Mariana Balestrin, Carla Cristina Bauermann Brasil, Ericles Andrei Bellei, Vanessa Ramos Kirsten, Mario Bernardes Wagner
Program for Healthier School Cafeterias in Rio Grande do Sul, Brazil: Protocol for a Community-Based Randomized Trial
JMIR research protocols
professionals reluctant make use machine learning results tasks like curriculum development understand results generated mean visualizations peer reviewed medical literature summarize enormous amounts information difficult interpret article reports validation meaning selforganizing map derived medlinepubmed index peer reviewed medical literature capacity coherently summarize references core psychiatric textbook reference lists ten editions kaplan sadocks comprehensive textbook psychiatry projected onto selforganizing map trained medical subject headings annotating complete set peer reviewed medical research articles indexed medlinepubmed database medsom kmeans clustering applied references every edition examine ability selforganizing map coherently summarize knowledge contained within textbook medsom coherently clustered references six psychiatric knowledge domains across ten editions 19672017 clustering occurred abstract level broad psychiatric practice including generaladult psychiatry child psychiatry administrative psychiatry uptake visualizations published medical literature medical experts purposes like curriculum development depends upon validation meaning visualizations current research demonstrates selforganizing map medsom validate stability coherence references used support knowledge claims standard psychiatric textbook linking products machine learning widely accepted standard knowledge