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Again, results are much better when "maybe's are combined with "noes", rather than when combined with "yeses".
Both algorithms do well when "maybes" are merged with "noes" and reasonably well, though less so, when "maybes" are merged with "yeses".
While combining "maybes" with "noes" leads to correct classification 63%% of the time, combining "maybes" with "yeses" again gives worse results.
Surprisingly, while combining "maybes" with "noes" gives comparable results to the results based on initial relevance judgments, the results given when "maybes" are combined with "yeses" are far worse than was the case with initial relevance judgments.
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Justyna Jupowicz-Kozak
CEO of Professional Science Editing for Scientists @ prosciediting.com