Comparison of Feature Selection Methods and Machine Learning Classifiers for Predicting Chronic Obstructive Pulmonary Disease Using Texture-Based CT Lung Radiomic Features

A Novel CT-Based Radiomics Features Analysis for Identification and Severity Staging of COPD

(2022) Zongli Li et al.   ACADEMIC RADIOLOGY

Quantitative CT Lung Imaging and Machine Learning Improves Prediction of Emergency Room Visits and Hospitalizations in COPD

(2022) Amir Moslemi et al.   ACADEMIC RADIOLOGY

Breast Tumor Characterization Using [18F]FDG-PET/CT Imaging Combined with Data Preprocessing and Radiomics

(2021) Denis Krajnc et al.   Cancers

Acute Exacerbation of a Chronic Obstructive Pulmonary Disease Prediction System Using Wearable Device Data, Machine Learning, and Deep Learning: Development and Cohort Study

(2021) Chia-Tung Wu et al.   JMIR mHealth and uHealth

Spatial Dependence of CT Emphysema in Chronic Obstructive Pulmonary Disease Quantified by Using Join-Count Statistics

(2021) Sukhraj Virdee et al.   RADIOLOGY

Impact of image pre-processing methods on computed tomography radiomics features in chronic obstructive pulmonary disease

(2021) Ryan C Au et al.   PHYSICS IN MEDICINE AND BIOLOGY

Inter‐ and Intra‐software Reproducibility of Computed Tomography Lung Density Measurements

(2020) Miranda Kirby et al.   MEDICAL PHYSICS

The Image Biomarker Standardization Initiative: Standardized Quantitative Radiomics for High-Throughput Image-based Phenotyping

(2020) Alex Zwanenburg et al.   RADIOLOGY

A systematic review shows no performance benefit of machine learning over logistic regression for clinical prediction models

(2019) Evangelia Christodoulou et al.   JOURNAL OF CLINICAL EPIDEMIOLOGY

Airway wall thickening on CT: Relation to smoking status and severity of COPD

(2018) Jean-Paul Charbonnier et al.   RESPIRATORY MEDICINE

Precision of quantitative computed tomography texture analysis using image filtering

(2017) Koichiro Yasaka et al.   MEDICINE

Outlier detection and removal improves accuracy of machine learning approach to multispectral burn diagnostic imaging

(2015) Weizhi Li et al.   JOURNAL OF BIOMEDICAL OPTICS

Machine Learning methods for Quantitative Radiomic Biomarkers

(2015) Chintan Parmar et al.   Scientific Reports

Advanced Statistical Matrices for Texture Characterization: Application to Cell Classification

(2013) Guillaume Thibault et al.   IEEE TRANSACTIONS ON BIOMEDICAL ENGINEERING

Global Strategy for the Diagnosis, Management, and Prevention of Chronic Obstructive Pulmonary Disease

(2012) Jørgen Vestbo et al.   AMERICAN JOURNAL OF RESPIRATORY AND CRITICAL CARE MEDICINE

Canadian Cohort Obstructive Lung Disease (CanCOLD): Fulfilling the Need for Longitudinal Observational Studies in COPD

(2012) Jean Bourbeau et al.   COPD-Journal of Chronic Obstructive Pulmonary Disease

Quantifying the Extent of Emphysema:

(2011) Hester A. Gietema et al.   ACADEMIC RADIOLOGY

Rapid Fall in Lung Density Following Smoking Cessation in COPD

(2011) Saher B. Shaker et al.   COPD-Journal of Chronic Obstructive Pulmonary Disease

COPD prevalence is increased in lung cancer, independent of age, sex and smoking history

(2009) R. P. Young et al.   EUROPEAN RESPIRATORY JOURNAL

Systemic manifestations and comorbidities of COPD

(2009) P. J. Barnes et al.   EUROPEAN RESPIRATORY JOURNAL