Patent ID: 11922827
Assignee: OBRIZUM GROUP LTD.
Field: Control (Instruments)
Classification: CPC G | IPC G

Claim 17:
18. A method of testing knowledge of a subject, wherein the method comprises:
generating, by a processor, a database arrangement of nodes corresponding to content modules of a knowledge assessment, wherein each of the nodes comprises a set of numeric attributes and weights associated with at least one of a difficulty of the content modules or a theme of the content modules;
generating, by the processor, in a data memory associated with the processor, a multi-dimensional space with multiple axes based upon the database arrangement of nodes;
capturing a response from the subject to a content module of the content modules corresponding to a node of the database arrangement of nodes, wherein the response is captured using a graphical user interface (GUI) arrangement in communication with the processor, and wherein the capturing includes providing a question related to the content module and a set of sliders via the GUI to indicate a confidence metric value for a confidence metric indicating a confidence of a user in an answer to the question and receiving a selection of a slider of the set of sliders, each slider in the set of sliders being associated with a potential answer, wherein each slider in the set of sliders has an arrangement relative to an orientation of the GUI, the arrangement comprising a vertical or horizontal orientation;
determining, by the processor, a probability of success in the response from the subject as perceived by the subject as the confidence metric, wherein the confidence metric value is obtained from the subject using the slider;
providing, by the processor, the response from the user and the confidence metric to a machine learning algorithm;
determining, by the processor, using the machine learning algorithm, a probability distribution of success on a next node of the nodes of the database arrangement using a Bayesian network and based upon a success of the response from the user and the confidence metric;
ranking, by the processor, the nodes of the database arrangement based upon a weight that is a function of the probability distribution of success;
modularizing and representing the content modules to the user as a schedule based upon the ranking of the nodes of the database arrangement;
capturing, at least a second time, the response from the subject to the content module of the content modules corresponding to the node of the database arrangement of nodes, wherein the capturing at least the second time includes providing the question related to the content module and the set of sliders via the GUI and automatically and dynamically switching the arrangement of at least one slider in the set of sliders relative to the orientation of the GUI.