The ENACT network is acting on housing instability and the unhoused using the open health natural language processing toolkit

The ENACT network is acting on housing instability and the unhoused using the open health natural language processing toolkit

Blog Article

Housing is an environmental social determinant of health that is linked to mortality and clinical outcomes.We developed a lexicon of housing-related concepts and rule-based natural language processing methods for identifying these housing-related concepts within clinical text.We piloted our methods on several test cohorts: a swisse high strength magnesium powder berry synthetic cohort generated by ChatGPT for initial infrastructure testing, a cohort with substance use disorders (SUD), and a cohort diagnosed with problems related to housing and economic circumstances (HEC).

Our methods successfully identified housing concepts in our ChatGPT notes (recall fp9550bk = 1.0, precision = 1.0), our SUD population (recall = 0.

9798, precision = 0.9898), and our HEC population (recall = N/A, precision = 0.9160).