Limitations of Deep Learning Attention Mechanisms in Clinical Research: Empirical Case Study Based on the Korean Diabetic Disease Setting

Limitations of Deep Learning Attention Mechanisms in Clinical Research: Empirical Case Study Based on the Korean Diabetic Disease Setting

BackgroundDespite excellent prediction performance, noninterpretability has undermined the value of applying deep-learning algorithms in clinical practice. To overcome this limitation, attention mechanism has been introduced to clinical research as an explanatory modeling method. However, potential...

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Main Authors: Kim, Junetae (Author), Lee, Sangwon (Author), Hwang, Eugene (Author), Ryu, Kwang Sun (Author), Jeong, Hanseok (Author), Lee, Jae Wook (Author), Hwangbo, Yul (Author), Choi, Kui Son (Author), Cha, Hyo Soung (Author)
Format: Book
Published: JMIR Publications, 2020-12-01T00:00:00Z.
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