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Abbreviations ABLE: Asan Biomedical Research Environment database AMC: Asan Medical Center AI: Artificial intelligence AUROC: Area under the receiver operating characteristic curve BERT: Bidirectional encoder representation from transformers CABG: Coronary artery bypass grafting CKD: Chronic kidney disease CNN: Convolutional neural network CVD: Cardiovascular disease DB: Database DL: Deep learning DM: Diabetes mellitus EMR: Electronic medical record RF: Random forest GPT: Generative pre-trained transformer HF: Heart failure ICD: International Classification of Diseases of the World Health Organization IS: Ischemic stroke LOS: Length of stay LR: Logistic regression MACE: Major adverse cardiovascular events MI: Myocardial infarction MIMIC: Medical information mart for intensive care ML: Machine learning MLM: Masked language model NLP: Natural language processing OHE: One-hot encoding PAID: Patient identification PCI: Percutaneous coronary intervention PLMs: Pre-training language model RNN: Recurrent neural network RWE: Real-world evidence SVM: Support vector machine TG: Triglycerides T5: Text-to-Text Transfer Transformer t-SNE: t-distributed stochastic neighbor embedding W2V: Word2vec XGBoost: Extreme gradient boosting References Kim HS, Lee S, Kim JH

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The study included 42 patients with knee joint disorder associated with ruptured ruptured Baker cysts who were treated by ultrasonographic guided aspiration of fluid from the cyst and different points from the calf then intra-lesional injection of corticosteroids once or twice, one week apart

Not for use in diagnostic procedures.

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