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. 2022 Apr 13;3:41. doi: 10.1186/s43058-022-00290-6

Table 2.

Implementation Science Centers for Cancer Control (ISC3) Year 1 collaboration network descriptive characteristics

Network characteristic All collaboration activities Planning/conducting research Capacity building Product development Scientific dissemination Practice/policy dissemination
N 192 190 190 173 185 149
Ties 2480 1470 1336 825 654 284
 % cross-center 33.0 11.7 31.0 48.1 23.5 6.0
Median degree (range) 22 (2, 89) 15 (1, 48) 10 (1, 58) 6 (1, 45) 5 (1, 30) 2 (1, 22)
 Within-center 17 (2, 50) 13 (1, 44) 7 (1, 48) 4 (1, 25) 4 (1, 25) 2 (1, 21)
 Cross-center 7 (1, 56) 3 (1, 17) 3 (1, 43) 5 (1, 40) 2 (1, 20) 1 (1, 4)
Density (%)a 13.5 8.2 7.4 5.5 3.8 2.6
Betweenness centralizationb 0.07 0.12 0.13 0.11 0.23 0.20
Degree centralizationb 0.33 0.17 0.23 0.21 0.12 0.12
Transitivityc 0.47 0.56 0.37 0.34 0.33 0.33
Isolates 0 2 2 19 7 43

IS implementation science, NCI = National Cancer Institute

aDensity is the ratio of the number of ties to the total number of possible ties in the network; often used to measure the overall connectivity of a network or degree of cohesion among a network of collaborators [0, 1]

bCentralization is used to assess the extent of hierarchy in the network; extent that connections in the network are associated with a select few most central nodes in the network [0, 1]. Degree centralization is based on the number of connections (higher degree centralization=one or more nodes hold most of the connections), whereas betweenness centralization is used to measure the extent to which each network member represents a bridge or gatekeeper to others in the network (based on the number of connections or paths in the network an individual lies between, higher betweenness centralization=one or a few nodes responsible for holding the network together)

cTransitivity is a measure of clustering [0, 1] with higher transitivity suggests that new ties are more likely to form between nodes that share a common collaborator (e.g., referred by an existing collaborator)