Abstract: A patient interface for delivery of a supply of pressurised air or breathable gas to an entrance of a patient's airways comprising: a cushion member that includes a retaining structure and a seal-forming structure permanently connected to the retaining structure; a frame member attachable to the retaining structure; and a positioning and stabilising structure attachable to the frame member.

Abstract: A patient interface for delivery of a supply of pressurised air or breathable gas to an entrance of a patient's airways comprising: a cushion member that includes a retaining structure and a seal-forming structure permanently connected to the retaining structure; a frame member attachable to the retaining structure; and a positioning and stabilising structure attachable to the frame member.

Abstract: A gas flow control structure for a respiratory therapy system, which may be located on a patient interface, may function as both an anti-asphyxia valve (AAV) and a vent. The gas flow control structure may comprise: a base member; a vent member comprising a vent opening through which a flow of gas can pass from a pressurised first volume to an ambient second volume; an AAV opening formed between the base member and the vent member; and an AAV member. The AAV member may be a flexible, resilient membrane substantially annular in shape when projected on to a plane. The AAV member may be movable between: an activated configuration in which gas can flow between the first and second volumes through the AAV opening; and a deactivated configuration in which the AAV member forms a seal with the vent member so gas is blocked from flowing through the AAV opening.

Abstract: Embodiments described herein provide an automated testing pipeline for providing a testing dataset for testing a trained neural network model trained using a first training dataset. A first testing dataset for the trained neural network including a first plurality of user queries is received. A dependency parser is used to filter the first plurality of user queries based on one or more action verbs. A pretrained language model is used to rank the remaining user queries based on respective relationships with queries in the first training dataset. Further, user queries that are classified as keyword matches with the queries in the first training dataset using a bag of words classifier are removed. A second testing dataset is generated using the ranked remaining user queries. Testing outputs are generated, by the trained neural network model, using the second testing dataset.

Abstract: A system performs named entity recognition for performing natural language processing, for example, for conversation engines. The system uses context information in named entity recognition. The system includes the context of a sentence during model training and execution. The system generates high quality contextual data for training NER models. The system utilizes labeled and unlabeled contextual data for training NER models. The system provides NER models for execution in production environments. The system uses heuristics to determine whether to use a context-based NER model or a simple NER model that does not use context information. This allows the system to use simple NER models when the likelihood of improving the accuracy of prediction based on context is low.

Abstract: A patient interface for delivery of a supply of pressurised air or breathable gas to an entrance of a patient's airways comprising: a cushion member that includes a retaining structure and a seal-forming structure permanently connected to the retaining structure; a frame member attachable to the retaining structure; and a positioning and stabilising structure attachable to the frame member.

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: Disclosed are systems and techniques for multiuser communications. For instance, a process can include establishing a multiuser call, the multiuser call including at least two other network devices. The process can further include receiving a request to record the multiuser call, receiving an indication to disable recording for a second network device, and causing recording of data from the second network device on the multiuser call to be disabled.

Abstract: A patient interface including a plenum chamber, a first seal-forming structure for forming a seal around the patient's mouth, and a second seal-forming structure for forming a seal around the patient's nares. The patient interface further includes at least one stopper rib disposed in the cavity of the plenum chamber spaced apart from the first seal-forming structure in a rest position. The first seal-forming structure configured to contact the at least one stopper rib in an operational position. The at least one stopper rib configured to oppose compression of the first seal-forming structure in an anterior direction. The second seal-forming structure is not configured to contact the at least one stopper rib.

Abstract: A system with an integrated internal battery, a removable battery, and a power management integrated circuit. The power management integrated circuit is configured to provide power to the image capture device from the removable battery; provide power to the image capture device from the integrated internal battery when the removable battery is disconnected from the image capture device or the removable battery does not have a sufficient charge to drive the image capture device; and recharge the integrated internal battery before the removable battery until the integrated internal battery has a sufficient charge to power the image capture device. The power is continuously supplied to the image capture device from the integrated internal battery while the removable battery is disconnected from the image capture device or does not have sufficient power to drive the image capture device.

Abstract: A patient interface for delivery of a supply of pressurised air or breathable gas to an entrance of a patient's airways comprising: a cushion member that includes a retaining structure and a seal-forming structure permanently connected to the retaining structure; a frame member attachable to the retaining structure; and a positioning and stabilising structure attachable to the frame member.

Abstract: Systems and methods for utilizing microphone array information for acoustic modeling are disclosed. Audio data may be received from a device having a microphone array configuration. Microphone configuration data may also be received that indicates the configuration of the microphone array. The microphone configuration data may be utilized as an input vector to an acoustic model, along with the audio data, to generate phoneme data. Additionally, the microphone configuration data may be utilized to train and/or generate acoustic models, select an acoustic model to perform speech recognition with, and/or to improve trigger sound detection.

Abstract: A system communicates, with a client device, to establish a first TLS communication session between the system and the client device, and with a server device, to establish a second TLS communication session between the system and the server device. The system generates a first session ticket associated with the first TLS communication session, and obtains, from the server device, a second session ticket associated with the second TLS communication session. The system sends, to the client device and via the first TLS communication session, the first session ticket, with the second session ticket included in the first session ticket. The system receives, from the client device and after the first TLS communication session and the second TLS communication session terminate, the first session ticket that includes the second session ticket, which the system uses to facilitate resumption of the first TLS communication session and the second TLS communication session.

Abstract: Disclosed herein are compositions comprising a hydrogel scaffold, methods of generating a hydrogel scaffold, and systems for and methods of using the hydrogel scaffold to produce biologically active molecules.

Abstract: Methods and systems for hierarchical natural language understanding are described. A representation of an utterance is inputted to a first machine learning model to obtain information on the first utterance. According to the information on the utterance a determination that the representation of the utterance is to be inputted to a second machine learning model that performs a dedicated natural language task is performed. In response to determining that the representation of the utterance is to be inputted to a second machine learning model, the utterance is inputted to the second machine learning model to obtain an output of the dedicated natural language task.

Abstract: A method and system for continuously supplying power to an image capture device during an image capture session are disclosed. The image capture device includes an integrated internal battery located internal to the image capture device and a removable battery connected to the image capture device. Power is provided to the image capture device from the removable battery. When the removable battery is disconnected from the image capture device, power is provided to the image capture device from the integrated internal battery. When a new removable battery is connected to the image capture device, power is provided to the image capture device from the new removable battery. Power is continuously supplied to the image capture device from the integrated internal battery while the removable battery is disconnected and replaced with the new removable battery.

Abstract: A patient interface to deliver a flow of air at a positive pressure to ameliorate sleep disordered breathing includes a seal-forming structure forming at least a portion of a plenum chamber pressurizable to a therapeutic pressure and a vent and AAV arrangement. The vent and AAV arrangement is configured to regulate flow therethrough to (1) provide a vent flow path when pressure in the plenum chamber is above a predetermined magnitude and (2) provide a breathable flow path when pressure in the plenum chamber is below the predetermined magnitude or not delivered. The vent and AAV arrangement includes an AAV member including a flap portion structured and arranged to regulate flow through a port. The flap portion includes a plurality of vent holes therethrough.

Abstract: A speech-capture device can capture audio data during wakeword monitoring and use the audio data to determine if a user is present nearby the device, even if no wakeword is spoken. Audio such as speech, human originating sounds (e.g., coughing, sneezing), or other human related noises (e.g., footsteps, doors closing) can be used to detect audio. Audio frames are individually scored as to whether a human presence is detected in the particular audio frames. The scores are then smoothed relative to nearby frames to create a decision for a particular frame. Presence information can then be sent according to a periodic schedule to a remote device to create a presence “heartbeat” that regularly identifies whether a user is detected proximate to a speech-capture device.