A Novel Method for Medical Predictive Models in Small Data Using Out-of-Distribution Data and Transfer Learning

Applying deep learning to medical research with limited data is challenging. This study focuses on addressing this difficulty through a case study, predicting acute respiratory failure (ARF) in patients with acute pesticide poisoning. Commonly, out-of-distribution (OOD) data are overlooked during mo...

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Bibliographic Details
Main Authors: Inyong Jeong, Yeongmin Kim, Nam-Jun Cho, Hyo-Wook Gil, Hwamin Lee
Format: Article
Language:English
Published: MDPI AG 2024-01-01
Series:Mathematics
Subjects:
Online Access:https://www.mdpi.com/2227-7390/12/2/237