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The resulting subset was still able to provide a highly competitive hospitalization prediction (Accuracy 0.759) as compared to the full feature domain (Accuracy 0.755) or traditional feature selection techniques (Accuracy 0.737), a significant reduction in feature size. The discovery and heuristic evidence of correlation provide evidence for further clinical study of said medical events as potential novel indicators. There also remains great potential for adaption of ECNN within other medical big data domains as a data mining tool for n