A computer system generates an initial set of billing codes based on one or more documents representing a patient encounter, such as clinical notes created by a physician. The system includes an upper end having a chamber for accommodating the shackle and a lower end having a chamber for placement of a key. Some embodiments include AWJ mixing tubes comprised of a plurality of connected components.