The scientist domain-centric user interface system may prompt the user to supply scientist-centric information expressed utilizing terminology of a scientific domain, such as biology or analytical chemistry. A translation system then generates control parameters to control the search algorithm, thus relieving the user from having to learn how select and configure the algorithm control parameters directly.