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.

Date of Patent:
Mar. 17, 2026

Filed:

Jun. 22, 2021
Applicant:

Cytiva Sweden Ab, Uppsala, SE;

Inventors:

Tobias Soderman, Uppsala, SE;

Olof Karlsson, Uppsala, SE;

Paul E. Belcher, Marlborough, MA (US);

Assignee:

CYTIVA SWEDEN AB, Uppsala, SE;

Attorney:
Primary Examiner:
Int. Cl.
CPC ...
G01N 21/27 (2006.01); G16C 20/50 (2019.01); G16C 20/70 (2019.01);
U.S. Cl.
CPC ...
G01N 21/272 (2013.01); G16C 20/50 (2019.02); G16C 20/70 (2019.02);
Abstract

Disclosed is a method for classifying monitoring results from an analytical sensor system (), by allowing () a first set of analyte sample solutions to interact with a ligand () and acquiring () a set of response data, extracting () at least one interaction parameter from the response data, and for each analyte sample solution providing () a trained machine learning algorithm with the interaction parameter(s). The trained machine learning algorithm classifies () each analyte sample solution based on the interaction parameter(s) into at least one quality classification group indicative of the interaction of the analyte sample solution with the ligand (). The machine learning algorithm is trained () using a set of interaction parameters extracted from response data obtained from interactions between a second set of analyte sample solutions with at least one ligand (), and at least one quality classification group indicative of the interaction of the analyte sample solution with the ligand ().


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