Abstract: Disclosed herein are system and method for generative assessment item development, encoding & analysis, wherein the generative assessment item includes a question and a plurality of possible responses to the question, the plurality of possible responses comprising at least two responses that are not independent, and wherein the plurality of responses are non-dichotomous.
Abstract: Disclosed herein are systems, media, and method for training machine learning algorithms to identify an existence of a characteristic, a probability of the existence of the characteristic, or both for each a plurality of students comprising collecting a first plurality and second plurality of concatenated answers, creating a first training set comprising the collected sets of concatenated answers, and training the machine learning algorithm in a first stage using the first training set.