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When we used a flat initialization of (Fig. 3B), we found that the cluster centers again mapped to a gradient from activation to inhibition, and there were fewer significant links and a higher proportion of link direction disagreements than with initial settings that include direction information.
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With the increasing of q, more links are considered congested and higher proportion of links is removed.
For each empirical network, we created several null models and compared the proportion of links within and across genders using a chi-square test.
Another interesting observation: "Automated accounts also provide a somewhat higher-than-average proportion of links to sites lacking a public contact page or email address for contacting the editor or other staff.
To evaluate the reliability of the network partitions found by LP-BRIM, we measured what we call 'realised modularity' (QR), i.e. the proportion of links established between species sharing a module.
We used the model to show that the newly defined metrics are sensitive to the proportion of links driven by social interactions, but the original metrics fail in this respect.
"The Center's analysis finds that suspected autonomous accounts post a higher proportion of links to sites that are primarily shared by human users who score near the center of the ideological spectrum, rather than those shared more often by either a more liberal or a more conservative audience," they write.
However, seroconverters were female in a larger proportion of linked relative to unlinked pairs (46.3% versus 27.5%, p = 0.04).
The LOD score test statistic was used to estimate the proportion of linked families and the corresponding maximum heterogeneity LOD score.
The clustering coefficient Ci for a vertex vi is then given by the proportion of links ejk between the vertices within its neighbourhood divided by the number of links that could possibly exist between them.
The clustering coefficient for a node is defined by the proportion of links between the nodes within its neighbourhood divided by the number of links that could possibly exist between them [6].
Write better and faster with AI suggestions while staying true to your unique style.
Since I tried Ludwig back in 2017, I have been constantly using it in both editing and translation. Ever since, I suggest it to my translators at ProSciEditing.

Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com