Marisa Malone, Dewey Cornell, Kathan Shukla
Association of grade configuration with school climate for 7th and 8th grade students
School psychology quarterly : the official journal of the Division of School Psychology, American Psychological Association
several pelvic area cancers exhibit high incidence rates surgical treatment result adverse effects urinary fecal incontinence significantly impacting patients quality life postsurgery incontinence significant concern prevalence rates ranging 25 45 urinary incontinence 968 fecal incontinence cancer survivors increasingly turning youtube platform connect others yet caution warranted misinformation prevalent study aims evaluate information quality youtube videos postsurgical incontinence pelvic area cancer surgery youtube search incontinence cancer surgery yielded 108 videos subsequently analyzed evaluate videos several quality assessment tools utilized including discern gqs jama pemat mqvet statistical analyses descriptive statistics intercorrelation tests employed assess various video attributes including characteristics popularity educational value quality reliability also artificial intelligence techniques like pca tsne umap used data analysis heatmap hierarchical clustering dendrogram techniques validated machine learning results quality scales presented high level correlation one p 001 artificial intelligencebased techniques presented clear clustering representations dataset samples reinforced heat map hierarchical clustering dendrogram youtube videos incontinence cancer surgery present high quality across multiple scales use ai tools like pca tsne umap highlighted clustering large health datasets improving data visualization pattern recognition complex healthcare analysis