--- tags: - generated_from_trainer metrics: - precision - recall - f1 - accuracy model-index: - name: bert-finetuned-ADEs_model_1 results: [] widget: - text: A key component in tuberculosis treatment called isoniazid, may cause peripheral neuropathy. Vitamin B6 supplementation is often recommended to mitigate this neurological complication. - text: Simvastatin, a cholesterol-lowering medication, can cause myopathy, characterized by muscle pain and weakness. Monitoring creatine kinase levels helps identify and address this adverse effect promptly. - text: Amiodarone, prescribed for various cardiac arrhythmias, may result in thyroid dysfunction as an adverse effect. Regular thyroid function tests are necessary to detect and manage these endocrine complications. - text: Methotrexate, commonly used in the treatment of rheumatoid arthritis, can lead to hepatotoxicity, necessitating regular liver function tests. Close monitoring is crucial to identify early signs of liver damage and adjust treatment accordingly. - text: Clozapine, an atypical antipsychotic, may result in agranulocytosis, a serious condition characterized by a severe reduction in white blood cell count. Regular blood monitoring is essential for patients on clozapine to promptly detect and manage this potentially life-threatening adverse effect. - text: Lisinopril, prescribed for hypertension, can cause a persistent dry cough as a side effect. Patients experiencing this adverse reaction often require a change in medication to maintain blood pressure control without the bothersome cough. - text: Aspirin, commonly used as an antiplatelet agent, may lead to gastrointestinal bleeding in some patients. This adverse effect is particularly notable in individuals with a history of peptic ulcers or those concurrently taking other medications that increase the risk of bleeding. - text: Metformin, employed to manage type 2 diabetes, may induce stomach discomfort and diarrhea in some patients. It is crucial for those experiencing these symptoms to communicate with their doctor to adjust the dosage or consider alternative medications. - text: Venlafaxine, prescribed for depressive disorders, can lead to discontinuation syndrome when abruptly stopping treatment. A gradual reduction in dosage under medical supervision is advised to prevent this syndrome. - text: Rivaroxaban, used to prevent clot formation, carries a risk of bleeding, especially in older patients or those with liver conditions. Monitoring coagulation levels is essential to ensure safe and effective use. --- # bert-finetuned-ADEs_model_1 This model is a fine-tuned version of [jsylee/scibert_scivocab_uncased-finetuned-ner](https://huggingface.co/jsylee/scibert_scivocab_uncased-finetuned-ner) on the None dataset. It achieves the following results on the evaluation set: - Loss: 0.1938 - Precision: 0.6759 - Recall: 0.6710 - F1: 0.6735 - Accuracy: 0.9132 ## Model description More information needed ## Intended uses & limitations More information needed ## Training and evaluation data More information needed ## Training procedure ### Training hyperparameters The following hyperparameters were used during training: - learning_rate: 5e-07 - train_batch_size: 8 - eval_batch_size: 8 - seed: 42 - optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08 - lr_scheduler_type: linear - num_epochs: 5 ### Training results | Training Loss | Epoch | Step | Validation Loss | Precision | Recall | F1 | Accuracy | |:-------------:|:-----:|:----:|:---------------:|:---------:|:------:|:------:|:--------:| | 0.1987 | 1.0 | 640 | 0.1989 | 0.6618 | 0.6692 | 0.6655 | 0.9116 | | 0.1954 | 2.0 | 1280 | 0.1953 | 0.6710 | 0.6532 | 0.6620 | 0.9132 | | 0.1934 | 3.0 | 1920 | 0.1961 | 0.6586 | 0.6823 | 0.6702 | 0.9120 | | 0.1879 | 4.0 | 2560 | 0.1940 | 0.6727 | 0.6718 | 0.6722 | 0.9133 | | 0.1897 | 5.0 | 3200 | 0.1938 | 0.6759 | 0.6710 | 0.6735 | 0.9132 | ### Framework versions - Transformers 4.18.0 - Pytorch 1.11.0+cu113 - Datasets 2.1.0 - Tokenizers 0.12.1