Model: ajtamayoh/Disease_Identification_SonatafyAI_BERT_v1
Author: ajtamayoh
Pipeline: token-classification
Library: transformers
Tags: transformers, tensorboard, safetensors, bert, token-classification, generated_from_trainer, base_model:google-bert/bert-base-cased, base_model:finetune:google-bert/bert-base-cased, license:apache-2.0, endpoints_compatible, region:us
Base models (finetune): id: google-bert/bert-base-cased
Card metadata: license: apache-2.0
base_model: google-bert/bert-base-cased
tags: generated_from_trainer
metrics: precision, recall, f1, accuracy
model-index: name: Disease_Identification_SonatafyAI_BERT_v1
widget: Patient X presented with symptoms of persistent cough, fever, and fatigue, suggestive of a respiratory infection. Upon examination, a chest X-ray revealed infiltrates consistent with pneumonia. Treatment was initiated with antibiotics. Additionally, the patient reported a history of hypertension and was prescribed medication for blood pressure management. During follow-up visits, the patient complained of worsening shortness of breath and chest pain. Further investigations led to a diagnosis of congestive heart failure. Treatment was adjusted accordingly, including diuretics and ACE inhibitors. The patient's EHR also documents previous episodes of asthma exacerbations, for which bronchodilators were prescribed., Patient Y presented with abdominal pain, bloating, and diarrhea, indicative of gastrointestinal distress. Laboratory tests revealed elevated liver enzymes and bilirubin levels, suggesting a hepatobiliary disorder. Further imaging studies confirmed the presence of gallstones and evidence of cholecystitis. The patient underwent a laparoscopic cholecystectomy for gallbladder removal. Additionally, the EHR notes a history of type 2 diabetes mellitus, managed with oral hypoglycemic agents and lifestyle modifications., Patient Z visited the emergency department complaining of severe headache, photophobia, and nausea. Neurological examination revealed signs of meningeal irritation, prompting suspicion of meningitis. Lumbar puncture confirmed the diagnosis, with cerebrospinal fluid analysis showing elevated white blood cell count and protein levels. The patient was started on intravenous antibiotics and supportive therapy. The EHR also documents a past medical history of rheumatoid arthritis, for which the patient receives disease-modifying antirheumatic drugs (DMARDs)., Patient W presented with joint pain, swelling, and morning stiffness affecting multiple joints, suggestive of inflammatory arthritis. Physical examination and laboratory tests supported the diagnosis of rheumatoid arthritis, with positive rheumatoid factor and anti-cyclic citrullinated peptide (anti-CCP) antibodies. Treatment was initiated with disease-modifying antirheumatic drugs (DMARDs) and corticosteroids to alleviate symptoms and prevent joint damage. Additionally, the EHR documents a history of asthma, managed with inhaled corticosteroids and bronchodilators., Patient V sought medical attention for recurrent episodes of chest pain, dyspnea, and palpitations. Cardiac evaluation revealed signs of myocardial ischemia on electrocardiogram and elevated cardiac enzymes, indicating acute coronary syndrome. The patient underwent coronary angiography, which confirmed significant coronary artery disease requiring percutaneous coronary intervention (PCI) with stent placement. Furthermore, the EHR notes a past medical history of systemic lupus erythematosus (SLE), managed with immunosuppressive therapy and hydroxychloroquine for disease control.
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Created: 2024-03-28 16:06:13