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The pruning is performed by iteratively training a network to a certain performance criterion and then removing the hidden neuron with the lowest relevance value until no one can further be removed.
For the AMI services three elements of cluster 2 ('delivery system') had the lowest relevance scores (< 50%).
However level 8 has a low specificity, which is the reason we assigned the lowest relevance level to it.
The implemented elements with the lowest relevance percentages were found in the clusters 'quality care' (40 ± 24) and 'performance management' (42 ± 30).
We do interpret this as showing some support for a two zone pre-processing model in which the reviewers' screening load is lightened by removing the items receiving the lowest relevance ranks.
We chose the lowest relevance score of 0.93 for inclusion of items in the assessment scale, which means that 14/15 experts scored the item as relevant or highly relevant.
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The project was scored as low relevance to gender because promoting equality was not its primary objective.
Remaining information is considered of low relevance both by entrepreneurs and public bodies.
Especially climate change had a surprisingly low relevance for the interviewed actors.
By reducing the reach of low relevance posts, Facebook leaves news feed space for compelling wedding photos, new job announcements, funny videos, and urgent questions.
Since Coulomb interactions are of low relevance, we study here in detail the effect of wave particle interactions.
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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