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The patent badge is an abbreviated version of the USPTO patent document. The patent badge does contain a link to the full patent document.

The patent badge is an abbreviated version of the USPTO patent document. The patent badge covers the following: Patent number, Date patent was issued, Date patent was filed, Title of the patent, Applicant, Inventor, Assignee, Attorney firm, Primary examiner, Assistant examiner, CPCs, and Abstract. The patent badge does contain a link to the full patent document (in Adobe Acrobat format, aka pdf). To download or print any patent click here.

Patent No.:

US 12451245 B1

PDFFull Text
Date of Patent:
Oct. 21, 2025

Filed:

Dec. 23, 2019

Prediction of usage or compliance

Applicant:

Resmed Pty Ltd, Bella Vista, AU;

Inventors:

Nathan Zersee Liu, Sydney, AU;

Sakeena De Souza, Sydney, AU;

Oleksandr Gromenko, Singapore, SG;

Assignee:

ResMed Pty Ltd, Bella Vista, AU;

Attorney:

NIXON PEABODY LLP

Primary Examiner:

Devin C Hein

Int. Cl.
CPC ...
G16H 40/67 (2018.01); A61M 16/06 (2006.01); G16H 10/60 (2018.01); G16H 20/40 (2018.01); G16H 50/30 (2018.01); A61M 16/16 (2006.01);
U.S. Cl.
CPC ...
G16H 40/67 (2018.01); A61M 16/0616 (2014.02); G16H 10/60 (2018.01); G16H 20/40 (2018.01); G16H 50/30 (2018.01); A61M 16/16 (2013.01); A61M 2202/0208 (2013.01);
Abstract

Systems and methods have been developed to increase user compliance and adherence to various devices and services including respiratory therapy devices, exercise equipment, and online or other software services. For instance, in some examples the disclosed technology may monitor usage data output from a respiratory therapy device, exercise equipment or computer software program to determine, based on the trends of usage, when a user is likely to terminate or reduce usage within a specified time window. Flagging a user may also trigger further actions to automatically intervene before the user terminates engagement with the service.

Find Patent Forward Citations

Liu, Nathan. (2025). Prediction of usage or compliance (U.S. Patent No. 12451245). U.S. Patent and Trademark Office. https://idiyas.com/patent/badge/12451245

Data source: USPTO (United States Patent and Trademark Office) public patent records. Weekly synchronization. How IDiyas builds this profile

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