ABBOTT DIABETES CARE INC.

A glucose data analysis system includes an on-body unit and a processor. The on-body unit is configured to measure glucose levels of a user. The processor is configured to receive therapy data of the user including glucose data monitored by the on-body unit, analyze daily glucose profiles of the glucose data over an analysis period by a machine learning model, group the daily glucose profiles into two or more patterns based on the analysis performed by the machine learning model, and output a report including identification of the two or more patterns associated with each daily glucose profile. Advantageously the system may identify and visualize patterns of glucose data, identify recurring patterns, identify correlations between patterns and external events (e.g., medication, meals, exercise, sleep, stress, etc.), reduce glycemic variability, streamline analysis with unsupervised machine learning (e.g., no training), and provide recommendations for user intervention or actions based on identified patterns.

Embodiments of the present disclosure relate to analyte determining methods and devices (e.g., electrochemical analyte monitoring systems) that have a sensing surface that includes two or more sensing elements disposed laterally to each other, where the sensing surface is on a working electrode of in vivo and/or in vitro analyte sensors, e.g., continuous and/or automatic in vivo monitoring using analyte sensors and/or test strips. Also provided are systems and methods of using the, for example electrochemical, analyte sensors in analyte monitoring.

Membranes permeable to an analyte may overlay the active sensing region of a sensor to limit the analyte flux and improve the response linearity of the sensor. Temperature variation of the analyte permeability can be problematic in some instances. Polymeric membrane compositions having limited variation in analyte permeability as a function of temperature may comprise: a polymer backbone comprising one or more side chains that comprise a heterocycle; and an amine-free polyether arm appended, via an alkyl spacer or a hydroxy-functionalized alkyl spacer, to the heterocycle of at least a portion of the one or more side chains.

Systems, devices and methods are provided for inserting at least a portion of an in vivo analyte sensor, such as a dermal sensor, for sensing an analyte level in a bodily fluid of a subject. An applicator is positioned against a skin surface and a force is applied to the applicator causing at least a portion of a sharp and an in vivo analyte sensor to be positioned in the body of the subject. In particular, disclosed herein are embodiments of applicators designed to prevent premature sharp withdrawal and/or reduce the likelihood of improper sensor insertion. Also disclosed are embodiments of applicators including sharp modules having an angled sharp which can be configured to create an insertion path for a sensor.

Systems, devices, and methods are provided that allow detection of episodes in analyte measurement, prompting a patient to self-report possible causes for the episodes. Correlation of possible causes with detected episodes assists patient behavior modification to reduce the occurrence of episodes.

The present disclosure includes methods, devices and systems for establishing a connection between a medical device and a remote computing device, receiving an upgrade command at the medical device, storing a current version of persistent data and a current version of executable code in a first storage area of the medical device, transmitting at least the current version of the persistent data to the remote computing device, receiving a second format of the current version of the persistent data and an upgraded version of executable code at the medical device, storing the second format of the current version of the persistent data and the upgraded version of the executable code in a second storage area of the medical device, and executing the upgraded version of the executable code with the second format of the current version of the persistent data.

Systems, devices, kits, and methods are provided herein in the form of example embodiments that relate to calibration of medical devices. The medical devices can be sensors adapted to sense a biochemical attribute. The embodiments can be used to determine calibration information specific to an individual medical device. The embodiments can determine the calibration information by reference to one or more parameters obtained during manufacturing of the medical device. The embodiments can also determine the calibration information by reference to in vitro testing of the medical devices. The embodiments also apply to systems incorporating those medical devices in their use in the field. Also described are embodiments of modifications to surfaces of sensor substrates, such as through applied radiation and/or the creation of a well, to aid in the placement and/or sizing of a sensor element on the substrate.

Provided are dermal sensors and dermal sensor applicator sets to insert at least a portion of a dermal sensor into a dermal layer of a subject, as well as methods of making and using the same.