Andrew P. Michelson, MD


Assistant Professor | Director, Critical Care Informatics Research | Faculty Affiliate, Institute for Informatics | Informaticist | Intensivist | Physician Scientist
I am a physician-scientist committed to innovative, digital healthcare transformation. My interests revolve around the direct application of emerging healthcare technologies and informatics tools within the hospital system to improve the delivery of precision care.

Interests

  • Artificial intelligence/Machine learning
  • Computer vision
  • Critical care outcomes
  • Sepsis
  • Primary graft dysfunction of the lung

Education

  • M.D., Case Western Reserve University, Cleveland, OH
  • Internal Medicine, Washington University in St. Louis
  • Pulmonology & Critical Care Medicine, Washington University in St. Louis

Recent Activity

[publication] Developing approaches to incorporate donor‑lung computed tomography images into machine learning models to predict severe primary graft dysfunction after lung transplantation.
[publication] Machine Learning Feasibility in Cochlear Implant Speech Perception Outcomes – Moving beyond Single Biomarkers for Cochlear Implant Performance Prediction.
[publication] Developing machine learning models to predict primary graft dysfunction after lung transplantation.
[publication] Use of Inhaled Epoprostenol in Patients With COVID-19 Receiving Humidified, High-Flow Nasal Oxygen Is Associated With Progressive Respiratory Failure
[publication] Responsible Imputation of Missing Speech Perception Testing Data & Analysis of 4,739 Observations and Predictors of Performance
[publication] Factors Associated With Variability in the Performance of a Proprietary Sepsis Prediction Model Across 9 Networked Hospitals in the US
[publication] Imputation of missing values for cochlear implant candidate audiometric data and potential applications
[publication] Risk factors for hospital-acquired infection during the SARS-CoV-2 pandemic



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