AIMC Topic: Idiopathic Interstitial Pneumonias

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Novel 3D-based deep learning for classification of acute exacerbation of idiopathic pulmonary fibrosis using high-resolution CT.

BMJ open respiratory research Mar 9, 2024
PURPOSE: Acute exacerbation of idiopathic pulmonary fibrosis (AE-IPF) is the primary cause of death in patients with IPF, characterised by diffuse, bilateral ground-glass opacification on high-resolution CT (HRCT). This study proposes a three-dimensi...
Humans Tomography, X-Ray Computed Deep Learning ROC Curve Idiopathic Pulmonary Fibrosis Idiopathic Interstitial Pneumonias
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Deep learning diagnostic and severity-stratification for interstitial lung diseases and chronic obstructive pulmonary disease in digital lung auscultations and ultrasonography: clinical protocol for an observational case-control study.

BMC pulmonary medicine Jun 2, 2023
BACKGROUND: Interstitial lung diseases (ILD), such as idiopathic pulmonary fibrosis (IPF) and non-specific interstitial pneumonia (NSIP), and chronic obstructive pulmonary disease (COPD) are severe, progressive pulmonary disorders with a poor prognos...
Humans Artificial Intelligence Adult Pulmonary Disease, Chronic Obstructive Quality of Life Lung Case-Control Studies Deep Learning Ultrasonography Observational Studies as Topic Idiopathic Pulmonary Fibrosis Lung Diseases, Interstitial Auscultation Respiratory Sounds Clinical Protocols Idiopathic Interstitial Pneumonias
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Content-Based Image Retrieval of Chest CT with Convolutional Neural Network for Diffuse Interstitial Lung Disease: Performance Assessment in Three Major Idiopathic Interstitial Pneumonias.

Korean journal of radiology Oct 21, 2020
OBJECTIVE: To assess the performance of content-based image retrieval (CBIR) of chest CT for diffuse interstitial lung disease (DILD).
Humans Neural Networks, Computer Databases, Factual Retrospective Studies Tomography, X-Ray Computed Image Processing, Computer-Assisted Diagnosis, Differential Thorax Idiopathic Interstitial Pneumonias Cryptogenic Organizing Pneumonia
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Classification of usual interstitial pneumonia in patients with interstitial lung disease: assessment of a machine learning approach using high-dimensional transcriptional data.

The Lancet. Respiratory medicine May 20, 2015
BACKGROUND: Idiopathic pulmonary fibrosis is a progressive fibrotic lung disease that distorts pulmonary architecture, leading to hypoxia, respiratory failure, and death. Diagnosis is difficult because other interstitial lung diseases have similar ra...
Humans Machine Learning Female Reproducibility of Results Sensitivity and Specificity Male Middle Aged Lung Diagnosis, Differential Biopsy Idiopathic Interstitial Pneumonias
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Transcriptional phenotyping of fibrotic lung disease: a new gold standard?

The Lancet. Respiratory medicine May 20, 2015
Humans Machine Learning Female Male Idiopathic Interstitial Pneumonias
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