218)
                0.016132265 = queryNorm
              0.24047272 = fieldWeight in 466, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.8475635 = idf(docFreq=2563, maxDocs=44218)
                0.0625 = fieldNorm(doc=466)
          0.07876845 = weight(abstract_txt:platforms in 466) [ClassicSimilarity], result of:
            0.07876845 = score(doc=466,freq=1.0), product of:
              0.18773164 = queryWeight, product of:
                1.733434 = boost
                6.7132807 = idf(docFreq=145, maxDocs=44218)
                0.016132265 = queryNorm
              0.41958004 = fieldWeight in 466, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.7132807 = idf(docFreq=145, maxDocs=44218)
                0.0625 = fieldNorm(doc=466)
          0.029187437 = weight(abstract_txt:knowledge in 466) [ClassicSimilarity], result of:
            0.029187437 = score(doc=466,freq=1.0), product of:
              0.13144575 = queryWeight, product of:
                2.2934108 = boost
                3.5527887 = idf(docFreq=3442, maxDocs=44218)
                0.016132265 = queryNorm
              0.2220493 = fieldWeight in 466, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.5527887 = idf(docFreq=3442, maxDocs=44218)
                0.0625 = fieldNorm(doc=466)
          0.3416054 = weight(abstract_txt:platform in 466) [ClassicSimilarity], result of:
            0.3416054 = score(doc=466,freq=2.0), product of:
              0.60163313 = queryWeight, product of:
                5.8054843 = boost
                6.4238877 = idf(docFreq=194, maxDocs=44218)
                0.016132265 = queryNorm
              0.5677968 = fieldWeight in 466, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                6.4238877 = idf(docFreq=194, maxDocs=44218)
                0.0625 = fieldNorm(doc=466)
        0.28 = coord(7/25)
    
  2. Weibel, S.; Miller, E.: Cataloging syntax and public policy meet in PICS (1997) 0.14
    0.13538183 = sum of:
      0.13538183 = product of:
        1.6922729 = sum of:
          0.242964 = weight(abstract_txt:selection in 1561) [ClassicSimilarity], result of:
            0.242964 = score(doc=1561,freq=1.0), product of:
              0.12047484 = queryWeight, product of:
                1.3886306 = boost
                5.377919 = idf(docFreq=554, maxDocs=44218)
                0.016132265 = queryNorm
              2.0167198 = fieldWeight in 1561, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.377919 = idf(docFreq=554, maxDocs=44218)
                0.375 = fieldNorm(doc=1561)
          1.4493089 = weight(abstract_txt:platform in 1561) [ClassicSimilarity], result of:
            1.4493089 = score(doc=1561,freq=1.0), product of:
              0.60163313 = queryWeight, product of:
                5.8054843 = boost
                6.4238877 = idf(docFreq=194, maxDocs=44218)
                0.016132265 = queryNorm
              2.408958 = fieldWeight in 1561, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.4238877 = idf(docFreq=194, maxDocs=44218)
                0.375 = fieldNorm(doc=1561)
        0.08 = coord(2/25)
    
  3. Kuchler, T.; Pawlowski, J.M.; Zimmermann, V.: Social Tagging and Open Content : a concept for the future of e-learning and knowledge management? (2008) 0.13
    0.12892279 = sum of:
      0.12892279 = product of:
        0.6446139 = sum of:
          0.12071172 = weight(abstract_txt:fostering in 2892) [ClassicSimilarity], result of:
            0.12071172 = score(doc=2892,freq=1.0), product of:
              0.15114649 = queryWeight, product of:
                1.0998225 = boost
                8.518833 = idf(docFreq=23, maxDocs=44218)
                0.016132265 = queryNorm
              0.7986406 = fieldWeight in 2892, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.518833 = idf(docFreq=23, maxDocs=44218)
                0.09375 = fieldNorm(doc=2892)
          0.041875437 = weight(abstract_txt:learning in 2892) [ClassicSimilarity], result of:
            0.041875437 = score(doc=2892,freq=1.0), product of:
              0.094018795 = queryWeight, product of:
                1.2267213 = boost
                4.750873 = idf(docFreq=1038, maxDocs=44218)
                0.016132265 = queryNorm
              0.44539434 = fieldWeight in 2892, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.750873 = idf(docFreq=1038, maxDocs=44218)
                0.09375 = fieldNorm(doc=2892)
          0.07591838 = weight(abstract_txt:open in 2892) [ClassicSimilarity], result of:
            0.07591838 = score(doc=2892,freq=3.0), product of:
              0.09692429 = queryWeight, product of:
                1.2455319 = boost
                4.8237233 = idf(docFreq=965, maxDocs=44218)
                0.016132265 = queryNorm
              0.783275 = fieldWeight in 2892, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                4.8237233 = idf(docFreq=965, maxDocs=44218)
                0.09375 = fieldNorm(doc=2892)
          0.043781154 = weight(abstract_txt:knowledge in 2892) [ClassicSimilarity], result of:
            0.043781154 = score(doc=2892,freq=1.0), product of:
              0.13144575 = queryWeight, product of:
                2.2934108 = boost
                3.5527887 = idf(docFreq=3442, maxDocs=44218)
                0.016132265 = queryNorm
              0.33307394 = fieldWeight in 2892, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.5527887 = idf(docFreq=3442, maxDocs=44218)
                0.09375 = fieldNorm(doc=2892)
          0.36232722 = weight(abstract_txt:platform in 2892) [ClassicSimilarity], result of:
            0.36232722 = score(doc=2892,freq=1.0), product of:
              0.60163313 = queryWeight, product of:
                5.8054843 = boost
                6.4238877 = idf(docFreq=194, maxDocs=44218)
                0.016132265 = queryNorm
              0.6022395 = fieldWeight in 2892, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.4238877 = idf(docFreq=194, maxDocs=44218)
                0.09375 = fieldNorm(doc=2892)
        0.2 = coord(5/25)
    
  4. Iandoli, L.; Quinto, I.; De Liddo, A.; Shum, S.B.: On online collaboration and construction of shared knowledge : assessing mediation capability in computer supported argument visualization tools (2016) 0.12
    0.12067532 = sum of:
      0.12067532 = product of:
        0.60337657 = sum of:
          0.03976941 = weight(abstract_txt:tools in 2890) [ClassicSimilarity], result of:
            0.03976941 = score(doc=2890,freq=3.0), product of:
              0.08253313 = queryWeight, product of:
                1.1493511 = boost
                4.451232 = idf(docFreq=1401, maxDocs=44218)
                0.016132265 = queryNorm
              0.48185998 = fieldWeight in 2890, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                4.451232 = idf(docFreq=1401, maxDocs=44218)
                0.0625 = fieldNorm(doc=2890)
          0.11139541 = weight(abstract_txt:platforms in 2890) [ClassicSimilarity], result of:
            0.11139541 = score(doc=2890,freq=2.0), product of:
              0.18773164 = queryWeight, product of:
                1.733434 = boost
                6.7132807 = idf(docFreq=145, maxDocs=44218)
                0.016132265 = queryNorm
              0.5933758 = fieldWeight in 2890, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                6.7132807 = idf(docFreq=145, maxDocs=44218)
                0.0625 = fieldNorm(doc=2890)
          0.029187437 = weight(abstract_txt:knowledge in 2890) [ClassicSimilarity], result of:
            0.029187437 = score(doc=2890,freq=1.0), product of:
              0.13144575 = queryWeight, product of:
                2.2934108 = boost
                3.5527887 = idf(docFreq=3442, maxDocs=44218)
                0.016132265 = queryNorm
              0.2220493 = fieldWeight in 2890, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.5527887 = idf(docFreq=3442, maxDocs=44218)
                0.0625 = fieldNorm(doc=2890)
          0.18147285 = weight(abstract_txt:functionalities in 2890) [ClassicSimilarity], result of:
            0.18147285 = score(doc=2890,freq=1.0), product of:
              0.37486434 = queryWeight, product of:
                3.0 = boost
                7.7456436 = idf(docFreq=51, maxDocs=44218)
                0.016132265 = queryNorm
              0.48410273 = fieldWeight in 2890, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.7456436 = idf(docFreq=51, maxDocs=44218)
                0.0625 = fieldNorm(doc=2890)
          0.24155147 = weight(abstract_txt:platform in 2890) [ClassicSimilarity], result of:
            0.24155147 = score(doc=2890,freq=1.0), product of:
              0.60163313 = queryWeight, product of:
                5.8054843 = boost
                6.4238877 = idf(docFreq=194, maxDocs=44218)
                0.016132265 = queryNorm
              0.40149298 = fieldWeight in 2890, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.4238877 = idf(docFreq=194, maxDocs=44218)
                0.0625 = fieldNorm(doc=2890)
        0.2 = coord(5/25)
    
  5. Yang, X.; Li, X.; Hu, D.; Wang, H.J.: Differential impacts of social influence on initial and sustained participation in open source software projects (2021) 0.12
    0.116082184 = sum of:
      0.116082184 = product of:
        0.48367578 = sum of:
          0.02296088 = weight(abstract_txt:tools in 332) [ClassicSimilarity], result of:
            0.02296088 = score(doc=332,freq=1.0), product of:
              0.08253313 = queryWeight, product of:
                1.1493511 = boost
                4.451232 = idf(docFreq=1401, maxDocs=44218)
                0.016132265 = queryNorm
              0.278202 = fieldWeight in 332, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.451232 = idf(docFreq=1401, maxDocs=44218)
                0.0625 = fieldNorm(doc=332)
          0.02791696 = weight(abstract_txt:learning in 332) [ClassicSimilarity], result of:
            0.02791696 = score(doc=332,freq=1.0), product of:
              0.094018795 = queryWeight, product of:
                1.2267213 = boost
                4.750873 = idf(docFreq=1038, maxDocs=44218)
                0.016132265 = queryNorm
              0.29692957 = fieldWeight in 332, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.750873 = idf(docFreq=1038, maxDocs=44218)
                0.0625 = fieldNorm(doc=332)
          0.04132473 = weight(abstract_txt:open in 332) [ClassicSimilarity], result of:
            0.04132473 = score(doc=332,freq=2.0), product of:
              0.09692429 = queryWeight, product of:
                1.2455319 = boost
                4.8237233 = idf(docFreq=965, maxDocs=44218)
                0.016132265 = queryNorm
              0.42636093 = fieldWeight in 332, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.8237233 = idf(docFreq=965, maxDocs=44218)
                0.0625 = fieldNorm(doc=332)
          0.03852629 = weight(abstract_txt:development in 332) [ClassicSimilarity], result of:
            0.03852629 = score(doc=332,freq=3.0), product of:
              0.092497654 = queryWeight, product of:
                1.4902171 = boost
                3.8475635 = idf(docFreq=2563, maxDocs=44218)
                0.016132265 = queryNorm
              0.41651097 = fieldWeight in 332, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                3.8475635 = idf(docFreq=2563, maxDocs=44218)
                0.0625 = fieldNorm(doc=332)
          0.11139541 = weight(abstract_txt:platforms in 332) [ClassicSimilarity], result of:
            0.11139541 = score(doc=332,freq=2.0), product of:
              0.18773164 = queryWeight, product of:
                1.733434 = boost
                6.7132807 = idf(docFreq=145, maxDocs=44218)
                0.016132265 = queryNorm
              0.5933758 = fieldWeight in 332, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                6.7132807 = idf(docFreq=145, maxDocs=44218)
                0.0625 = fieldNorm(doc=332)
          0.24155147 = weight(abstract_txt:platform in 332) [ClassicSimilarity], result of:
            0.24155147 = score(doc=332,freq=1.0), product of:
              0.60163313 = queryWeight, product of:
                5.8054843 = boost
                6.4238877 = idf(docFreq=194, maxDocs=44218)
                0.016132265 = queryNorm
              0.40149298 = fieldWeight in 332, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.4238877 = idf(docFreq=194, maxDocs=44218)
                0.0625 = fieldNorm(doc=332)
        0.24 = coord(6/25)