Disclosed are devices for determining an analyte concentration (e.g., glucose). The devices comprise a sensor configured to generate a signal associated with a concentration of an analyte and a sensing membrane located over the sensor. The sensing membrane comprises a biointerface layer which interfaces with a biological fluid containing the analyte to be measured. The biointerface layer can comprises a biointerface polymer, wherein the biointerface polymer comprises polyurethane and/or polyurea segments and one or more zwitterionic repeating units. The sensing membrane can also comprise an enzyme layer, wherein the enzyme layer comprises an enzyme and a polymer comprising polyurethane and/or polyurea segments and one or more zwitterionic repeating units. The sensing membrane can also comprise a diffusion-resistance layer, which can comprise a base polymer having a lowest Tg of greater than −50 C.

Disclosed herein are techniques related to delivery of correction boluses. In some embodiments, the techniques involve obtaining data indicative of an ongoing glycemic response to a meal; and causing delivery of one or more correction boluses to at least partially counteract the ongoing glycemic response to the meal.

A subcutaneous sensor for use with a continuous glucose monitor includes a reference electrode, a working electrode, and a composition for releasing nitric oxide (NO). The reference electrode includes a reference substrate and an ion limiting layer over the reference substrate. The working electrode includes a conductive substrate, an interference layer over the conductive substrate, an enzyme layer over the interference layer, and a glucose limiting layer. The enzyme layer has an enzyme for reacting with in-vivo glucose in body fluid of a patient. The glucose limiting layer is over the enzyme layer and limits an amount of the in-vivo glucose from the body fluid of the patient that passes to the enzyme layer. The composition for releasing nitric oxide (NO) includes a NO release compound, a hydrophilic material and a hydrophobic material. The composition is on the reference electrode.

Systems and methods for detecting noise episodes and processing analyte sensor data responsive thereto. In some embodiments, processing analyte sensor data includes filtering the sensor data to reduce or eliminate the effects of the noise episode on the signal.

Diabetes prediction using glucose measurements and machine learning is described. In one or more implementations, the observation analysis platform includes a machine learning model trained using historical glucose measurements and historical outcome data of a user population to predict a diabetes classification for an individual user. The historical glucose measurements of the user population may be provided by glucose monitoring devices worn by users of the user population, while the historical outcome data includes one or more diagnostic measurements obtained from sources independent of the glucose monitoring devices. Once trained, the machine learning model predicts a diabetes classification for a user based on glucose measurements collected by a wearable glucose monitoring device during an observation period spanning multiple days. The predicted diabetes classification may then be output, such as by generating one or more notifications or user interfaces based on the classification.

A biosensor is proposed for insertion into the subcutaneous tissue of a user wherein the biosensor includes at least one flexible substrate (2) and at least one electrode (5) on at least one surface (9) of the substrate and at least one contacting element (3). The contacting element is connected to the electrode. The substrate has at least one kink (4), at which the substrate is at least partly kinked such that the surface is subdivided into at least two interconnected outer surfaces (9a, 9b, 9c).

The present invention relates generally to systems and methods for measuring an analyte in a host. More particularly, the present invention relates to systems and methods for transcutaneous measurement of glucose in a host.

A microsensor and method of manufacture for a microsensor, comprising an array of filaments, wherein each filament of the array of filaments comprises a substrate and a conductive layer coupled to the substrate and configured to facilitate analyte detection. Each filament of the array of filaments can further comprise an insulating layer configured to isolate regions defined by the conductive layer for analyte detection, a sensing layer coupled to the conductive layer, configured to enable transduction of an ionic concentration to an electronic voltage, and a selective coating coupled to the sensing layer, configured to facilitate detection of specific target analytes/ions. The microsensor facilitates detection of at least one analyte present in a body fluid of a user interfacing with the microsensor.

Embodiments of the invention provide an in-situ polymerization technique for creating a glucose sensor chemistry stack. An analyte sensor comprises a crosslinked polymer matrix in contact with an electrode. The crosslinked polymer matrix is formed by exposing ultraviolet (UV) light to a polymer matrix mixture comprising a plurality of hydroxyethyl methacrylate (HEMA) monomers, one or more di-acrylate crosslinkers, one or more UV photoinitiators, and an oxidoreductase. The oxidoreductase is covalently linked to the crosslinked polymer matrix. In typical embodiments, the oxidoreductase is a glucose oxidase-acrylate bioconjugate. In one or more embodiments, the analyte sensor apparatus further comprises a glucose limiting membrane positioned over the crosslinked polymer matrix. The glucose limiting membrane is formed by exposing ultraviolet (UV) light to a glucose limiting membrane mixture comprising a plurality of hydroxyethyl methacrylate (HEMA) monomers, one or more di-acrylate crosslinkers, one or more UV photoinitiators, ethylene glycol, and water.

NADP-dependent oxidoreductase compositions, and electrodes, sensors and systems that include the same. Analyte sensors include an electrode having a sensing layer disposed thereon, the sensing layer comprising a polymer and an enzyme composition distributed therein. The enzyme composition includes nicotinamide adenine dinucleotide phosphate (NAD(P).sup.+) or derivative thereof; an NAD(P).sup.+-dependent dehydrogenase; an NAD(P)H oxidoreductase; and an electron transfer agent comprising a transition metal complex.