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Vienna, Austria: Available: <ext-link xmlns:xlink=\"http:\/\/www.w3.org\/1999\/xlink\" ext-link-type=\"uri\" xlink:href=\"http:\/\/www.R-project.org\" xlink:type=\"simple\">http:\/\/www.R-project.org<\/ext-link>."},{"key":"ref36","doi-asserted-by":"crossref","first-page":"390","DOI":"10.1016\/j.jml.2007.12.005","article-title":"Mixed effects modeling with crossed random effects for subjects and items","volume":"59","author":"RH Baayen","year":"2008","journal-title":"J Mem Lang"},{"key":"ref37","doi-asserted-by":"crossref","unstructured":"Donovan T, Litchfield D (2012) Looking for cancer: Expertise related to differences in searching and decision making. 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