Reagent strips reader for analytes measurement in body fluids connected to a smartphone with emergency function

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.