An Attention Model With Transfer Embeddings to Classify Pneumonia-Related Bilingual Imaging Reports: Algorithm Development and Validation.
Hyung Jun ParkMin SongEun Byul LeeBo Kyung SeoChang-Min ChoiPublished in: JMIR medical informatics (2021)
Our method showed excellent performance in classifying pneumonia in bilingual radiologic reports. The method could enrich the research on pneumonia by obtaining exact outcomes from electronic health data.
Keyphrases
- public health
- healthcare
- respiratory failure
- community acquired pneumonia
- machine learning
- high resolution
- mental health
- adverse drug
- working memory
- deep learning
- big data
- emergency department
- electronic health record
- health information
- intensive care unit
- density functional theory
- climate change
- neural network
- mechanical ventilation
- extracorporeal membrane oxygenation
- molecular dynamics
- fluorescence imaging