AIMC Topic: Idiopathic Pulmonary Fibrosis

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Deep Learning-based Outcome Prediction in Progressive Fibrotic Lung Disease Using High-Resolution Computed Tomography.

American journal of respiratory and critical care medicine Oct 1, 2022
Reliable outcome prediction in patients with fibrotic lung disease using baseline high-resolution computed tomography (HRCT) data remains challenging. To evaluate the prognostic accuracy of a deep learning algorithm (SOFIA [Systematic Objective Fib...
Retrospective Studies Tomography, X-Ray Computed Prospective Studies Prognosis Idiopathic Pulmonary Fibrosis Lung Diseases, Interstitial Lung Humans Deep Learning
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A machine-learning based approach to quantify fine crackles in the diagnosis of interstitial pneumonia: A proof-of-concept study.

Medicine Feb 19, 2021
Fine crackles are frequently heard in patients with interstitial lung diseases (ILDs) and are known as the sensitive indicator for ILDs, although the objective method for analyzing respiratory sounds including fine crackles is not clinically availabl...
Female Aged Tomography, X-Ray Computed Middle Aged Disease Progression Aged, 80 and over Male Humans Machine Learning Algorithms Radiography, Thoracic Auscultation Respiratory Sounds Idiopathic Pulmonary Fibrosis Lung Diseases, Interstitial Lung
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Deep Learning of Computed Tomography Virtual Wedge Resection for Prediction of Histologic Usual Interstitial Pneumonitis.

Annals of the American Thoracic Society Jan 1, 2021
The computed tomography (CT) pattern of definite or probable usual interstitial pneumonia (UIP) can be diagnostic of idiopathic pulmonary fibrosis and may obviate the need for invasive surgical biopsy. Few machine-learning studies have investigated ...
Lung Diseases, Interstitial Age Factors Idiopathic Pulmonary Fibrosis Deep Learning Female Aged Retrospective Studies Male Humans Tomography, X-Ray Computed Middle Aged
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Usual Interstitial Pneumonia Can Be Detected in Transbronchial Biopsies Using Machine Learning.

Annals of the American Thoracic Society Nov 1, 2017
RATIONALE: Usual interstitial pneumonia (UIP) is the histopathologic hallmark of idiopathic pulmonary fibrosis. Although UIP can be detected by high-resolution computed tomography of the chest, the results are frequently inconclusive, and pathology f...
Idiopathic Pulmonary Fibrosis Diagnosis, Differential Gene Expression Biopsy Sensitivity and Specificity Male Logistic Models Female Adult Sequence Analysis, RNA Aged Adolescent Middle Aged ROC Curve Machine Learning Humans Aged, 80 and over Cohort Studies Tomography, X-Ray Computed Lung Young Adult
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