Predictive Analytics

 

Here's an example of one of the major analyses I've performed with a detailed description in the video below.  The interactive calculator can be used to estimate predicted probabilities for injured older adults 1 year following hospitalization.  

Disclaimer: Information on this page should not be used to make clinical decisions.  

Description of a prediction model for injured older adult outcomes. I delivered an almost identical presentation at CANS 2018.

Other projects on which I'm currently working include:

  • Modeling strategies for in-hospital cardiopulmonary arrest (with a focus on how to handle repeated measures as well as how to incorporate clinicians' documentation as a proxy for their intuition)

  • Predictors of anti-hyperglycemic medication intensification with time-to-event analyses

  • Identification of appropriate vital sign measurement frequency for hospitalized patients