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We find that for five recommendations, the resulting recommendation networks are poorly navigable.
For five recommendations, we find that the recommendation algorithms we investigate considerably limit the discoverability and navigability.
For five recommendations, the success rates for the case of genre-based clusters are comparatively low and range up to (12%).
We find that the support for berrypicking, a scenario representing dynamic information search, is also not extensive for five recommendations, but improves for 20 recommendations.
The recommendations generated by association rules result in an SCC of (11%) (MovieLens), (59%) (BookCrossing) and (14%) (IMDb) for five recommendations.
A recent study found that low-quality systematic reviews were cited in 24 endocrinology clinical practice guidelines and used as the main evidence for five recommendations, with only one recommendation acknowledging the systematic review quality (36).
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For sake of brevity, we report the results for five and twenty recommendations.
For two recommendations, discovery is at least partially enabled, in particular for matrix factorization, where for BookCrossing ((53%)) and MovieLens ((40%)), a substantial share of the items is already in a mutually reachable component.
Thus, the questionnaire featured 22 questions that were yes/no or selections from a list, seven questions asking students to rank statements with a Likert scale (65 statements in total), and an open-ended request for two recommendations of how to increase STEM major retention.
The difference between agreement and application had mean values above 1.0 for three recommendations.
Most of the first- and second-choice recommendations in the treatment guidelines for skin infections were congruent with commensal S. aureus antimicrobial resistance patterns in the community, except for two recommendations for penicillin.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com