Document (#41257)

Author

Vaughan, L.
Ninkov, A.

Title

¬A new approach to web co-link analysis

Source

Journal of the Association for Information Science and Technology. 69(2018) no.6, S.820-831

Year

2018

Abstract

Numerous web co-link studies have analyzed a wide variety of websites ranging from those in the academic and business arena to those dealing with politics and governments. Such studies uncover rich information about these organizations. In recent years, however, there has been a dearth of co-link analysis, mainly due to the lack of sources from which co-link data can be collected directly. Although several commercial services such as Alexa provide inlink data, none provide co-link data. We propose a new approach to web co-link analysis that can alleviate this problem so that researchers can continue to mine the valuable information contained in co-link data. The proposed approach has two components: (a) generating co-link data from inlink data using a computer program; (b) analyzing co-link data at the site level in addition to the page level that previous co-link analyses have used. The site-level analysis has the potential of expanding co-link data sources. We tested this proposed approach by analyzing a group of websites focused on vaccination using Moz inlink data. We found that the approach is feasible, as we were able to generate co-link data from inlink data and analyze the co-link data with multidimensional scaling.

Content

Vgl.: https://onlinelibrary.wiley.com/doi/abs/10.1002/asi.24000.

Theme

Informetrie

Similar documents (author)

1. Vaughan, L.Q.: Information search patterns of business communities : a comparison between small and medium-sized businesses (1997) 5.11

   5.1094418 = sum of:
     5.1094418 = weight(author_txt:vaughan in 2421) [ClassicSimilarity], result of:
       5.1094418 = fieldWeight in 2421, product of:
         1.0 = tf(freq=1.0), with freq of:
           1.0 = termFreq=1.0
         8.175107 = idf(docFreq=33, maxDocs=44421)
         0.625 = fieldNorm(doc=2421)
   

2. Vaughan, J.: Considerations in the choice of an Interet search tool (1999) 5.11

   5.1094418 = sum of:
     5.1094418 = weight(author_txt:vaughan in 282) [ClassicSimilarity], result of:
       5.1094418 = fieldWeight in 282, product of:
         1.0 = tf(freq=1.0), with freq of:
           1.0 = termFreq=1.0
         8.175107 = idf(docFreq=33, maxDocs=44421)
         0.625 = fieldNorm(doc=282)
   

3. Vaughan, K.T.L.: impacts of electronic equivalents on print chemistry journal use : Changing use patterns of print journals in the digital age (2003) 5.11

   5.1094418 = sum of:
     5.1094418 = weight(author_txt:vaughan in 2873) [ClassicSimilarity], result of:
       5.1094418 = fieldWeight in 2873, product of:
         1.0 = tf(freq=1.0), with freq of:
           1.0 = termFreq=1.0
         8.175107 = idf(docFreq=33, maxDocs=44421)
         0.625 = fieldNorm(doc=2873)
   

4. Vaughan, L.: New measurements for search engine evaluation proposed and tested (2004) 5.11

   5.1094418 = sum of:
     5.1094418 = weight(author_txt:vaughan in 3535) [ClassicSimilarity], result of:
       5.1094418 = fieldWeight in 3535, product of:
         1.0 = tf(freq=1.0), with freq of:
           1.0 = termFreq=1.0
         8.175107 = idf(docFreq=33, maxDocs=44421)
         0.625 = fieldNorm(doc=3535)
   

5. Vaughan, L.: Statistical methods for the information professional : a practical, painless approach to understanding, using, and interpreting statistics (2001) 5.11

   5.1094418 = sum of:
     5.1094418 = weight(author_txt:vaughan in 5684) [ClassicSimilarity], result of:
       5.1094418 = fieldWeight in 5684, product of:
         1.0 = tf(freq=1.0), with freq of:
           1.0 = termFreq=1.0
         8.175107 = idf(docFreq=33, maxDocs=44421)
         0.625 = fieldNorm(doc=5684)
   

Similar documents (content)

1. Vaughan, L.; Yang, R.: Web data as academic and business quality estimates : a comparison of three data sources (2012) 0.40

   0.4011261 = sum of:
     0.4011261 = product of:
       1.1142391 = sum of:
         0.015081215 = weight(abstract_txt:studies in 1452) [ClassicSimilarity], result of:
           0.015081215 = score(doc=1452,freq=1.0), product of:
             0.05669563 = queryWeight, product of:
               1.1442859 = boost
               4.25605 = idf(docFreq=1711, maxDocs=44421)
               0.011641483 = queryNorm
             0.26600313 = fieldWeight in 1452, 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=1452)
         0.0191413 = weight(abstract_txt:proposed in 1452) [ClassicSimilarity], result of:
           0.0191413 = score(doc=1452,freq=1.0), product of:
             0.066461936 = queryWeight, product of:
               1.2389286 = boost
               4.608063 = idf(docFreq=1203, maxDocs=44421)
               0.011641483 = queryNorm
             0.28800395 = fieldWeight in 1452, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.608063 = idf(docFreq=1203, maxDocs=44421)
               0.0625 = fieldNorm(doc=1452)
         0.0103498455 = weight(abstract_txt:that in 1452) [ClassicSimilarity], result of:
           0.0103498455 = score(doc=1452,freq=4.0), product of:
             0.03501101 = queryWeight, product of:
               1.2716777 = boost
               2.3649352 = idf(docFreq=11344, maxDocs=44421)
               0.011641483 = queryNorm
             0.2956169 = fieldWeight in 1452, product of:
               2.0 = tf(freq=4.0), with freq of:
                 4.0 = termFreq=4.0
               2.3649352 = idf(docFreq=11344, maxDocs=44421)
               0.0625 = fieldNorm(doc=1452)
         0.046673004 = weight(abstract_txt:sources in 1452) [ClassicSimilarity], result of:
           0.046673004 = score(doc=1452,freq=5.0), product of:
             0.07041187 = queryWeight, product of:
               1.2752129 = boost
               4.743019 = idf(docFreq=1051, maxDocs=44421)
               0.011641483 = queryNorm
             0.66285706 = fieldWeight in 1452, product of:
               2.236068 = tf(freq=5.0), with freq of:
                 5.0 = termFreq=5.0
               4.743019 = idf(docFreq=1051, maxDocs=44421)
               0.0625 = fieldNorm(doc=1452)
         0.1454452 = weight(abstract_txt:alexa in 1452) [ClassicSimilarity], result of:
           0.1454452 = score(doc=1452,freq=3.0), product of:
             0.14136477 = queryWeight, product of:
               1.2776601 = boost
               9.504243 = idf(docFreq=8, maxDocs=44421)
               0.011641483 = queryNorm
             1.0288645 = fieldWeight in 1452, product of:
               1.7320508 = tf(freq=3.0), with freq of:
                 3.0 = termFreq=3.0
               9.504243 = idf(docFreq=8, maxDocs=44421)
               0.0625 = fieldNorm(doc=1452)
         0.011625312 = weight(abstract_txt:from in 1452) [ClassicSimilarity], result of:
           0.011625312 = score(doc=1452,freq=2.0), product of:
             0.04766451 = queryWeight, product of:
               1.4837896 = boost
               2.759399 = idf(docFreq=7646, maxDocs=44421)
               0.011641483 = queryNorm
             0.2438987 = fieldWeight in 1452, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               2.759399 = idf(docFreq=7646, maxDocs=44421)
               0.0625 = fieldNorm(doc=1452)
         0.07245978 = weight(abstract_txt:websites in 1452) [ClassicSimilarity], result of:
           0.07245978 = score(doc=1452,freq=2.0), product of:
             0.12812878 = queryWeight, product of:
               1.7202165 = boost
               6.398163 = idf(docFreq=200, maxDocs=44421)
               0.011641483 = queryNorm
             0.565523 = fieldWeight in 1452, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               6.398163 = idf(docFreq=200, maxDocs=44421)
               0.0625 = fieldNorm(doc=1452)
         0.649688 = weight(abstract_txt:inlink in 1452) [ClassicSimilarity], result of:
           0.649688 = score(doc=1452,freq=4.0), product of:
             0.5529917 = queryWeight, product of:
               5.053986 = boost
               9.398883 = idf(docFreq=9, maxDocs=44421)
               0.011641483 = queryNorm
             1.1748604 = fieldWeight in 1452, product of:
               2.0 = tf(freq=4.0), with freq of:
                 4.0 = termFreq=4.0
               9.398883 = idf(docFreq=9, maxDocs=44421)
               0.0625 = fieldNorm(doc=1452)
         0.14377542 = weight(abstract_txt:data in 1452) [ClassicSimilarity], result of:
           0.14377542 = score(doc=1452,freq=11.0), product of:
             0.2082738 = queryWeight, product of:
               5.3722067 = boost
               3.3302255 = idf(docFreq=4320, maxDocs=44421)
               0.011641483 = queryNorm
             0.6903193 = fieldWeight in 1452, product of:
               3.3166249 = tf(freq=11.0), with freq of:
                 11.0 = termFreq=11.0
               3.3302255 = idf(docFreq=4320, maxDocs=44421)
               0.0625 = fieldNorm(doc=1452)
       0.36 = coord(9/25)
   

2. Romero-Frías, E.; Vaughan, L.: Exploring the relationships between media and political parties through web hyperlink analysis : the case of Spain (2012) 0.27

   0.26805124 = sum of:
     0.26805124 = product of:
       0.9573259 = sum of:
         0.01581376 = weight(abstract_txt:provide in 1239) [ClassicSimilarity], result of:
           0.01581376 = score(doc=1239,freq=1.0), product of:
             0.05042843 = queryWeight, product of:
               1.079189 = boost
               4.013929 = idf(docFreq=2180, maxDocs=44421)
               0.011641483 = queryNorm
             0.3135882 = fieldWeight in 1239, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.013929 = idf(docFreq=2180, maxDocs=44421)
               0.078125 = fieldNorm(doc=1239)
         0.01956146 = weight(abstract_txt:those in 1239) [ClassicSimilarity], result of:
           0.01956146 = score(doc=1239,freq=1.0), product of:
             0.058110263 = queryWeight, product of:
               1.1584737 = boost
               4.3088202 = idf(docFreq=1623, maxDocs=44421)
               0.011641483 = queryNorm
             0.3366266 = fieldWeight in 1239, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.3088202 = idf(docFreq=1623, maxDocs=44421)
               0.078125 = fieldNorm(doc=1239)
         0.010275422 = weight(abstract_txt:from in 1239) [ClassicSimilarity], result of:
           0.010275422 = score(doc=1239,freq=1.0), product of:
             0.04766451 = queryWeight, product of:
               1.4837896 = boost
               2.759399 = idf(docFreq=7646, maxDocs=44421)
               0.011641483 = queryNorm
             0.21557805 = fieldWeight in 1239, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               2.759399 = idf(docFreq=7646, maxDocs=44421)
               0.078125 = fieldNorm(doc=1239)
         0.033512365 = weight(abstract_txt:analysis in 1239) [ClassicSimilarity], result of:
           0.033512365 = score(doc=1239,freq=2.0), product of:
             0.08319976 = queryWeight, product of:
               1.9603598 = boost
               3.6456752 = idf(docFreq=3151, maxDocs=44421)
               0.011641483 = queryNorm
             0.402794 = fieldWeight in 1239, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               3.6456752 = idf(docFreq=3151, maxDocs=44421)
               0.078125 = fieldNorm(doc=1239)
         0.406055 = weight(abstract_txt:inlink in 1239) [ClassicSimilarity], result of:
           0.406055 = score(doc=1239,freq=1.0), product of:
             0.5529917 = queryWeight, product of:
               5.053986 = boost
               9.398883 = idf(docFreq=9, maxDocs=44421)
               0.011641483 = queryNorm
             0.73428774 = fieldWeight in 1239, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               9.398883 = idf(docFreq=9, maxDocs=44421)
               0.078125 = fieldNorm(doc=1239)
         0.0541874 = weight(abstract_txt:data in 1239) [ClassicSimilarity], result of:
           0.0541874 = score(doc=1239,freq=1.0), product of:
             0.2082738 = queryWeight, product of:
               5.3722067 = boost
               3.3302255 = idf(docFreq=4320, maxDocs=44421)
               0.011641483 = queryNorm
             0.26017386 = fieldWeight in 1239, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.3302255 = idf(docFreq=4320, maxDocs=44421)
               0.078125 = fieldNorm(doc=1239)
         0.41792047 = weight(abstract_txt:link in 1239) [ClassicSimilarity], result of:
           0.41792047 = score(doc=1239,freq=2.0), product of:
             0.66273856 = queryWeight, product of:
               9.974418 = boost
               5.707506 = idf(docFreq=400, maxDocs=44421)
               0.011641483 = queryNorm
             0.6305963 = fieldWeight in 1239, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               5.707506 = idf(docFreq=400, maxDocs=44421)
               0.078125 = fieldNorm(doc=1239)
       0.28 = coord(7/25)
   

3. Schroeder, J.; Xu, J.; Chen, H.; Chau, M.: Automated criminal link analysis based on domain knowledge (2007) 0.24

   0.23921524 = sum of:
     0.23921524 = product of:
       0.7475476 = sum of:
         0.015649168 = weight(abstract_txt:those in 1275) [ClassicSimilarity], result of:
           0.015649168 = score(doc=1275,freq=1.0), product of:
             0.058110263 = queryWeight, product of:
               1.1584737 = boost
               4.3088202 = idf(docFreq=1623, maxDocs=44421)
               0.011641483 = queryNorm
             0.26930127 = fieldWeight in 1275, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.3088202 = idf(docFreq=1623, maxDocs=44421)
               0.0625 = fieldNorm(doc=1275)
         0.0191413 = weight(abstract_txt:proposed in 1275) [ClassicSimilarity], result of:
           0.0191413 = score(doc=1275,freq=1.0), product of:
             0.066461936 = queryWeight, product of:
               1.2389286 = boost
               4.608063 = idf(docFreq=1203, maxDocs=44421)
               0.011641483 = queryNorm
             0.28800395 = fieldWeight in 1275, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.608063 = idf(docFreq=1203, maxDocs=44421)
               0.0625 = fieldNorm(doc=1275)
         0.008963228 = weight(abstract_txt:that in 1275) [ClassicSimilarity], result of:
           0.008963228 = score(doc=1275,freq=3.0), product of:
             0.03501101 = queryWeight, product of:
               1.2716777 = boost
               2.3649352 = idf(docFreq=11344, maxDocs=44421)
               0.011641483 = queryNorm
             0.25601172 = fieldWeight in 1275, 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=1275)
         0.008220337 = weight(abstract_txt:from in 1275) [ClassicSimilarity], result of:
           0.008220337 = score(doc=1275,freq=1.0), product of:
             0.04766451 = queryWeight, product of:
               1.4837896 = boost
               2.759399 = idf(docFreq=7646, maxDocs=44421)
               0.011641483 = queryNorm
             0.17246243 = fieldWeight in 1275, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               2.759399 = idf(docFreq=7646, maxDocs=44421)
               0.0625 = fieldNorm(doc=1275)
         0.026651565 = weight(abstract_txt:level in 1275) [ClassicSimilarity], result of:
           0.026651565 = score(doc=1275,freq=1.0), product of:
             0.094864614 = queryWeight, product of:
               1.8128318 = boost
               4.4950905 = idf(docFreq=1347, maxDocs=44421)
               0.011641483 = queryNorm
             0.28094316 = fieldWeight in 1275, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               4.4950905 = idf(docFreq=1347, maxDocs=44421)
               0.0625 = fieldNorm(doc=1275)
         0.053619783 = weight(abstract_txt:analysis in 1275) [ClassicSimilarity], result of:
           0.053619783 = score(doc=1275,freq=8.0), product of:
             0.08319976 = queryWeight, product of:
               1.9603598 = boost
               3.6456752 = idf(docFreq=3151, maxDocs=44421)
               0.011641483 = queryNorm
             0.6444704 = fieldWeight in 1275, product of:
               2.828427 = tf(freq=8.0), with freq of:
                 8.0 = termFreq=8.0
               3.6456752 = idf(docFreq=3151, maxDocs=44421)
               0.0625 = fieldNorm(doc=1275)
         0.036214653 = weight(abstract_txt:approach in 1275) [ClassicSimilarity], result of:
           0.036214653 = score(doc=1275,freq=2.0), product of:
             0.10951785 = queryWeight, product of:
               2.514619 = boost
               3.741144 = idf(docFreq=2864, maxDocs=44421)
               0.011641483 = queryNorm
             0.33067352 = fieldWeight in 1275, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               3.741144 = idf(docFreq=2864, maxDocs=44421)
               0.0625 = fieldNorm(doc=1275)
         0.5790876 = weight(abstract_txt:link in 1275) [ClassicSimilarity], result of:
           0.5790876 = score(doc=1275,freq=6.0), product of:
             0.66273856 = queryWeight, product of:
               9.974418 = boost
               5.707506 = idf(docFreq=400, maxDocs=44421)
               0.011641483 = queryNorm
             0.8737799 = fieldWeight in 1275, product of:
               2.4494898 = tf(freq=6.0), with freq of:
                 6.0 = termFreq=6.0
               5.707506 = idf(docFreq=400, maxDocs=44421)
               0.0625 = fieldNorm(doc=1275)
       0.32 = coord(8/25)
   

4. Barjak, F.; Thelwall, M.: ¬A statistical analysis of the web presences of European life sciences research teams (2008) 0.23

   0.22564572 = sum of:
     0.22564572 = product of:
       0.80587757 = sum of:
         0.015081215 = weight(abstract_txt:studies in 2383) [ClassicSimilarity], result of:
           0.015081215 = score(doc=2383,freq=1.0), product of:
             0.05669563 = queryWeight, product of:
               1.1442859 = boost
               4.25605 = idf(docFreq=1711, maxDocs=44421)
               0.011641483 = queryNorm
             0.26600313 = fieldWeight in 2383, 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=2383)
         0.007318446 = weight(abstract_txt:that in 2383) [ClassicSimilarity], result of:
           0.007318446 = score(doc=2383,freq=2.0), product of:
             0.03501101 = queryWeight, product of:
               1.2716777 = boost
               2.3649352 = idf(docFreq=11344, maxDocs=44421)
               0.011641483 = queryNorm
             0.20903271 = fieldWeight in 2383, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               2.3649352 = idf(docFreq=11344, maxDocs=44421)
               0.0625 = fieldNorm(doc=2383)
         0.03618158 = weight(abstract_txt:site in 2383) [ClassicSimilarity], result of:
           0.03618158 = score(doc=2383,freq=1.0), product of:
             0.10160546 = queryWeight, product of:
               1.5318571 = boost
               5.6975803 = idf(docFreq=404, maxDocs=44421)
               0.011641483 = queryNorm
             0.35609877 = fieldWeight in 2383, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               5.6975803 = idf(docFreq=404, maxDocs=44421)
               0.0625 = fieldNorm(doc=2383)
         0.026809892 = weight(abstract_txt:analysis in 2383) [ClassicSimilarity], result of:
           0.026809892 = score(doc=2383,freq=2.0), product of:
             0.08319976 = queryWeight, product of:
               1.9603598 = boost
               3.6456752 = idf(docFreq=3151, maxDocs=44421)
               0.011641483 = queryNorm
             0.3222352 = fieldWeight in 2383, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               3.6456752 = idf(docFreq=3151, maxDocs=44421)
               0.0625 = fieldNorm(doc=2383)
         0.324844 = weight(abstract_txt:inlink in 2383) [ClassicSimilarity], result of:
           0.324844 = score(doc=2383,freq=1.0), product of:
             0.5529917 = queryWeight, product of:
               5.053986 = boost
               9.398883 = idf(docFreq=9, maxDocs=44421)
               0.011641483 = queryNorm
             0.5874302 = fieldWeight in 2383, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               9.398883 = idf(docFreq=9, maxDocs=44421)
               0.0625 = fieldNorm(doc=2383)
         0.061306044 = weight(abstract_txt:data in 2383) [ClassicSimilarity], result of:
           0.061306044 = score(doc=2383,freq=2.0), product of:
             0.2082738 = queryWeight, product of:
               5.3722067 = boost
               3.3302255 = idf(docFreq=4320, maxDocs=44421)
               0.011641483 = queryNorm
             0.29435313 = fieldWeight in 2383, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               3.3302255 = idf(docFreq=4320, maxDocs=44421)
               0.0625 = fieldNorm(doc=2383)
         0.33433637 = weight(abstract_txt:link in 2383) [ClassicSimilarity], result of:
           0.33433637 = score(doc=2383,freq=2.0), product of:
             0.66273856 = queryWeight, product of:
               9.974418 = boost
               5.707506 = idf(docFreq=400, maxDocs=44421)
               0.011641483 = queryNorm
             0.504477 = fieldWeight in 2383, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               5.707506 = idf(docFreq=400, maxDocs=44421)
               0.0625 = fieldNorm(doc=2383)
       0.28 = coord(7/25)
   

5. Thelwall, M.: ¬A comparison of link and URL citation counting (2011) 0.22

   0.22350942 = sum of:
     0.22350942 = product of:
       0.79824793 = sum of:
         0.02612143 = weight(abstract_txt:studies in 533) [ClassicSimilarity], result of:
           0.02612143 = score(doc=533,freq=3.0), product of:
             0.05669563 = queryWeight, product of:
               1.1442859 = boost
               4.25605 = idf(docFreq=1711, maxDocs=44421)
               0.011641483 = queryNorm
             0.46073094 = fieldWeight in 533, product of:
               1.7320508 = tf(freq=3.0), with freq of:
                 3.0 = termFreq=3.0
               4.25605 = idf(docFreq=1711, maxDocs=44421)
               0.0625 = fieldNorm(doc=533)
         0.007318446 = weight(abstract_txt:that in 533) [ClassicSimilarity], result of:
           0.007318446 = score(doc=533,freq=2.0), product of:
             0.03501101 = queryWeight, product of:
               1.2716777 = boost
               2.3649352 = idf(docFreq=11344, maxDocs=44421)
               0.011641483 = queryNorm
             0.20903271 = fieldWeight in 533, product of:
               1.4142135 = tf(freq=2.0), with freq of:
                 2.0 = termFreq=2.0
               2.3649352 = idf(docFreq=11344, maxDocs=44421)
               0.0625 = fieldNorm(doc=533)
         0.008220337 = weight(abstract_txt:from in 533) [ClassicSimilarity], result of:
           0.008220337 = score(doc=533,freq=1.0), product of:
             0.04766451 = queryWeight, product of:
               1.4837896 = boost
               2.759399 = idf(docFreq=7646, maxDocs=44421)
               0.011641483 = queryNorm
             0.17246243 = fieldWeight in 533, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               2.759399 = idf(docFreq=7646, maxDocs=44421)
               0.0625 = fieldNorm(doc=533)
         0.018957457 = weight(abstract_txt:analysis in 533) [ClassicSimilarity], result of:
           0.018957457 = score(doc=533,freq=1.0), product of:
             0.08319976 = queryWeight, product of:
               1.9603598 = boost
               3.6456752 = idf(docFreq=3151, maxDocs=44421)
               0.011641483 = queryNorm
             0.2278547 = fieldWeight in 533, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.6456752 = idf(docFreq=3151, maxDocs=44421)
               0.0625 = fieldNorm(doc=533)
         0.025607627 = weight(abstract_txt:approach in 533) [ClassicSimilarity], result of:
           0.025607627 = score(doc=533,freq=1.0), product of:
             0.10951785 = queryWeight, product of:
               2.514619 = boost
               3.741144 = idf(docFreq=2864, maxDocs=44421)
               0.011641483 = queryNorm
             0.2338215 = fieldWeight in 533, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.741144 = idf(docFreq=2864, maxDocs=44421)
               0.0625 = fieldNorm(doc=533)
         0.043349918 = weight(abstract_txt:data in 533) [ClassicSimilarity], result of:
           0.043349918 = score(doc=533,freq=1.0), product of:
             0.2082738 = queryWeight, product of:
               5.3722067 = boost
               3.3302255 = idf(docFreq=4320, maxDocs=44421)
               0.011641483 = queryNorm
             0.20813909 = fieldWeight in 533, product of:
               1.0 = tf(freq=1.0), with freq of:
                 1.0 = termFreq=1.0
               3.3302255 = idf(docFreq=4320, maxDocs=44421)
               0.0625 = fieldNorm(doc=533)
         0.66867274 = weight(abstract_txt:link in 533) [ClassicSimilarity], result of:
           0.66867274 = score(doc=533,freq=8.0), product of:
             0.66273856 = queryWeight, product of:
               9.974418 = boost
               5.707506 = idf(docFreq=400, maxDocs=44421)
               0.011641483 = queryNorm
             1.008954 = fieldWeight in 533, product of:
               2.828427 = tf(freq=8.0), with freq of:
                 8.0 = termFreq=8.0
               5.707506 = idf(docFreq=400, maxDocs=44421)
               0.0625 = fieldNorm(doc=533)
       0.28 = coord(7/25)