Patent attributes
An example system includes a memory, processor, and instructions to receive a set of multidimensional adjudicated claims data, receive metric and lens functions, perform the metric and lens functions on a set of dimensions of the claims data to map claims to a reference space, generate cover of overlapping sets of the reference space, cluster the mapped claims in the reference space using the cover to identify nodes and edges, identify groups of nodes in a graph based on known improperly denied, for each group, identify differentiating drivers, and generate a denials application user interface depicting different cards for each of at least a subset of the identified groups in the graph that includes the known improperly denied claims, each card indicating a set of primary statistics of the claims in the nodes of that group, for each card depicting the differentiating drivers of that group.
