Evaluating robustness of a generalized linear model when applied to electronic health record data accessed using an Open API

Article Health Care Sciences & Services

Development and Application of an Open Tool for Sharing and Analyzing Integrated Clinical and Environmental Exposures Data: Asthma Use Case

Karamarie Fecho et al.

Summary: This study demonstrates the use of the open-source ICEES as a tool for exposing and exploring integrated clinical and environmental data. The results show significant associations between factors such as proximity to major roadways or highways, exposure to high levels of particulate matter or ozone, female sex, Caucasian race, low residential density, lack of health insurance, low household income, and asthma exacerbations.

JMIR FORMATIVE RESEARCH (2022)

添加到收藏夹

Article Environmental Sciences

Open Application of Statistical and Machine Learning Models to Explore the Impact of Environmental Exposures on Health and Disease: An Asthma Use Case

Bo Lan et al.

Summary: ICEES provides an integrated approach for analyzing clinical and environmental exposure data at the patient level. Three multivariate methods were used to identify predictors of asthma exacerbations, with significant variables including prednisone, race, airborne particulate exposure, obesity, and sex. The results from generalized linear models and machine learning methods were consistent in predicting asthma exacerbations.

INTERNATIONAL JOURNAL OF ENVIRONMENTAL RESEARCH AND PUBLIC HEALTH (2021)

添加到收藏夹

Article Health Care Sciences & Services

Columbia Open Health Data for COVID-19 Research: Database Analysis

Junghwan Lee et al.

Summary: COVID-19 has posed a threat to the health of tens of millions of people worldwide. COHD-COVID is a publicly accessible database providing clinical data for hospitalized patients with COVID-19, influenza, and general hospitalized patients, aiming to offer researchers and clinicians quantitative measures of COVID-19-related clinical features to better understand and combat the pandemic.

JOURNAL OF MEDICAL INTERNET RESEARCH (2021)

添加到收藏夹

Article Computer Science, Interdisciplinary Applications