SMARTtest is a smartphone app for facilitating HIV, syphilis, and COVID-19 self- and partner-testing, diagnosis of results, and linkage to care. This page contains a figure illustrating the backend machine learning pipeline used to predict the results based on an image of the INSTI test kit (for HIV and syphilis testing) submitted by the user.