AIMC Topic: Bronchitis, Chronic

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Understanding the importance of key risk factors in predicting chronic bronchitic symptoms using a machine learning approach.

BMC medical research methodology Mar 29, 2019
BACKGROUND: Chronic respiratory symptoms involving bronchitis, cough and phlegm in children are underappreciated but pose a significant public health burden. Efforts for prevention and management could be supported by an understanding of the relative...
Humans Machine Learning Female Risk Factors Asthma Male Surveys and Questionnaires Child Longitudinal Studies Cough Air Pollutants Environmental Exposure Nitrogen Dioxide Bronchitis, Chronic
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Machine learning prediction model with shap interpretation for chronic bronchitis risk assessment based on heavy metal exposure: a nationally representative study.

BMC pulmonary medicine May 22, 2025
BACKGROUND: Chronic bronchitis (CB), as a core precursor of Chronic Obstructive Pulmonary Disease (COPD), is crucial for global disease burden prevention and control. Although the association between heavy metal exposure and respiratory damage has be...
Humans Machine Learning Female Risk Factors Aged Adult Male Middle Aged Risk Assessment ROC Curve Logistic Models Nutrition Surveys Environmental Exposure Cadmium Metals, Heavy Bronchitis, Chronic
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An improved fuzzy C-means clustering algorithm for assisted therapy of chronic bronchitis.

Technology and health care : official journal of the European Society for Engineering and Medicine Jan 1, 2015
BACKGROUND: Bronchitis is considered a non-specific inflammation in the peripheral tissues of the trachea and bronchus. Many therapeutic schemes for chronic bronchitis have been reported in existing research.
Humans Algorithms Computer Simulation Fuzzy Logic Cluster Analysis Data Mining Bronchitis, Chronic
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