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Similarly, given concept as the query, the KL divergence between the distribution of concepts obtained from the network and the distribution obtained from the user votes matrix is (18).
This study establishes a methodology to accumulate tacit knowledge of specific topics from collected assessments by using an implicit knowledge extraction mechanism and, visualises the overall importance distribution of concepts by using knowledge maps for helping teachers compile their assessments.
A level-based, correctly normalized variety metric which accounts for the degree of uniformness of the distribution of concepts over nodes, is proposed, and is shown to resolve the above issues.
Table 7 Distribution of concepts in the category "Response to floods" in the Akuressa area of Sri Lanka Response to floods Number of respondents Life safety 28 Property protection 4 Health (not emergency) 2. The analysis of government official replies to questions on flood response highlighted a few interesting aspects.
Distribution of concepts acquired in this paper among the 20 semantic types was obtained; see Supplementary Figure S1.
Figure 1 also depicts the distribution of the test cases according to the top-level HPO categories, which follows to a large extent the natural distribution of concepts in the HPO (as shown in Section S3 in the Supplementary Material).
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We aggregated all these concepts that emerged from the generated questions and determined the frequency distribution of various concepts learned by the students.
We compared the frequency and distribution of evolutionary concepts within each unit and among textbooks.
The two distributions mirror fairly closely the natural distribution of HPO concepts in the ontology (see Section S3 in the Supplementary Material).
There were considerable differences in the distribution of stem concepts between THR subgroups: Summit stem was used in 63% of the operations in the unilateral THRs, compared of 73% in the bilateral THRs.
Significance criteria for Anni were based on a minimally tenfold enrichment over the statistically determined distribution of the concept weight.
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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