Sharon Zumbrunn, Michael Broda, Divya Varier, Sarah Conklin
Examining the multidimensional role of self-efficacy for writing on student writing self-regulation and grades in elementary and high school
The British journal of educational psychology
quantitative imaging life sciences evolved powerful approach combining advanced microscopy acquisition automated analysis image data focus present study imagingbased evaluation posterior cricoarytenoid muscle pca influenced longterm functional electrical stimulation fes may assist inspiration patients bilateral vocal fold paresis end muscle crosssections pca sheep examined quantitative image analysis previous investigations muscle fibers collagen amount revealed signs atrophy fibrosis due fes laryngeal pacemaker therefore hypothesized regardless stimulation parameters fat muscle crosssections would significantly altered extending previous investigations using quantitative imaging intramuscular fat crosssections order perform analysis reliably faster qualitative evaluation timeconsuming manual annotation selection automated method crucial importance end recently established deep neural network imfsegnet provides accurate results compared standard machine learning approaches applied 300 stained muscle crosssections 22 sheep found significant differences amount intramuscular fat pca without longterm fes significant differences found low high duty cycle stimulated groups study humanlike animal model confirms hypothesis fes selected parameters negative impact pca also demonstrates objective automated deep learningbased quantitative imaging powerful tool challenging analysis