Kautzmann, Tiago, Gabriel de O. Ramos, and PatrĂ­cia A. Jaques. " The use of student knowledge estimates in computer programming in sensor-free detection models of confusion emotion." Proceedings of the 33rd Brazilian Symposium on Computers in Education, Manaus, 2022. SBC, 2022, pp.1196-1208.