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    Differentiating Emphysema From Emphysema-Dominated COPD Patients with CT Imaging Feature and Machine Learning by Guo W, Li M, Li Y, Fan X, Wu L

    Published 2025-07-01
    “…These findings may contribute to improved diagnosis, phenotyping, and management strategies in emphysema and COPD.Keywords: quantitative computed tomography, emphysema, emphysema-dominant COPD, chronic obstructive pulmonary disease, computed tomography…”
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    A machine learning framework for short-term prediction of chronic obstructive pulmonary disease exacerbations using personal air quality monitors and lifestyle data by M. Atzeni, G. Cappon, J. K. Quint, F. Kelly, B. Barratt, M. Vettoretti

    Published 2025-01-01
    “…Abstract Chronic Obstructive Pulmonary Disease (COPD) is a heterogeneous disease with a variety of symptoms including, persistent coughing and mucus production, shortness of breath, wheezing, and chest tightness. …”
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    Relationships between vitamin C intake and COPD assessed by machine learning approaches from the NHANES (2017–2023) by Xinxin Tao, Xianwei Ye, Xianwei Ye

    Published 2025-05-01
    “…Variance Inflation Factor (VIF) eliminated highly collinear variables. Machine learning methods (LASSO, Random Forest, and XGBoost) screened variables. …”
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    Development of a deep learning model to predict smoking status in patients with chronic obstructive pulmonary disease: A secondary analysis of cross-sectional national survey by Sudarshan Pant, Hyung Jeong Yang, Sehyun Cho, EuiJeong Ryu, Ja Yun Choi

    Published 2025-04-01
    “…Objective This study aims to develop and validate a deep learning model to predict smoking status in patients with chronic obstructive pulmonary disease (COPD) using data from a national survey. …”
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    Airway-microbiome-driven mechanisms of disease during optimised self-management: a lesson learned from mechanistic study of the Colour-COPD trial by Alice M Turner, Daniella Spittle, Karl Staples, David Cleary

    Published 2025-05-01
    “…Conclusion Although we are not able to address our objectives of describing the airway microbiome in a primary care chronic obstructive pulmonary disease population, and describing the relationship between antibiotic consumption and changes in airway microbiome during the term of the award, we were able to learn lessons about matching mechanistic work to trials. …”
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    Electrophysiological assessment of the effects of obstructive sleep apnea on cognition. by Ethem Gelir, Cenk Başaran, Sibel Bayrak, Süha Yağcıoğlu, Murat Timur Budak, Hikmet Fırat, Pekcan Ungan

    Published 2014-01-01
    “…We used electrophysiological measures to investigate the effects of obstructive sleep apnea on attention, learning, and memory. …”
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