公开(公告)号：US20230186115A1

公开(公告)日：2023-06-15

申请号：US18066254

申请日：2022-12-14

Applicant: Dexcom, Inc.

Inventor： Afshan A. KLEINHANZL ,  Alexander Michael DIENER ,  Adam G. NOAR, JR. ,  Stacey Lynne FISCHER ,  Chad M. PATTERSON ,  Carly Rose OLSON ,  Michiko Araki KELLEY ,  Amit Premal JOSHIPURA ,  Spencer Troy FRANK ,  Qi AN ,  Abdulrahman JBAILY ,  Sophia PARK ,  Justin Yi-Kai LEE ,  Joost Herman VAN DER LINDEN ,  Mark DERDZINSKI

IPC: G06N5/022

CPC classification number: G06N5/022

Abstract: Systems, devices, and methods for data collection and development as well as providing user interaction policies are provided. In one embodiment, a method includes collecting contextual data for a first subset of a plurality of users. The method further includes generating a first set of contextual profiles for the first subset of the plurality of users based on the collected contextual data. Additionally, the method includes training one or more imputation models to develop the contextual data for the second subset of the plurality of users. The method also includes generating the contextual data for the second subset of the plurality of users using the one or more imputation models. Further, the method includes generating a second set of contextual profiles for the second subset of the plurality of users based on the generated contextual data for the second subset of the plurality of users.