A portable electronic device and a related methods are described using an integrated chemical sensor linked to a chemical sensor processing unit and being sensitive to the concentration of a component in a sample of air and one or more contextual sensors not including chemical, temperature and humidity sensors, wherein output from the contextual sensors is linked to a local or remote interpretation processor generating a constraint or correlation set transferred to the chemical sensor processing unit for use in determining a result of a chemical measurement as performed by the chemical sensor.