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A visualization tool was also developed to highlight influential network members for each individual within the multiple social networks. The multigraph GAT-HIV models obtained average AUC values of 0.776 and 0.824 for Chicago and Houston, respectively, performing better than empirical predictive models (e.g. AUCs of random forest 0.758 and 0.798). GAT-HIV on single networks also delivered promising prediction performances. The proposed methods provide a comprehensive and interpretable framework for graph-based modeling that may inform e

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SARS-CoV-2 pandemic has caused an important impact in our country and elective surgery has been postponed in most cases. There's not known information about the decreasing and impact on surgery. Mortality of surgical patients with SARS-CoV-2 infection is estimated to be around 20%. We conducted prospective data recruitment of people inpatient in our Digestive and General Surgery section of Girona's University Hospital Dr. Josep Trueta from 03/14 to 05/11. Our objective is to analyze the impact that SARS-CoV-2 pandemic over elective and