Systems and methods for operating a modular pulse oximeter platform with interchangeable modules. The method comprises selecting a plurality of modules based on a health context and connecting in a serial manner the plurality of modules and a pulse oximeter platform via a plurality of connection means. The pulse oximeter interprets identification numbers from the plurality modules and operates the connected plurality of modules accordingly. Data received from the plurality of modules are associated with each other or with pulse oximeter data.