Article

Leveraging Deep Learning of Chest Radiograph Images to Identify Individuals at High Risk for Chronic Obstructive Pulmonary Disease

2024-11-15

Abstract excerpt

<h4>SUMMARY</h4> <h4>Background</h4> This study assessed whether deep learning applied to routine outpatient chest X-rays (CXRs) can identify individuals at high risk for incident chronic obstructive pulmonary disease (COPD). <h4>Methods</h4> Using cancer screening trial data, we previously developed a convolutional neural network (CXR-Lung-Risk) to predict lung-related mortality from a CXR image. In this study, w...

Topics

Open a Topic to create a Post that cites this publication.

Identifiers and source

Literature Corpus work: c46e6ff6-cbbf-571f-954a-d88eb570b793
DOI: 10.1101/2024.11.14.24317055

Open publication

Related research

Semantic proximity does not establish scientific evidence.

Click a neighbor to travelStep 1 · 12 closest

Leveraging Deep Learning of Chest Radiograph Images to Identify Individuals at High Risk for Chronic Obstructive Pulmonary DiseaseDOI 10.1101/2024.11.14.24317055Read

Light Convolutional Neural Network to Detect Chronic Obstructive Pulmonary Disease (COPDxNet): A Multicenter Model Development and External Validation StudySemantic proximity Read

Deep Learning Integration of Chest CT Imaging and Gene Expression Identifies Novel Aspects of COPDSemantic proximity Read

Detection and Staging of Chronic Obstructive Pulmonary Disease Using a Computed Tomography-based Weakly Supervised Deep Learning ApproachSemantic proximity Read

Transformative Approach for Prediction of Lung Disease Using Lung X-ray ImagesSemantic proximity Read

Comparative Analysis of Deep Learning Architectures for Multi-Disease Classification of Chest X-raysSemantic proximity Read

A hybrid computer vision model to predict lung cancer in diverse populationsSemantic proximity Read

Deep Learning Estimation of Small Airways Disease from Inspiratory Chest CT is Associated with FEV<sub>1</sub>Decline in COPDSemantic proximity Read

AI-Assisted Pneumonia Detection, Localisation and Report Generation from Chest X-raysSemantic proximity Read

Fibrosis-Net: A Tailored Deep Convolutional Neural Network Design For Prediction of Pulmonary Fibrosis Progression From Chest CT ImagesSemantic proximity Read

Chest-X-ray Based Deep Learning Model for Anemia Detection Insights from a Large Hospital CohortSemantic proximity Read

Deep-learning convolutional neural networks with transfer learning accurately classify COVID19 lung infection on portable chest radiographsSemantic proximity Read

Diagnostic Accuracy of an Offline CNN Framework Utilizing Multi-View Chest X-Rays for Screening 14 Co-Occurring Communicable and Non-Communicable DiseasesSemantic proximity Read