Early Recurrence Prediction of Hepatocellular Carcinoma Using Deep Learning Frameworks with Multi-Task Pre-Training

Post-operative early recurrence (ER) of hepatocellular carcinoma (HCC) is a major cause of mortality.Predicting ER before treatment can guide treatment and follow-up protocols.Deep learning Wooden Train Set frameworks, known for their superior performance, are widely used in medical imaging.However, they face challenges due to limited annotated dat

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Ricci curvature of random and empirical directed hypernetworks

Abstract Relationships in real systems are often not binary, but of a higher order, and therefore cannot be faithfully modelled by graphs, but rather need hypergraphs.In this work, we systematically develop formal tools for analyzing the geometry and the dynamics of hypergraphs.In particular, we show that Ricci curvature concepts, inspired by the c

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Hollywood, The American Image And The Global Film Industry

The emergence of indigenous film industries across the world has been seen by sensory play many as a threat to the influence of Hollywood on the movie scene.This paper tries to look at the ideological influence of Hollywood on movies the world over.the paper considered the Chinese, Indian and Nigerian film industries.the three industries were chos

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