Notes
1. There are also applications where unordered categorical responses are modelled but these are rarely used.
2. The article actually uses the alternative −(θ − bi ) instead of (αi + θj ) but adding a subscript for person makes matters clearer, as does the use of Greek symbols throughout rather than mixing Latin and Greek.