Merative US L.p.

International Business Machines Corporation

Ashwin Dhinesh Kumar

Donna N Eng Dillenberger

Venkat K Balagurusamy

Bruce Light Hillsberg

Mark Dudman

Ramani Ranjan Routray

Joseph W Ligman

Prabhakar Nandavar Kudva

Vince Siu

Matthew Harrison Tong

Sahil Dureja

Ramani R Routray

An approach for providing a cap with an embedded high-resolution lens and a sampling insert that is used during an authentication of a composition of a liquid in a container sealed by the cap. The cap has a top portion of a cap with an opening, a sampling insert inside the opening in the top portion of the cap, and a high-resolution lens inside an opening in the sampling insert.

Enhanced liquid container for liquid authentication

Techniques are provided detecting diluted drugs using machine learning. Measurements and images corresponding to a product are obtained, wherein the product is formulated as a liquid, and wherein the measurements and images capture physical, spectral, optical, and/or chemical properties of the product. The measurements and images are provided to a machine learning model, wherein the machine learning model is trained using data generated from interactive learning modules (e.g., a generative adversarial network). The machine learning model detects whether the product or chemical is a real or counterfeit product. In addition, these techniques may be used by practitioners (e.g., medical personnel dispensing a prescribed dosage of a drug with a specific dilution level) to detect prescription errors at the point of administration.

Artificial intelligence for robust drug dilution detection

Techniques are provided for detecting counterfeit products. Measurements and images corresponding to a product are obtained, wherein at least a portion of the measurements or images are obtained from a mobile/IoT/IoB device. The measurements and images are provided to a trained machine learning model to progressively analyze the measurements and images. Based on the progressive analysis, a determination/prediction is made with an associated confidence score as to whether the product is real or counterfeit.

Counterfeit pharmaceutical and biologic product detection using progressive data analysis and machine learning

A method, a computer program product, and a computer system for classifying bacteria. The method comprises extracting a morphology signature corresponding to one or more bacteria and extracting a motility signature corresponding to the one or more bacteria. The method further comprises merging the morphology signature and the motility signature into a merged vector signature and classifying the one or more bacteria based on the merged vector signature.

Bacteria classification

Growing community of inventors

Ossining, NY, United States of America

Ashwin Dhinesh Kumar