Document (#40159)

Author
Belter, C.W.
Title
Citation analysis as a literature search method for systematic reviews
Source
Journal of the Association for Information Science and Technology. 67(2016) no.11, S.2766-2777
Year
2016
Abstract
Systematic reviews are essential for evaluating biomedical treatment options, but the growing size and complexity of the available biomedical literature combined with the rigor of the systematic review method mean that systematic reviews are extremely difficult and labor-intensive to perform. In this article, I propose a method of searching the literature by systematically mining the various types of citation relationships between articles. I then test the method by comparing its precision and recall to that of 14 published systematic reviews. The method successfully retrieved 74% of the studies included in these reviews and 90% of the studies it could reasonably be expected to retrieve. The method also retrieved fewer than half of the total number of publications retrieved by these reviews and can be performed in substantially less time. This suggests that the proposed method offers a promising complement to traditional text-based methods of literature identification and retrieval for systematic reviews.
Content
Vgl.: http://onlinelibrary.wiley.com/doi/10.1002/asi.23605/full.
Theme
Citation indexing
Field
Medizin

Similar documents (content)

  1. Boynton, J.: Identifying systematic reviews in MEDLINE : developing an objective approach to search strategy design (1998) 0.16
    0.15956643 = sum of:
      0.15956643 = product of:
        0.99729025 = sum of:
          0.007727235 = weight(abstract_txt:that in 3660) [ClassicSimilarity], result of:
            0.007727235 = score(doc=3660,freq=1.0), product of:
              0.04182297 = queryWeight, product of:
                1.131955 = boost
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.015623072 = queryNorm
              0.18476056 = fieldWeight in 3660, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.078125 = fieldNorm(doc=3660)
          0.06649022 = weight(abstract_txt:literature in 3660) [ClassicSimilarity], result of:
            0.06649022 = score(doc=3660,freq=1.0), product of:
              0.19329332 = queryWeight, product of:
                2.809956 = boost
                4.4030223 = idf(docFreq=1477, maxDocs=44421)
                0.015623072 = queryNorm
              0.34398612 = fieldWeight in 3660, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.4030223 = idf(docFreq=1477, maxDocs=44421)
                0.078125 = fieldNorm(doc=3660)
          0.40478376 = weight(abstract_txt:reviews in 3660) [ClassicSimilarity], result of:
            0.40478376 = score(doc=3660,freq=6.0), product of:
              0.4273883 = queryWeight, product of:
                5.527407 = boost
                4.9491973 = idf(docFreq=855, maxDocs=44421)
                0.015623072 = queryNorm
              0.94711006 = fieldWeight in 3660, product of:
                2.4494898 = tf(freq=6.0), with freq of:
                  6.0 = termFreq=6.0
                4.9491973 = idf(docFreq=855, maxDocs=44421)
                0.078125 = fieldNorm(doc=3660)
          0.518289 = weight(abstract_txt:systematic in 3660) [ClassicSimilarity], result of:
            0.518289 = score(doc=3660,freq=5.0), product of:
              0.50870585 = queryWeight, product of:
                5.5830317 = boost
                5.8321705 = idf(docFreq=353, maxDocs=44421)
                0.015623072 = queryNorm
              1.0188383 = fieldWeight in 3660, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                5.8321705 = idf(docFreq=353, maxDocs=44421)
                0.078125 = fieldNorm(doc=3660)
        0.16 = coord(4/25)
    
  2. Kelly, D.; Sugimoto, C.R.: ¬A systematic review of interactive information retrieval evaluation studies, 1967-2006 (2013) 0.16
    0.1558081 = sum of:
      0.1558081 = product of:
        0.5564575 = sum of:
          0.010046713 = weight(abstract_txt:these in 1684) [ClassicSimilarity], result of:
            0.010046713 = score(doc=1684,freq=1.0), product of:
              0.050503835 = queryWeight, product of:
                1.0156364 = boost
                3.1828754 = idf(docFreq=5006, maxDocs=44421)
                0.015623072 = queryNorm
              0.19892971 = fieldWeight in 1684, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.1828754 = idf(docFreq=5006, maxDocs=44421)
                0.0625 = fieldNorm(doc=1684)
          0.05040713 = weight(abstract_txt:systematically in 1684) [ClassicSimilarity], result of:
            0.05040713 = score(doc=1684,freq=1.0), product of:
              0.11747884 = queryWeight, product of:
                1.0953197 = boost
                6.8651857 = idf(docFreq=125, maxDocs=44421)
                0.015623072 = queryNorm
              0.4290741 = fieldWeight in 1684, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.8651857 = idf(docFreq=125, maxDocs=44421)
                0.0625 = fieldNorm(doc=1684)
          0.006181788 = weight(abstract_txt:that in 1684) [ClassicSimilarity], result of:
            0.006181788 = score(doc=1684,freq=1.0), product of:
              0.04182297 = queryWeight, product of:
                1.131955 = boost
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.015623072 = queryNorm
              0.14780845 = fieldWeight in 1684, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.0625 = fieldNorm(doc=1684)
          0.033970367 = weight(abstract_txt:studies in 1684) [ClassicSimilarity], result of:
            0.033970367 = score(doc=1684,freq=2.0), product of:
              0.09030224 = queryWeight, product of:
                1.35808 = boost
                4.25605 = idf(docFreq=1711, maxDocs=44421)
                0.015623072 = queryNorm
              0.37618524 = fieldWeight in 1684, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.25605 = idf(docFreq=1711, maxDocs=44421)
                0.0625 = fieldNorm(doc=1684)
          0.053192176 = weight(abstract_txt:literature in 1684) [ClassicSimilarity], result of:
            0.053192176 = score(doc=1684,freq=1.0), product of:
              0.19329332 = queryWeight, product of:
                2.809956 = boost
                4.4030223 = idf(docFreq=1477, maxDocs=44421)
                0.015623072 = queryNorm
              0.2751889 = fieldWeight in 1684, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.4030223 = idf(docFreq=1477, maxDocs=44421)
                0.0625 = fieldNorm(doc=1684)
          0.14042361 = weight(abstract_txt:method in 1684) [ClassicSimilarity], result of:
            0.14042361 = score(doc=1684,freq=2.0), product of:
              0.3531407 = queryWeight, product of:
                5.024398 = boost
                4.4988065 = idf(docFreq=1342, maxDocs=44421)
                0.015623072 = queryNorm
              0.39764208 = fieldWeight in 1684, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.4988065 = idf(docFreq=1342, maxDocs=44421)
                0.0625 = fieldNorm(doc=1684)
          0.2622358 = weight(abstract_txt:systematic in 1684) [ClassicSimilarity], result of:
            0.2622358 = score(doc=1684,freq=2.0), product of:
              0.50870585 = queryWeight, product of:
                5.5830317 = boost
                5.8321705 = idf(docFreq=353, maxDocs=44421)
                0.015623072 = queryNorm
              0.5154959 = fieldWeight in 1684, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.8321705 = idf(docFreq=353, maxDocs=44421)
                0.0625 = fieldNorm(doc=1684)
        0.28 = coord(7/25)
    
  3. Cho, H.; Pham, M.T.N.; Leonard, K.N.; Urban, A.C.: ¬A systematic literature review on image information needs and behaviors (2022) 0.13
    0.12862867 = sum of:
      0.12862867 = product of:
        0.5359528 = sum of:
          0.008790875 = weight(abstract_txt:these in 1607) [ClassicSimilarity], result of:
            0.008790875 = score(doc=1607,freq=1.0), product of:
              0.050503835 = queryWeight, product of:
                1.0156364 = boost
                3.1828754 = idf(docFreq=5006, maxDocs=44421)
                0.015623072 = queryNorm
              0.1740635 = fieldWeight in 1607, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                3.1828754 = idf(docFreq=5006, maxDocs=44421)
                0.0546875 = fieldNorm(doc=1607)
          0.0076495726 = weight(abstract_txt:that in 1607) [ClassicSimilarity], result of:
            0.0076495726 = score(doc=1607,freq=2.0), product of:
              0.04182297 = queryWeight, product of:
                1.131955 = boost
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.015623072 = queryNorm
              0.18290362 = fieldWeight in 1607, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.0546875 = fieldNorm(doc=1607)
          0.029724073 = weight(abstract_txt:studies in 1607) [ClassicSimilarity], result of:
            0.029724073 = score(doc=1607,freq=2.0), product of:
              0.09030224 = queryWeight, product of:
                1.35808 = boost
                4.25605 = idf(docFreq=1711, maxDocs=44421)
                0.015623072 = queryNorm
              0.3291621 = fieldWeight in 1607, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                4.25605 = idf(docFreq=1711, maxDocs=44421)
                0.0546875 = fieldNorm(doc=1607)
          0.0930863 = weight(abstract_txt:literature in 1607) [ClassicSimilarity], result of:
            0.0930863 = score(doc=1607,freq=4.0), product of:
              0.19329332 = queryWeight, product of:
                2.809956 = boost
                4.4030223 = idf(docFreq=1477, maxDocs=44421)
                0.015623072 = queryNorm
              0.48158056 = fieldWeight in 1607, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                4.4030223 = idf(docFreq=1477, maxDocs=44421)
                0.0546875 = fieldNorm(doc=1607)
          0.1156766 = weight(abstract_txt:reviews in 1607) [ClassicSimilarity], result of:
            0.1156766 = score(doc=1607,freq=1.0), product of:
              0.4273883 = queryWeight, product of:
                5.527407 = boost
                4.9491973 = idf(docFreq=855, maxDocs=44421)
                0.015623072 = queryNorm
              0.27065924 = fieldWeight in 1607, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.9491973 = idf(docFreq=855, maxDocs=44421)
                0.0546875 = fieldNorm(doc=1607)
          0.2810254 = weight(abstract_txt:systematic in 1607) [ClassicSimilarity], result of:
            0.2810254 = score(doc=1607,freq=3.0), product of:
              0.50870585 = queryWeight, product of:
                5.5830317 = boost
                5.8321705 = idf(docFreq=353, maxDocs=44421)
                0.015623072 = queryNorm
              0.55243206 = fieldWeight in 1607, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                5.8321705 = idf(docFreq=353, maxDocs=44421)
                0.0546875 = fieldNorm(doc=1607)
        0.24 = coord(6/25)
    
  4. Lavranos, C.; Kostagiolas, P.; Korfiatis, N.; Papadatos, J.: Information seeking for musical creativity : a systematic literature review (2016) 0.12
    0.1187463 = sum of:
      0.1187463 = product of:
        0.49477628 = sum of:
          0.045325976 = weight(abstract_txt:intensive in 4079) [ClassicSimilarity], result of:
            0.045325976 = score(doc=4079,freq=1.0), product of:
              0.10944513 = queryWeight, product of:
                1.0572053 = boost
                6.6262937 = idf(docFreq=159, maxDocs=44421)
                0.015623072 = queryNorm
              0.41414335 = fieldWeight in 4079, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.6262937 = idf(docFreq=159, maxDocs=44421)
                0.0625 = fieldNorm(doc=4079)
          0.010707171 = weight(abstract_txt:that in 4079) [ClassicSimilarity], result of:
            0.010707171 = score(doc=4079,freq=3.0), product of:
              0.04182297 = queryWeight, product of:
                1.131955 = boost
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.015623072 = queryNorm
              0.25601172 = fieldWeight in 4079, product of:
                1.7320508 = tf(freq=3.0), with freq of:
                  3.0 = termFreq=3.0
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.0625 = fieldNorm(doc=4079)
          0.024020677 = weight(abstract_txt:studies in 4079) [ClassicSimilarity], result of:
            0.024020677 = score(doc=4079,freq=1.0), product of:
              0.09030224 = queryWeight, product of:
                1.35808 = boost
                4.25605 = idf(docFreq=1711, maxDocs=44421)
                0.015623072 = queryNorm
              0.26600313 = fieldWeight in 4079, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.25605 = idf(docFreq=1711, maxDocs=44421)
                0.0625 = fieldNorm(doc=4079)
          0.053192176 = weight(abstract_txt:literature in 4079) [ClassicSimilarity], result of:
            0.053192176 = score(doc=4079,freq=1.0), product of:
              0.19329332 = queryWeight, product of:
                2.809956 = boost
                4.4030223 = idf(docFreq=1477, maxDocs=44421)
                0.015623072 = queryNorm
              0.2751889 = fieldWeight in 4079, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.4030223 = idf(docFreq=1477, maxDocs=44421)
                0.0625 = fieldNorm(doc=4079)
          0.09929448 = weight(abstract_txt:method in 4079) [ClassicSimilarity], result of:
            0.09929448 = score(doc=4079,freq=1.0), product of:
              0.3531407 = queryWeight, product of:
                5.024398 = boost
                4.4988065 = idf(docFreq=1342, maxDocs=44421)
                0.015623072 = queryNorm
              0.2811754 = fieldWeight in 4079, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.4988065 = idf(docFreq=1342, maxDocs=44421)
                0.0625 = fieldNorm(doc=4079)
          0.2622358 = weight(abstract_txt:systematic in 4079) [ClassicSimilarity], result of:
            0.2622358 = score(doc=4079,freq=2.0), product of:
              0.50870585 = queryWeight, product of:
                5.5830317 = boost
                5.8321705 = idf(docFreq=353, maxDocs=44421)
                0.015623072 = queryNorm
              0.5154959 = fieldWeight in 4079, product of:
                1.4142135 = tf(freq=2.0), with freq of:
                  2.0 = termFreq=2.0
                5.8321705 = idf(docFreq=353, maxDocs=44421)
                0.0625 = fieldNorm(doc=4079)
        0.24 = coord(6/25)
    
  5. Larivière, V.; Archambault, V.; Gingras, Y.; Vignola-Gagné, E.: ¬The place of serials in referencing practices : comparing natural sciences and engineering with social sciences and humanities (2006) 0.12
    0.11694914 = sum of:
      0.11694914 = product of:
        0.4872881 = sum of:
          0.05040713 = weight(abstract_txt:systematically in 107) [ClassicSimilarity], result of:
            0.05040713 = score(doc=107,freq=1.0), product of:
              0.11747884 = queryWeight, product of:
                1.0953197 = boost
                6.8651857 = idf(docFreq=125, maxDocs=44421)
                0.015623072 = queryNorm
              0.4290741 = fieldWeight in 107, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                6.8651857 = idf(docFreq=125, maxDocs=44421)
                0.0625 = fieldNorm(doc=107)
          0.013822899 = weight(abstract_txt:that in 107) [ClassicSimilarity], result of:
            0.013822899 = score(doc=107,freq=5.0), product of:
              0.04182297 = queryWeight, product of:
                1.131955 = boost
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.015623072 = queryNorm
              0.33050975 = fieldWeight in 107, product of:
                2.236068 = tf(freq=5.0), with freq of:
                  5.0 = termFreq=5.0
                2.3649352 = idf(docFreq=11344, maxDocs=44421)
                0.0625 = fieldNorm(doc=107)
          0.024020677 = weight(abstract_txt:studies in 107) [ClassicSimilarity], result of:
            0.024020677 = score(doc=107,freq=1.0), product of:
              0.09030224 = queryWeight, product of:
                1.35808 = boost
                4.25605 = idf(docFreq=1711, maxDocs=44421)
                0.015623072 = queryNorm
              0.26600313 = fieldWeight in 107, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                4.25605 = idf(docFreq=1711, maxDocs=44421)
                0.0625 = fieldNorm(doc=107)
          0.07287543 = weight(abstract_txt:citation in 107) [ClassicSimilarity], result of:
            0.07287543 = score(doc=107,freq=4.0), product of:
              0.11921817 = queryWeight, product of:
                1.5604409 = boost
                4.890223 = idf(docFreq=907, maxDocs=44421)
                0.015623072 = queryNorm
              0.6112779 = fieldWeight in 107, product of:
                2.0 = tf(freq=4.0), with freq of:
                  4.0 = termFreq=4.0
                4.890223 = idf(docFreq=907, maxDocs=44421)
                0.0625 = fieldNorm(doc=107)
          0.14073326 = weight(abstract_txt:literature in 107) [ClassicSimilarity], result of:
            0.14073326 = score(doc=107,freq=7.0), product of:
              0.19329332 = queryWeight, product of:
                2.809956 = boost
                4.4030223 = idf(docFreq=1477, maxDocs=44421)
                0.015623072 = queryNorm
              0.72808135 = fieldWeight in 107, product of:
                2.6457512 = tf(freq=7.0), with freq of:
                  7.0 = termFreq=7.0
                4.4030223 = idf(docFreq=1477, maxDocs=44421)
                0.0625 = fieldNorm(doc=107)
          0.18542871 = weight(abstract_txt:systematic in 107) [ClassicSimilarity], result of:
            0.18542871 = score(doc=107,freq=1.0), product of:
              0.50870585 = queryWeight, product of:
                5.5830317 = boost
                5.8321705 = idf(docFreq=353, maxDocs=44421)
                0.015623072 = queryNorm
              0.36451066 = fieldWeight in 107, product of:
                1.0 = tf(freq=1.0), with freq of:
                  1.0 = termFreq=1.0
                5.8321705 = idf(docFreq=353, maxDocs=44421)
                0.0625 = fieldNorm(doc=107)
        0.24 = coord(6/25)