Page 186 - JOURNAL OF LIBRARY SCIENCE IN CHINA 2015 Vol. 41
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Ge SONG / The diffusion process of academic innovation  185


               the period have been marked in the figure. During the five years after the proposal of structural
               holes theory, the theory does not spread rapidly. Only two related papers (nodes 397, 396), are
               published by Burt himself in 1993 and 1995. Until 1997, the theory was introduced to the field
               of business and economics by Walker (node 395), structural holes theory began its propagation
               process. Obviously, the network does not reflect more features and details of the diffusion, thus
               further analysis is needed.


               3.2  The diffusion curve of structural holes theory


               Structural holes theory is an important academic innovation, so the knowledge diffusion process
               appears as an S-curve as expected, and is shown in Figure 2 with the cumulative curve. The x axis
               shows the moment of adoption, while the y axis represents the number of documents adopting
               the innovation. Diffusion rate and acceleration of structural holes theory are showed in Table 1.
               In 2010 the highest diffusion acceleration reaches to 16 and shows as a second-order inflection
               point on the S-curve. The diffusion at that time reached the critical value, it can be predicted that
               the successful diffusion of structural holes theory will complete the S-shape diffusion process.
               However, because the diffusion rate is still growing, it is unable to determine when to reach the
               first-order inflection point of the S-curve. As for the diffusion stage, maturity stage and decline
               stage have not yet appeared at this time. Since 2007, significantly increased acceleration appeared,
               therefore, the time period from 1992 to 2006 can be identified as the start stage of diffusion, and
               the take-off stage began from 2007.

                                                                     diffusion rate
                               400
                                                          take-off   Cum of papers
                                                          stage      diffusion rate
                                                                     Cum of papers
                               300

                              Number of papers  200




                               100
                                         start stage

                                 0


                                                2001
                                               2000
                                    1992
                                                  2002
                                        1995
                                         1996
                                     1993
                                       1994
                                            1998
                                             1999
                                           1997
                                                Year  2003  2004  2005  2006  2007  2008  2009  2010  2011  2012  2013
                                     Figure 2. Diffusion curve of structural holes theory.
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