Opioid prescribing residuals
An applied modeling project for finding high-residual prescribing patterns after accounting for expected variation.
What it is
An applied ML project around provider-level opioid prescribing patterns in CMS data. The model estimates expected prescribing behavior from provider, patient, prescription, specialty, and geography attributes, then focuses on high-residual cases where observed behavior is higher than expected.