Sunil Sharma, Lokesh Tharani
Optical sensing for real-time detection of food-borne pathogens in fresh produce using machine learning
Science progress
paper aimed contextualize process public hospital providing services based measurement performance federal university hospitals hufs brazil using technique multivariate statistics principal component analysis research presented descriptive quantitative character well exploratory purpose followed inductive logic empirically structured two stages application principal component analysis pca four healthcare performance dimensions subsequently full reapplication principal component analysis highly correlated variables module first three main components pc1 pc2 pc3 principal component analysis considering mainly component twice explanatory power second pc2 third components pc3 possible evidence efficient inefficient behavior hufs evaluated production medical residency specialty area finally observed formation two groups composed seven eight hospitals groups ii iv shows groups reflect similarities respect scores importance variables hospitals groups among main limitations observed incomplete data hufs made impossible search information explain better contextualize certain aspects specifically limited number hospitals complete information dealt 60 simecrehuf performance indicators use pca multivariate technique great contribution contextualization performance productivity homogeneous autonomous units represented hospitals possible generate large quantity information order contribute assumptions complement decisionmaking processes organizations development public policies emphasis hospitals linked teaching centers represented university hospitals also involved projection improvements reach efficiency services assistance public health qualified formation professionals academy clinical practice originality paper scenarios brazilian public health sector academic area involved application consolidated performance analysis technique pca obtaining rich work relation extensive exploitation techniques support decisionmaking processes addition sequence way content formed object study techniques organized generates particular scenario measurement performance hospital organizations