A close-up of a wall of computer code.

Data Analytics

Big data analytics has emerged as a promising tool for solving problems across many healthcare-related areas. Malone researchers develop and deploy measurement technologies, new methods to structure and mine data, and pioneer new tools for analytics that advance clinical decision support, prediction, and process modeling for healthcare.

Related Projects

Contagion Airborne Transmission inequality

A mathematical model to estimate the risk of airborne transmission of COVID-19, inspired by the Drake equation

Emergency Medicine COVID-19 Modeling and Data Analytics

Data-driven tools and modeling to support Emergency Department (ED) physician disposition decision-making for PUI/COVID patients. 

Face Mask Simulations

Using physics based modeling and simulations of aerodynamics and fluid-structure interaction to characterize the performance of commonly used face masks.

 

Medical Concept Linking

Goals of the project: Associate a text mention with a medical concept in an ontology Creates structured concept tags from medical text...

Predicting Covid-19 Severity with Clustering Techniques

Detecting clusters of people with similar comorbidities and demographic characteristics that may have similar symptoms of Covid-19, and predicting COVID-19 severity in each cluster.

Prediction of Adverse Events in Cardiac Surgery

The Cardiac Surgery Division at the Johns Hopkins Hospital is a highly complex organization that involves multi-disciplinary services and care teams.  The Cardiac Surgery team is routinely monitoring their quality of care, forming and testing hypotheses as to which parts of the care system need to be more efficient. This...

Surveilling the Impact of COVID-19 on Mental Health in the General Population

A multidisciplinary project (psychiatry, computer science, and business) to capture data on mental health and economic impacts of the pandemic.

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