I'm working as medical doctor, pulmonologist in Korea. I'm also interested in artificial intelligence used in the medical field. The first of my paper using deep learning is about the prediction of bacteremia in surgical patients. If you are interested in my paper and code, you can see my research gate. (https://www.researchgate.net/profile/Hyungjun-Park-2)And the second paper is under review, which is about multiclass classification of etiology for pleural effusion. The second paper focused on visualizing the uncertainty of prediction by t-SNE and UMAP. All of the code is developed by myself. You can see the code in my GitHub (https://github.com/podkd87/pleural-effusion). Moreover, using GPT-3.5, I made a auto-extraction of disease from radiologic report via huggingface. You can see my app (https://huggingface.co/spaces/medical-project/extract_disease) and how to use in Youtube (https://www.youtube.com/watch?v=0SCXPpagM28&feature=youtu.be). If you are interested in my profile, please contact me.