Abstract Background The growing necessity of providing better education, notably through the development Adaptive Learning Systems (ALSs), leveraged study several psychological constructs to accurately characterize learners. A concept extensively studied in education is engagement, a multidimensional construct encompassing behavioral expression and motivational backgrounds. This metric can be u...