Treffer: Studies from I-Shou University Have Provided New Data on Diagnostics (Advanced Sampling Technique in Radiology Free-Text Data for Efficiently Building Text Mining Models by Deep Learning in Vertebral Fracture).

A study conducted by researchers at I-Shou University in Taiwan aimed to establish advanced sampling methods in free-text data for efficiently building semantic text mining models using deep learning. The study focused on identifying vertebral compression fractures (VCF) in radiology reports. The researchers compared the predictive effects of different sampling methods and ratios and found that the highest predictive accuracy was achieved using the vector sum minimization method. This study proposes an advanced sampling method that can be efficiently applied to build text mining models by drawing a small amount of critical representative samples. [Extracted from the article]

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