US 12,393,610 B2
Cognition management system and methods for managing research and development activity
Steven Scott Lehmann, Chicago, IL (US); Eamon Kenneth Duede, Chicago, IL (US); and Jeremy Lawrence Langsam, Chicago, IL (US)
Assigned to Portal Innovations, LLC, Chicago, IL (US)
Filed by Portal Innovations, LLC, Chicago, IL (US)
Filed on May 3, 2024, as Appl. No. 18/654,462.
Claims priority of provisional application 63/559,025, filed on Feb. 28, 2024.
Claims priority of provisional application 63/463,707, filed on May 3, 2023.
Prior Publication US 2024/0370464 A1, Nov. 7, 2024
Int. Cl. G06F 16/28 (2019.01); G06F 16/22 (2019.01); G06F 16/25 (2019.01); G06F 16/31 (2019.01); G06F 16/334 (2025.01); G06F 16/35 (2025.01); G06N 20/00 (2019.01)
CPC G06F 16/285 (2019.01) [G06F 16/2264 (2019.01); G06F 16/258 (2019.01); G06F 16/316 (2019.01); G06F 16/3347 (2019.01); G06F 16/35 (2019.01); G06N 20/00 (2019.01)] 17 Claims
OG exemplary drawing
 
1. A computer implemented method comprising:
identifying nodes from content from different data sources, wherein the content includes grant information, a technical publication, or a legal publication and each node corresponds to one of a person or an organization associated with technical data;
associating at least one content item from the different data sources to a corresponding node;
normalizing vectors identifying features of each content item based on word differences of common features associated with the different data sources;
generating embeddings associated with each content item based on normalized vectors associated with each content item;
in response to a user input query to map at least one property or classification pertaining to scientific research associated with a first node between a first time and a second time, wherein the user input query identifies the node associated with a cluster associated with the scientific research, the at least one property or classification of the scientific research, the first time, and the second time;
determining a displacement of the first node along an axis representing the at least one property or classification of the at least one property or classification pertaining to the scientific research between the first time and the second time relative to other nodes of the cluster based on the user input query and the embeddings associated with the at least one property or classification;
determining a centroid displacement of the cluster associated with the first node and the other nodes between the first time and the second time based on the user input query; and
displaying a visualization of temporal evolution of the at least one property or classification pertaining to the scientific research relative to the centroid displacement, wherein the visualization includes the displacement of the first node with the other nodes along the axis illustrating a change in the first node and the other nodes between the first time and the second time with respect to the at least one property or classification pertaining to the scientific research.