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:
Sep. 17, 2024

Filed:

Apr. 08, 2022
Applicant:

Waters Technologies Ireland Limited, Dublin, IE;

Inventors:

Richard Chapman, Westborough, MA (US);

Simon Meffan-Main, Manchester, GB;

Tracy Hibbs, Nashville, TN (US);

Attorney:
Primary Examiner:
Assistant Examiner:
Int. Cl.
CPC ...
G01N 30/88 (2006.01); G01N 30/06 (2006.01); G01N 30/16 (2006.01); G01N 30/64 (2006.01); G01N 30/86 (2006.01);
U.S. Cl.
CPC ...
G01N 30/16 (2013.01); G01N 30/06 (2013.01); G01N 30/64 (2013.01); G01N 30/8658 (2013.01); G01N 30/8693 (2013.01); G01N 30/8696 (2013.01);
Abstract

Exemplary embodiments provide methods, mediums, and systems for visualization and advanced data science on information collected in an analytical data system. Embodiments identify correlations and patterns in chromatography metadata around areas of potential user error. Correlations between these data sources may point to compliance risk areas. Metadata from the analytical system may be combined with other data sources and/or analytical data to correlate an analytical outcome with compliance artifacts. Supervised and/or unsupervised machine learning techniques may be used to combine these data source and learn correlations between them and compliance risks. The results of these analyses may be displayed on a dashboard, allowing a user to visualize compliance risks across an entire enterprise or supply chain. Automatic notifications of compliance risks may be generated and presented on a user interface. A system may also use pattern recognition to provide insights around potential compliance risks that have not yet occurred.


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