Abstract: A portable monitoring strip reader may include one or more light sensors for reading urine monitoring strips. The monitoring strip reader may collect light intensity information and transmit the information to an application on a portable electronic device for analysis. The application may determine concentrations of analytes and diagnose conditions or illnesses where a concentration is too high or too low. In some aspects, the application may use machine learning models such as an anomaly detection model, diagnosis model, and measurement model.

Abstract: A simple and painless device and management system for measuring and analyzing levels of metabolites in urine. The portable, electronic device is easily placed inside a toilet and can wirelessly transmit the collected and synthesized data to smart mobile devices and alert other individuals of dangerous levels detected by the device. The device is self-cleaning and requires no manipulation by the user.