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

Claim 0:
1. A learning management system comprising:
a display; and
a processing element in electronic communication with the display, the processing element configured to perform operations comprising:
generate a multi-dimensional space comprising a plurality of nodes, wherein the plurality of nodes correspond to a plurality of content items and comprise a set of numeric attributes and weights associated with at least one of a difficulty of the plurality of content items and a theme of the plurality of content items;
output, to the display and via a graphical user interface (GUI), a first content item of the plurality of content items corresponding to a first node of the plurality of nodes and first one or more questions related to the first content item, wherein the first one or more questions is associated with a set of potential answers;
prompt a user to select, for each of the first one or more questions, an answer of the set of potential answers via the GUI;
provide, via the GUI and for each of the one or more questions, a set of sliders to indicate a confidence metric value for a confidence metric, the confidence metric indicating a confidence of the user in the answer, wherein each slider in the set of sliders corresponds to a respective potential answer of the set of potential answers, and 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;
receive a selection of a slider of the set of sliders, wherein the selected slider is associated with the answer, the selection indicating the confidence metric value for the confidence metric;
identify a second node from the plurality of nodes in the multi-dimensional space based on a probability distribution of success on the second node, wherein the probability distribution of success is determined using a Bayesian network and based on the selected answer and the confidence metric value for the first node;
output, to the display and via the GUI, based on the second node, second one or more questions related to the second content item;
output, to the display and via the GUI, the first one or more questions related to the first content item at least a second time, wherein the set of sliders is outputted to the display via the GUI when the first one or more questions is outputted at least the second time; and
automatically and dynamically switch the arrangement of at least one slider in the set of sliders relative to the orientation of the GUI when the first one or more questions related to the first content item is outputted at least the second time.