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The stethoscope has been considered as an invaluable diagnostic tool ever since it was invented in the early 1800s. Our deep learning-based classification would be able to complement the inaccuracies of clinicians' auscultation, and it may aid in the rapid diagnosis and appropriate treatment of respiratory diseases. On the other hand, as a result of respiratory sound classification by different groups showed varying degree in terms of accuracy the overall accuracies were 60.3% for medical students, 53.4% for interns, 68.8% for residents, and 80.1% for fellows. It further classified abnormal lung sounds into crackles, wheezes, or rhonchi with an overall accuracy of 85.7% and a mean AUC of 0.92. It detected abnormal sounds with an accuracy of 86.5% and the area under the ROC curve (AUC) of 0.93.
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We developed the predictive model for respiratory sound classification combining pretrained image feature extractor of series, respiratory sound, and CNN classifier. We utilized deep learning convolutional neural network (CNN) to categorize 1918 respiratory sounds (normal, crackles, wheezes, rhonchi) recorded in the clinical setting. To overcome such limitations, we tried to develop an automated classification of breath sounds. However, accurate interpretation of respiratory sounds requires clinician’s considerable expertise, so trainees such as interns and residents sometimes misidentify respiratory sounds. Detection of abnormal respiratory sounds with a stethoscope is important in diagnosing respiratory diseases and providing first aid. doi:10.Auscultation has been essential part of the physical examination this is non-invasive, real-time, and very informative. Psychiatric symptoms after acute respiratory distress syndrome: a 5-year longitudinal study. doi:10.1038/s4157-0īienvenu OJ, Friedman LA, Colantuoni E, et al.
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Matthay MA, Zemans RL, Zimmerman GA, et al. Extreme obesity is a strong predictor for in-hospital mortality and the prevalence of long-COVID in severe COVID-19 patients with acute respiratory distress syndrome. Acute respiratory distress syndrome.Īmerican Lung Association. National Heart, Lung, and Blood Institute. Rapid-onset acute respiratory distress syndrome after mastectomy in a breast cancer patient: A case report and review of literature. Postpneumonectomy respiratory failure and acute respiratory distress syndrome: risk factors and outcome. Cigarette smokers have exaggerated alveolar barrier disruption in response to lipopolysaccharide inhalation. Moazed F, Burnham EL, Vandivier RW, et al. The effect of alcohol consumption on the risk of ARDS: a systematic review and meta-analysis. COVID-19 acute respiratory distress syndrome (ARDS): clinical features and differences from typical pre-COVID-19 ARDS. Acute respiratory distress syndrome: Clinical features, diagnosis, and complications in adults. doi:10.7573/dic.Īmerican Lung Association. Paediatrics: how to manage acute respiratory distress syndrome. Hon KL, Leung KKY, Oberender F, Leung AK. Diagnosis and management of acute respiratory distress syndrome. Fernando SM, Ferreyro BL, Urner M, Munshi L, Fan E.