Abstract: A patient interface for sealed delivery of a flow of air at a continuously positive pressure with respect to ambient air pressure to an entrance to the patient's airways including at least entrance of a patient's nares to ameliorate sleep disordered breathing may include a seal-forming structure comprising a foam undercushion and a textile membrane for contact with the patient's face; a positioning and stabilising structure to maintain the seal-forming structure in sealing contact with an area surrounding an entrance to the patient's airways while maintaining a therapeutic pressure at the entrance to the patient's airways; and a plenum chamber pressurised at a pressure above ambient pressure in use.

Abstract: A beverage dispenser maintains a profile queue with profile data of “close” consumer mobile computing devices. Each profile in the profile queue maintains one or more beverages previously selected by a consumer, such as favorite beverage(s), mixed or blended beverages, and/or past or future beverage order(s). Each profile in the profile queue is additionally associated with a profile identifier, such as a name, screen name, social media picture, avatar, alphanumeric identifier, other such text or graphics recognizable by a consumer to be associated with their corresponding profile. Upon navigation to an appropriate screen on the beverage dispenser, a display on the beverage dispenser shows the profile identifiers or one or more of the previously selected beverages in the profiles of “close” consumer mobile computing devices. In this way, a consumer is able to quickly access their previously selected beverages without actively manipulating their mobile device.

Abstract: The following relates generally to determining and/or displaying home scores. In some embodiments, one or more processors: (1) identify an upgrade and/or service to a home; (2) determine a home score improvement that the upgrade and/or service would make for an overall home score, a home safety subscore, a fire protection subscore, a sustainability subscore, and/or a home automation subscore; and/or (3) display the home score improvement along with an indication of the upgrade and/or service on a display.

Abstract: The following relates generally to determining and/or displaying home scores. In some embodiments, one or more processors: (1) receive imagery data; (2) determine a new device based upon the imagery data; (3) determine a home score improvement that adding the new device to the home would make for the overall home score, the home safety subscore, the fire protection subscore, the sustainability subscore, and/or the home automation subscore; and/or (4) display the home score improvement on a display.

Abstract: The following relates generally to determining and/or displaying home scores. In some embodiments, one or more processors: (1) determine at least one of an overall home score, a home safety subscore, a fire protection subscore, a sustainability subscore, and/or a home automation subscore for a home; (2) identify a device; (3) determine a home score improvement that adding the device to the home would make for the overall home score, the home safety subscore, the fire protection subscore, the sustainability subscore, and/or the home automation subscore; and/or (4) display the home score improvement on a display, and/or otherwise visually, graphically, textually, audibly, or verbally outputting the home score improvement, such as via a processor, screen, voice bot, chatbot, or other bot.

Abstract: The following relates generally to determining and/or displaying home scores. In some embodiments, one or more processors: (1) display, in a first portion of a display, identifying information of a home; and (2) display, in a second portion of the display: (a) an overall home score determined based upon a plurality of home subscores; (b) the plurality of home subscores comprising: a home safety subscore determined via a home safety subscore machine learning algorithm, a fire protection subscore determined via a fire protection subscore machine learning algorithm, a sustainability subscore determined via a sustainability subscore machine learning algorithm, and/or a home automation subscore determined via a home automation subscore machine learning algorithm; and (c) a relative home score comprising a comparison between the overall home score and scores of other homes.

Abstract: Systems and methods disclosed herein relates generally to using virtual reality (VR) for creating a digital twin of a home. In some embodiments, image data of a structure and an indication of a modification may be received, a virtual reality (VR) feed including a virtual representation of the modification proximate the structure may be generated, and the VR feed may be provided for presentation to a user within a VR display.

Abstract: Presented herein are techniques for monitoring the insertion of an intra-cochlear stimulating assembly for the occurrence of one or more insertion stop conditions. The insertion stop conditions are detectable events indicating that movement of the stimulating assembly into a recipient's cochlea should be at least temporarily stopped. The insertion monitoring is based on objectively measured inner ear potentials, such as acoustically-evoked potentials.

Abstract: Presented herein are techniques that make use of objective measurements obtained in response to acoustic stimulation signals. More specifically, at least one measure of outer hair cell function and at least one measure of auditory nerve function are obtained from a tonotopic region of an inner ear of a recipient of a hearing prosthesis. The at least one measure of auditory nerve function and the least one measure of outer hair cell function are then analyzed relative to one another.

Abstract: A method comprising determining a sleep state of a test subject using input data from the test subject. The input data comprise: at least one measure of test subject movement; and at least one cardiorespiratory feature of the test subject and are derived from video images of the test subject. The at least one cardiorespiratory feature of the test subject is derived using a feature extractor trained using reference cardiorespiratory signals for each of a plurality of reference subjects derived from time-resolved measurements from a plurality of sensors worn by the reference subjects, the feature extractor comprising a neural network, and the reference cardiorespiratory signals. Also provided a method of training a machine-learning algorithm to determine a sleep state of a subject using training data in respect of a plurality of training subjects derived from video images of the training subjects using the feature extractor.

Abstract: Presented herein are techniques for monitoring a recipient's cochlea health via a photoplethysmography (PPG) sensor to proactively identify (i.e., predict) changes to the recipient's cochlea health outside of a clinical setting. The cochlea health monitoring techniques presented herein obtain, via either an external or implanted PPG sensor, one or more cardiovascular health biomarkers associated with a recipient's cochlea health, and analyze these biomarkers to predict that a recipient health change is likely to occur.

Abstract: A patient interface for sealed delivery of a flow of air at a continuously positive pressure with respect to ambient air pressure to an entrance to the patient's airways including at least entrance of a patient's nares to ameliorate sleep disordered breathing may include a seal-forming structure comprising a foam undercushion and a textile membrane for contact with the patient's face; a positioning and stabilising structure to maintain the seal-forming structure in sealing contact with an area surrounding an entrance to the patient's airways while maintaining a therapeutic pressure at the entrance to the patient's airways; and a plenum chamber pressurised at a pressure above ambient pressure in use.

Abstract: A beverage dispenser and method for operating a beverage dispenser may include receiving a handshake request from a mobile device of a user. A communications link may be established with the mobile device. Responsive to receiving control data associated with a beverage order from the mobile device, a physical function may be caused to be performed by the beverage dispenser.

Abstract: The present disclosure relates to compounds of Formula (I): and to their prodrugs, pharmaceutically acceptable salts, pharmaceutical compositions, methods of use, and methods for their preparation. The compounds disclosed herein are useful for modulating orexin-2 receptor activity and may be used in the treatment of disorders in which orexin-2 receptor activity is implicated, such as a neurodegenerative disorder, a symptom of a rare genetic disorder, a mental health disorder, a metabolic syndrome, osteoporosis, cardiac failure, coma, or a complication in emergence from anaesthesia.

Abstract: A push-in catalyst assembly for a home cooking appliance, and a home cooking appliance having a push-in catalyst assembly, are provided. The push-in catalyst assembly includes a body configured to support a catalytic material, the body having a distal end and a proximal end, a flange extending from a region of the proximal end of the body and configured to abut an inner surface of a wall of the cooking compartment, and a plurality of locking spring tabs extending outward from the body. The locking spring tabs have an end portion spaced from the flange by a predetermined distance. The flange and the end portion of each of the locking spring tabs are configured to secure the wall of the cooking compartment therebetween without a fastener.

Abstract: An oven is disclosed, including a mounted imaging system disposed in a compartment configured to be accessed by way of one or more removable covers (e.g., a top panel, an inner removable service cover, and/or an outer removable service cover). The mounted imaging system is configured to illuminate an interior of a cooking cavity and/or provide an image and/or video of the interior of the cooking cavity. The compartment provides targeted cooling to components of the mounted imaging system due to an airflow pathway set up by one or more baffles or wall structures. The airflow pathway is disposed relative to a fan of the oven such that the system is configured to pull ambient air from a side of the oven into the oven via a plurality of cooling vents.

Abstract: The present disclosure relates to systems and methods to generate user or user group behavior similarities based on computing distances between individual users or user groups and without using demographic data, e.g., based on anonymized data. The methods include creating a multidimensional vector representation for each user in a group by summarizing user's behaviors across various categories. Based on the created vectors, distance calculation and nearest neighbor search are performed to locate users that are most similar to target users. The resulting distance metrics may be used to rank similarities. Additionally, dimensionality reduction may be performed to further distill the behavior information to make the disclosed methods suitable for a variety of analytics and modeling tasks.

Abstract: The present invention relates to an apparatus and method for non-invasive in vivo measurement, by Raman spectroscopy, of glucose present in interstitial fluid in the skin of a subject. The apparatus comprises at least one detector; a plurality of vertical-cavity surface-emitting lasers spatially distributed around the at least one detector, for irradiating the skin of a subject; wherein the at least one detector is configured to receive Raman scattered radiation transmitted from the sample in response to the received radiation from the vertical-cavity surface-emitting lasers.

Abstract: A portable biometric lighter device (100) generally involving a control unit (210), a biometric sensor, such as a fingerprint sensor (140), wherein the biometric sensor is configured to scan a biometric data of a user and is operably coupled to the control unit (210), and an ignition element, wherein the ignition element is activated by the control unit (210) upon a match of the scanned biometric data of the user and a biometric data of an authorized user that is stored in a memory device.

Abstract: A depth estimation module may receive a reference image and a set of source images of an environment. The depth module may receive image features of the reference image and the set of source images. The depth module may generate a 4D feature volume that includes the image features and metadata associated with the reference image and set of source images. The image features and the metadata may be arranged in the feature volume based on relative pose distances between the reference image and the set of source images. The depth module may reduce the 4D feature volume to generate a 3D cost volume. The depth module may apply a depth estimation model to the 3D cost volume and data based on the reference image to generate a two dimensional (2D) depth map for the reference image.