Document (#33412)

Author
Helmbrecht-Schaar, A.
Title
Entwicklung eines Verfahrens der automatischen Klassifizierung für Textdokumente aus dem Fachbereich Informatik mithilfe eines fachspezifischen Klassifikationssystems
Imprint
Berlin : Humboldt-Universität, Institut für Bibliothekswissenschaft
Year
2007
Pages
62 S
Series
Berliner Handreichungen zur Bibliothekswissenschaft ; 200
Abstract
In der vorliegenden Arbeit werden die Möglichkeiten für eine Automatisierung des Klassifizierens von Online Dokumenten evaluiert und ein mögliches Verfahren prototypisch implementiert. Dabei werden Verfahren der Terminologieextraktion angewandt, um die Sinnträger der Texte zu ermitteln. Klassifikationen, die im Allg. nur wenige weiterführende Informationen enthalten, sollen über einen Mapping Mechanismus auf die das Dokument beschreibenden Terme angewandt werden. Im Ansatz wird bereits sichtbar, dass es keine rein automatische Klassifikation geben kann, da es immer einen Bruch zwischen den intellektuell erstellten Klassifikationen und den aus den Texten generierten Informationen geben wird. Es wird ein semiautomatisches Verfahren vorgestellt, das durch Anwenderaktionen lernt und zu einer sukzessiven Automatisierung führen kann. Die Ergebnisse der semiautomatischen Klassifizierung werden mit denen einer manuellen verglichen. Im Anschluss wird ein Ausblick auf Möglichkeiten und Grenzen der automatischen Klassifikation gegeben.
Theme
Automatisches Klassifizieren
Field
Informatik

Similar documents (content)

  1. Manecke, H.-J.: Klassifikation, Klassieren (2004) 0.32
    0.3209649 = sum of:
      0.3209649 = product of:
        1.1463032 = sum of:
          0.07523675 = weight(abstract_txt:klassifikationssystems in 3903) [ClassicSimilarity], result of:
            0.07523675 = score(doc=3903,freq=1.0), product of:
              0.17923835 = queryWeight, product of:
                1.0271137 = boost
                8.954841 = idf(docFreq=14, maxDocs=42740)
                0.01948743 = queryNorm
              0.41975814 = fieldWeight in 3903, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.954841 = idf(docFreq=14, maxDocs=42740)
                0.046875 = fieldNorm(doc=3903)
          0.028650476 = weight(abstract_txt:eines in 3903) [ClassicSimilarity], result of:
            0.028650476 = score(doc=3903,freq=2.0), product of:
              0.09416701 = queryWeight, product of:
                1.0528523 = boost
                4.5896206 = idf(docFreq=1179, maxDocs=42740)
                0.01948743 = queryNorm
              0.30425173 = fieldWeight in 3903, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.5896206 = idf(docFreq=1179, maxDocs=42740)
                0.046875 = fieldNorm(doc=3903)
          0.09612811 = weight(abstract_txt:klassifizierens in 3903) [ClassicSimilarity], result of:
            0.09612811 = score(doc=3903,freq=1.0), product of:
              0.21104634 = queryWeight, product of:
                1.1145304 = boost
                9.71698 = idf(docFreq=6, maxDocs=42740)
                0.01948743 = queryNorm
              0.45548344 = fieldWeight in 3903, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                9.71698 = idf(docFreq=6, maxDocs=42740)
                0.046875 = fieldNorm(doc=3903)
          0.6945163 = weight(title_txt:klassifikation in 3903) [ClassicSimilarity], result of:
            0.6945163 = score(doc=3903,freq=1.0), product of:
              0.1767326 = queryWeight, product of:
                1.442369 = boost
                6.287612 = idf(docFreq=215, maxDocs=42740)
                0.01948743 = queryNorm
              3.9297576 = fieldWeight in 3903, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.287612 = idf(docFreq=215, maxDocs=42740)
                0.625 = fieldNorm(doc=3903)
          0.036701396 = weight(abstract_txt:werden in 3903) [ClassicSimilarity], result of:
            0.036701396 = score(doc=3903,freq=4.0), product of:
              0.11107064 = queryWeight, product of:
                1.6170844 = boost
                3.524618 = idf(docFreq=3422, maxDocs=42740)
                0.01948743 = queryNorm
              0.33043292 = fieldWeight in 3903, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                3.524618 = idf(docFreq=3422, maxDocs=42740)
                0.046875 = fieldNorm(doc=3903)
          0.18274392 = weight(abstract_txt:klassifikationen in 3903) [ClassicSimilarity], result of:
            0.18274392 = score(doc=3903,freq=5.0), product of:
              0.23863061 = queryWeight, product of:
                1.6760274 = boost
                7.306182 = idf(docFreq=77, maxDocs=42740)
                0.01948743 = queryNorm
              0.7658025 = fieldWeight in 3903, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                7.306182 = idf(docFreq=77, maxDocs=42740)
                0.046875 = fieldNorm(doc=3903)
          0.03232617 = weight(abstract_txt:wird in 3903) [ClassicSimilarity], result of:
            0.03232617 = score(doc=3903,freq=2.0), product of:
              0.12858501 = queryWeight, product of:
                1.7399157 = boost
                3.7923427 = idf(docFreq=2618, maxDocs=42740)
                0.01948743 = queryNorm
              0.2513992 = fieldWeight in 3903, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.7923427 = idf(docFreq=2618, maxDocs=42740)
                0.046875 = fieldNorm(doc=3903)
        0.28 = coord(7/25)
    
  2. Hoffmann, R.: Entwicklung einer benutzerunterstützten automatisierten Klassifikation von Web - Dokumenten : Untersuchung gegenwärtiger Methoden zur automatisierten Dokumentklassifikation und Implementierung eines Prototyps zum verbesserten Information Retrieval für das xFIND System (2002) 0.29
    0.28534457 = sum of:
      0.28534457 = product of:
        0.7133614 = sum of:
          0.07698917 = weight(abstract_txt:manuellen in 198) [ClassicSimilarity], result of:
            0.07698917 = score(doc=198,freq=1.0), product of:
              0.18201086 = queryWeight, product of:
                1.035027 = boost
                9.023833 = idf(docFreq=13, maxDocs=42740)
                0.01948743 = queryNorm
              0.42299217 = fieldWeight in 198, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                9.023833 = idf(docFreq=13, maxDocs=42740)
                0.046875 = fieldNorm(doc=198)
          0.027805762 = weight(abstract_txt:kann in 198) [ClassicSimilarity], result of:
            0.027805762 = score(doc=198,freq=2.0), product of:
              0.09230689 = queryWeight, product of:
                1.0424017 = boost
                4.544064 = idf(docFreq=1234, maxDocs=42740)
                0.01948743 = queryNorm
              0.3012317 = fieldWeight in 198, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.544064 = idf(docFreq=1234, maxDocs=42740)
                0.046875 = fieldNorm(doc=198)
          0.028650476 = weight(abstract_txt:eines in 198) [ClassicSimilarity], result of:
            0.028650476 = score(doc=198,freq=2.0), product of:
              0.09416701 = queryWeight, product of:
                1.0528523 = boost
                4.5896206 = idf(docFreq=1179, maxDocs=42740)
                0.01948743 = queryNorm
              0.30425173 = fieldWeight in 198, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.5896206 = idf(docFreq=1179, maxDocs=42740)
                0.046875 = fieldNorm(doc=198)
          0.05159103 = weight(abstract_txt:informationen in 198) [ClassicSimilarity], result of:
            0.05159103 = score(doc=198,freq=4.0), product of:
              0.110624254 = queryWeight, product of:
                1.1411513 = boost
                4.974536 = idf(docFreq=802, maxDocs=42740)
                0.01948743 = queryNorm
              0.46636274 = fieldWeight in 198, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                4.974536 = idf(docFreq=802, maxDocs=42740)
                0.046875 = fieldNorm(doc=198)
          0.035765197 = weight(abstract_txt:möglichkeiten in 198) [ClassicSimilarity], result of:
            0.035765197 = score(doc=198,freq=1.0), product of:
              0.13755022 = queryWeight, product of:
                1.2724733 = boost
                5.5469985 = idf(docFreq=452, maxDocs=42740)
                0.01948743 = queryNorm
              0.26001555 = fieldWeight in 198, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.5469985 = idf(docFreq=452, maxDocs=42740)
                0.046875 = fieldNorm(doc=198)
          0.20835486 = weight(title_txt:klassifikation in 198) [ClassicSimilarity], result of:
            0.20835486 = score(doc=198,freq=1.0), product of:
              0.1767326 = queryWeight, product of:
                1.442369 = boost
                6.287612 = idf(docFreq=215, maxDocs=42740)
                0.01948743 = queryNorm
              1.1789272 = fieldWeight in 198, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.287612 = idf(docFreq=215, maxDocs=42740)
                0.1875 = fieldNorm(doc=198)
          0.15228781 = weight(abstract_txt:automatischen in 198) [ClassicSimilarity], result of:
            0.15228781 = score(doc=198,freq=5.0), product of:
              0.21132018 = queryWeight, product of:
                1.5772064 = boost
                6.8753986 = idf(docFreq=119, maxDocs=42740)
                0.01948743 = queryNorm
              0.72064966 = fieldWeight in 198, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                6.8753986 = idf(docFreq=119, maxDocs=42740)
                0.046875 = fieldNorm(doc=198)
          0.048551384 = weight(abstract_txt:werden in 198) [ClassicSimilarity], result of:
            0.048551384 = score(doc=198,freq=7.0), product of:
              0.11107064 = queryWeight, product of:
                1.6170844 = boost
                3.524618 = idf(docFreq=3422, maxDocs=42740)
                0.01948743 = queryNorm
              0.43712166 = fieldWeight in 198, product of:
                2.6457512 = tf(freq=7.0), with freq of:
                  7.0 = termFreq=7.0
                3.524618 = idf(docFreq=3422, maxDocs=42740)
                0.046875 = fieldNorm(doc=198)
          0.02285805 = weight(abstract_txt:wird in 198) [ClassicSimilarity], result of:
            0.02285805 = score(doc=198,freq=1.0), product of:
              0.12858501 = queryWeight, product of:
                1.7399157 = boost
                3.7923427 = idf(docFreq=2618, maxDocs=42740)
                0.01948743 = queryNorm
              0.17776605 = fieldWeight in 198, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.7923427 = idf(docFreq=2618, maxDocs=42740)
                0.046875 = fieldNorm(doc=198)
          0.060507726 = weight(abstract_txt:verfahren in 198) [ClassicSimilarity], result of:
            0.060507726 = score(doc=198,freq=1.0), product of:
              0.22355884 = queryWeight, product of:
                1.9868249 = boost
                5.7740126 = idf(docFreq=360, maxDocs=42740)
                0.01948743 = queryNorm
              0.27065682 = fieldWeight in 198, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.7740126 = idf(docFreq=360, maxDocs=42740)
                0.046875 = fieldNorm(doc=198)
        0.4 = coord(10/25)
    
  3. Oberhauser, O.: Automatisches Klassifizieren : Verfahren zur Erschließung elektronischer Dokumente (2004) 0.26
    0.2647409 = sum of:
      0.2647409 = product of:
        0.7353914 = sum of:
          0.087776214 = weight(abstract_txt:klassifikationssystems in 3488) [ClassicSimilarity], result of:
            0.087776214 = score(doc=3488,freq=1.0), product of:
              0.17923835 = queryWeight, product of:
                1.0271137 = boost
                8.954841 = idf(docFreq=14, maxDocs=42740)
                0.01948743 = queryNorm
              0.48971784 = fieldWeight in 3488, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.954841 = idf(docFreq=14, maxDocs=42740)
                0.0546875 = fieldNorm(doc=3488)
          0.022938585 = weight(abstract_txt:kann in 3488) [ClassicSimilarity], result of:
            0.022938585 = score(doc=3488,freq=1.0), product of:
              0.09230689 = queryWeight, product of:
                1.0424017 = boost
                4.544064 = idf(docFreq=1234, maxDocs=42740)
                0.01948743 = queryNorm
              0.2485035 = fieldWeight in 3488, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.544064 = idf(docFreq=1234, maxDocs=42740)
                0.0546875 = fieldNorm(doc=3488)
          0.033425555 = weight(abstract_txt:eines in 3488) [ClassicSimilarity], result of:
            0.033425555 = score(doc=3488,freq=2.0), product of:
              0.09416701 = queryWeight, product of:
                1.0528523 = boost
                4.5896206 = idf(docFreq=1179, maxDocs=42740)
                0.01948743 = queryNorm
              0.35496035 = fieldWeight in 3488, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.5896206 = idf(docFreq=1179, maxDocs=42740)
                0.0546875 = fieldNorm(doc=3488)
          0.11214946 = weight(abstract_txt:klassifizierens in 3488) [ClassicSimilarity], result of:
            0.11214946 = score(doc=3488,freq=1.0), product of:
              0.21104634 = queryWeight, product of:
                1.1145304 = boost
                9.71698 = idf(docFreq=6, maxDocs=42740)
                0.01948743 = queryNorm
              0.53139734 = fieldWeight in 3488, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                9.71698 = idf(docFreq=6, maxDocs=42740)
                0.0546875 = fieldNorm(doc=3488)
          0.15891209 = weight(abstract_txt:automatischen in 3488) [ClassicSimilarity], result of:
            0.15891209 = score(doc=3488,freq=4.0), product of:
              0.21132018 = queryWeight, product of:
                1.5772064 = boost
                6.8753986 = idf(docFreq=119, maxDocs=42740)
                0.01948743 = queryNorm
              0.75199676 = fieldWeight in 3488, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                6.8753986 = idf(docFreq=119, maxDocs=42740)
                0.0546875 = fieldNorm(doc=3488)
          0.030277109 = weight(abstract_txt:werden in 3488) [ClassicSimilarity], result of:
            0.030277109 = score(doc=3488,freq=2.0), product of:
              0.11107064 = queryWeight, product of:
                1.6170844 = boost
                3.524618 = idf(docFreq=3422, maxDocs=42740)
                0.01948743 = queryNorm
              0.27259326 = fieldWeight in 3488, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.524618 = idf(docFreq=3422, maxDocs=42740)
                0.0546875 = fieldNorm(doc=3488)
          0.026667725 = weight(abstract_txt:wird in 3488) [ClassicSimilarity], result of:
            0.026667725 = score(doc=3488,freq=1.0), product of:
              0.12858501 = queryWeight, product of:
                1.7399157 = boost
                3.7923427 = idf(docFreq=2618, maxDocs=42740)
                0.01948743 = queryNorm
              0.20739374 = fieldWeight in 3488, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.7923427 = idf(docFreq=2618, maxDocs=42740)
                0.0546875 = fieldNorm(doc=3488)
          0.1926523 = weight(abstract_txt:klassifizierung in 3488) [ClassicSimilarity], result of:
            0.1926523 = score(doc=3488,freq=2.0), product of:
              0.30271167 = queryWeight, product of:
                1.8876984 = boost
                8.228904 = idf(docFreq=30, maxDocs=42740)
                0.01948743 = queryNorm
              0.6364218 = fieldWeight in 3488, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                8.228904 = idf(docFreq=30, maxDocs=42740)
                0.0546875 = fieldNorm(doc=3488)
          0.07059235 = weight(abstract_txt:verfahren in 3488) [ClassicSimilarity], result of:
            0.07059235 = score(doc=3488,freq=1.0), product of:
              0.22355884 = queryWeight, product of:
                1.9868249 = boost
                5.7740126 = idf(docFreq=360, maxDocs=42740)
                0.01948743 = queryNorm
              0.3157663 = fieldWeight in 3488, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.7740126 = idf(docFreq=360, maxDocs=42740)
                0.0546875 = fieldNorm(doc=3488)
        0.36 = coord(9/25)
    
  4. Oberhauser, O.: Automatisches Klassifizieren : Entwicklungsstand - Methodik - Anwendungsbereiche (2005) 0.26
    0.2647409 = sum of:
      0.2647409 = product of:
        0.7353914 = sum of:
          0.087776214 = weight(abstract_txt:klassifikationssystems in 1164) [ClassicSimilarity], result of:
            0.087776214 = score(doc=1164,freq=1.0), product of:
              0.17923835 = queryWeight, product of:
                1.0271137 = boost
                8.954841 = idf(docFreq=14, maxDocs=42740)
                0.01948743 = queryNorm
              0.48971784 = fieldWeight in 1164, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.954841 = idf(docFreq=14, maxDocs=42740)
                0.0546875 = fieldNorm(doc=1164)
          0.022938585 = weight(abstract_txt:kann in 1164) [ClassicSimilarity], result of:
            0.022938585 = score(doc=1164,freq=1.0), product of:
              0.09230689 = queryWeight, product of:
                1.0424017 = boost
                4.544064 = idf(docFreq=1234, maxDocs=42740)
                0.01948743 = queryNorm
              0.2485035 = fieldWeight in 1164, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.544064 = idf(docFreq=1234, maxDocs=42740)
                0.0546875 = fieldNorm(doc=1164)
          0.033425555 = weight(abstract_txt:eines in 1164) [ClassicSimilarity], result of:
            0.033425555 = score(doc=1164,freq=2.0), product of:
              0.09416701 = queryWeight, product of:
                1.0528523 = boost
                4.5896206 = idf(docFreq=1179, maxDocs=42740)
                0.01948743 = queryNorm
              0.35496035 = fieldWeight in 1164, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.5896206 = idf(docFreq=1179, maxDocs=42740)
                0.0546875 = fieldNorm(doc=1164)
          0.11214946 = weight(abstract_txt:klassifizierens in 1164) [ClassicSimilarity], result of:
            0.11214946 = score(doc=1164,freq=1.0), product of:
              0.21104634 = queryWeight, product of:
                1.1145304 = boost
                9.71698 = idf(docFreq=6, maxDocs=42740)
                0.01948743 = queryNorm
              0.53139734 = fieldWeight in 1164, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                9.71698 = idf(docFreq=6, maxDocs=42740)
                0.0546875 = fieldNorm(doc=1164)
          0.15891209 = weight(abstract_txt:automatischen in 1164) [ClassicSimilarity], result of:
            0.15891209 = score(doc=1164,freq=4.0), product of:
              0.21132018 = queryWeight, product of:
                1.5772064 = boost
                6.8753986 = idf(docFreq=119, maxDocs=42740)
                0.01948743 = queryNorm
              0.75199676 = fieldWeight in 1164, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                6.8753986 = idf(docFreq=119, maxDocs=42740)
                0.0546875 = fieldNorm(doc=1164)
          0.030277109 = weight(abstract_txt:werden in 1164) [ClassicSimilarity], result of:
            0.030277109 = score(doc=1164,freq=2.0), product of:
              0.11107064 = queryWeight, product of:
                1.6170844 = boost
                3.524618 = idf(docFreq=3422, maxDocs=42740)
                0.01948743 = queryNorm
              0.27259326 = fieldWeight in 1164, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                3.524618 = idf(docFreq=3422, maxDocs=42740)
                0.0546875 = fieldNorm(doc=1164)
          0.026667725 = weight(abstract_txt:wird in 1164) [ClassicSimilarity], result of:
            0.026667725 = score(doc=1164,freq=1.0), product of:
              0.12858501 = queryWeight, product of:
                1.7399157 = boost
                3.7923427 = idf(docFreq=2618, maxDocs=42740)
                0.01948743 = queryNorm
              0.20739374 = fieldWeight in 1164, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.7923427 = idf(docFreq=2618, maxDocs=42740)
                0.0546875 = fieldNorm(doc=1164)
          0.1926523 = weight(abstract_txt:klassifizierung in 1164) [ClassicSimilarity], result of:
            0.1926523 = score(doc=1164,freq=2.0), product of:
              0.30271167 = queryWeight, product of:
                1.8876984 = boost
                8.228904 = idf(docFreq=30, maxDocs=42740)
                0.01948743 = queryNorm
              0.6364218 = fieldWeight in 1164, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                8.228904 = idf(docFreq=30, maxDocs=42740)
                0.0546875 = fieldNorm(doc=1164)
          0.07059235 = weight(abstract_txt:verfahren in 1164) [ClassicSimilarity], result of:
            0.07059235 = score(doc=1164,freq=1.0), product of:
              0.22355884 = queryWeight, product of:
                1.9868249 = boost
                5.7740126 = idf(docFreq=360, maxDocs=42740)
                0.01948743 = queryNorm
              0.3157663 = fieldWeight in 1164, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.7740126 = idf(docFreq=360, maxDocs=42740)
                0.0546875 = fieldNorm(doc=1164)
        0.36 = coord(9/25)
    
  5. Pfeffer, M.: Automatische Vergabe von RVK-Notationen anhand von bibliografischen Daten mittels fallbasiertem Schließen (2007) 0.22
    0.22273484 = sum of:
      0.22273484 = product of:
        0.79548156 = sum of:
          0.03376491 = weight(abstract_txt:eines in 2559) [ClassicSimilarity], result of:
            0.03376491 = score(doc=2559,freq=1.0), product of:
              0.09416701 = queryWeight, product of:
                1.0528523 = boost
                4.5896206 = idf(docFreq=1179, maxDocs=42740)
                0.01948743 = queryNorm
              0.3585641 = fieldWeight in 2559, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.5896206 = idf(docFreq=1179, maxDocs=42740)
                0.078125 = fieldNorm(doc=2559)
          0.16052544 = weight(abstract_txt:automatischen in 2559) [ClassicSimilarity], result of:
            0.16052544 = score(doc=2559,freq=2.0), product of:
              0.21132018 = queryWeight, product of:
                1.5772064 = boost
                6.8753986 = idf(docFreq=119, maxDocs=42740)
                0.01948743 = queryNorm
              0.7596314 = fieldWeight in 2559, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                6.8753986 = idf(docFreq=119, maxDocs=42740)
                0.078125 = fieldNorm(doc=2559)
          0.030584496 = weight(abstract_txt:werden in 2559) [ClassicSimilarity], result of:
            0.030584496 = score(doc=2559,freq=1.0), product of:
              0.11107064 = queryWeight, product of:
                1.6170844 = boost
                3.524618 = idf(docFreq=3422, maxDocs=42740)
                0.01948743 = queryNorm
              0.27536076 = fieldWeight in 2559, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.524618 = idf(docFreq=3422, maxDocs=42740)
                0.078125 = fieldNorm(doc=2559)
          0.13620926 = weight(abstract_txt:klassifikationen in 2559) [ClassicSimilarity], result of:
            0.13620926 = score(doc=2559,freq=1.0), product of:
              0.23863061 = queryWeight, product of:
                1.6760274 = boost
                7.306182 = idf(docFreq=77, maxDocs=42740)
                0.01948743 = queryNorm
              0.5707955 = fieldWeight in 2559, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                7.306182 = idf(docFreq=77, maxDocs=42740)
                0.078125 = fieldNorm(doc=2559)
          0.038096752 = weight(abstract_txt:wird in 2559) [ClassicSimilarity], result of:
            0.038096752 = score(doc=2559,freq=1.0), product of:
              0.12858501 = queryWeight, product of:
                1.7399157 = boost
                3.7923427 = idf(docFreq=2618, maxDocs=42740)
                0.01948743 = queryNorm
              0.29627678 = fieldWeight in 2559, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.7923427 = idf(docFreq=2618, maxDocs=42740)
                0.078125 = fieldNorm(doc=2559)
          0.19460823 = weight(abstract_txt:automatisierung in 2559) [ClassicSimilarity], result of:
            0.19460823 = score(doc=2559,freq=1.0), product of:
              0.30271167 = queryWeight, product of:
                1.8876984 = boost
                8.228904 = idf(docFreq=30, maxDocs=42740)
                0.01948743 = queryNorm
              0.6428831 = fieldWeight in 2559, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                8.228904 = idf(docFreq=30, maxDocs=42740)
                0.078125 = fieldNorm(doc=2559)
          0.20169243 = weight(abstract_txt:verfahren in 2559) [ClassicSimilarity], result of:
            0.20169243 = score(doc=2559,freq=4.0), product of:
              0.22355884 = queryWeight, product of:
                1.9868249 = boost
                5.7740126 = idf(docFreq=360, maxDocs=42740)
                0.01948743 = queryNorm
              0.9021895 = fieldWeight in 2559, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                5.7740126 = idf(docFreq=360, maxDocs=42740)
                0.078125 = fieldNorm(doc=2559)
        0.28 = coord(7/25)