Abstract: A method including: generating a conversation flow signature based on a set of communication transcripts, each of the communication transcripts being associated with a support request for a product, each of the communication transcripts being a text transcript of a communication between a respective customer and a respective customer support agent; classifying the conversation flow signature into one of a plurality of categories, the conversation flow signature being classified by using a machine learning classifier that is trained based on customer support records, each of the plurality of categories corresponding to a respective set of steps for configuring or repairing the product; and outputting an indication of the respective set of steps that is associated with the category in which the conversation flow signature is classified.

Abstract: A gas manifold for single-nozzle deposition chambers comprising a base having a top surface and bottom surface defining a thickness; a primary nozzle having an inlet and outlet extending through the thickness of the base; and a secondary nozzle having an inlet extending partially through the top surface of the base and at least one channel extending a distance from a sidewall of the base having an outlet, the channel in fluid communication with the inlet of the secondary nozzle. The inlet of the primary nozzle has a hollow protrusion extending from the top surface of the base into the gas feed. The channel of the secondary nozzle includes a bend between the sidewall of the base and the outlet configured to pass between a first direct energy source and second direct energy source, the first energy source and second energy source disposed on a top wall of a chamber.

Abstract: In some implementations, a labeling device may determine a label value associated with a label of the document that is associated with a first application. The labeling device may generate a label map that includes an indication of a key-value pair associated with the label value. The labeling device may write, based on the key-value pair associated with the label value, the label value to one or more file properties associated with the document, or may add, based on the key-value pair associated with the label value, the label value as content associated with the document. The label value may persist with the document based on transferring the document from the first application to a second application.

Abstract: A request to execute an application at a secure cryptographic environment of a server may be received. A tag that has been assigned to the application may be received. An attribute of the server may be identified. A determination may be made as to whether the attribute of the server satisfies the tag that has been assigned to the application. In response to determining that the attribute of the server satisfies the tag that has been assigned to the application, an indication may be provided to execute the application at the secure cryptographic environment of the server.

Abstract: A medical device, for example a delivery catheter, may include a handle portion, a shaft portion extending distally from the handle portion, a deployment mechanism, and an actuation member positioned on the handle portion. The shaft portion may include a working channel and a distal tip portion having a payload chamber configured to receive a payload, such as a bio-absorbable foam. The distal tip portion may be operatively connected to the working channel. The deployment mechanism may be positioned in the working channel, and may be operable to deploy the payload out from the distal tip portion. The actuation member may be actuatable to operate the deployment mechanism.

Abstract: The present disclosure relates to techniques for using variant inconsistency attack (VIA) as a simple and effective adversarial attack method to create useful adversarial examples for adversarial training of machine-learning models. In one particular aspect, a method is provided that includes obtaining a set of input examples for attacking a machine-learning model (the set of examples do not have corresponding labels), modifying an example from the set of examples in a utility preserving manner to generate a pair of modified examples, attacking the machine-learning model with the pair of modified examples in order generate a pair of predictions for the pair of modified examples, comparing the pair of predictions to determine whether the pair of predictions are the same or different, and in response to the pair of predictions being different, adding the pair of modified examples to a set of adversarial examples.

Abstract: A combustor for a gas turbine engine, the gas turbine engine defining a longitudinal centerline extending in a longitudinal direction, a radial direction extending orthogonally outward from the longitudinal centerline, and a circumferential direction extending concentrically around the longitudinal centerline, the combustor including: a forward liner segment; and an aft liner segment disposed downstream from the forward liner segment relative to a direction of flow through the combustor, the forward and aft liner segments at least partially defining a combustion chamber, wherein the forward and aft liner segments are coupled together at a moveable interface.

Abstract: Telematics and external data relating to real-time driving of a population of drivers may be collected and used to calculate a driving pattern map. The driving pattern map is used to determine a driving quotient for individual drivers wherein the driving quotient is a relative score. The driving quotient may be displayed to the driver.

Abstract: Techniques for selecting universal hyper parameters for use in a set of machine learning models across multiple computing environments include detection of a triggering condition for tuning a set of universal hyper parameters. The set of universal hyper parameters dictate configuration of the set of machine learning models that are independently executing, respectively, in the multiple computing environments. Based on the detected triggering condition, a first subset of universal hyper parameters from the set of universal hyper parameters are altered to generate a second set of universal hyper parameters. The second set of universal hyper parameters are applied to the set of machine learning models across the multiple computing environments.

Abstract: An example operation may include determining a fractional responsibility of an event, a sub-event and/or an occupant associated with a transport.

Abstract: A core set of nodes of a graph representing a network of devices is identified, a node of the graph representing a device in the network of devices, an edge of the graph representing an ability to transmit data between two devices represented by corresponding nodes of the graph. A device represented by a node more than one hop from any node in the core set of nodes of the graph is removed from the network of devices, the removing resulting in a validated network of devices. Using a number of devices in the validated network of devices, a number of security keys in use in the validated network is validated. A device in the validated network is caused to perform a task.

Abstract: In example implementations described herein, there are systems and methods for obtaining information relating to one or more of a GHG consumption or a GHG production associated with a plurality of entities associated with a GHG-offset marketplace; receiving a request regarding a desired transaction related to the GHG-offset marketplace; and recommending, based on the request and the information relating to the one or more of the GHG consumption or the GHG production, at least one optimized set of partner entities in the plurality of entities for fulfilling the request. The recommendation of the at least one optimized set of partner entities may be included as part of selecting and coordinating partnerships in a supply chain (e.g., for a supply chain management company) to reduce and/or optimize greenhouse gas emissions and to enable effective cooperation for various supply chain objectives.

Abstract: This disclosure relates to pharmaceutical compositions in the form of a solution for oral delivery. Particularly, the pharmaceutical compositions comprise an active pharmaceutical ingredient, a buffering agent, and water. In some embodiments, the pH of the composition is from about pH 5 to about pH 8. In some embodiments, the active pharmaceutical ingredient is selected from ramipril, solifenacin, vigabatrin, losartan potassium, warfarin, and melatonin.

Abstract: An online meeting system begins the process of connecting a user to an online meeting when a request is received from a user to start or join the online meeting. In response to the request, a pre-meeting user interface (UI) is displayed having a user interface control which, when activated, enables transmission of audio and/or video data for the online meeting, and prior to activation of the control, connection parameters are shared with an online meeting service to preheat the meeting. In response to activation of the control, transmission of audio and/or video data for the online meeting is enabled.

Abstract: Assay cartridges are described that have purification, reaction, and detection zones and other fluidic components which can include sample chambers, waste chambers, conduits, vents, reagent chambers, reconstitution chambers and the like. The assay cartridges are used to conduct multiplexed nucleic acid measurements. Also described are kits including such cartridges, methods of using the same, and a reader configured to analyze an assay conducted using an assay cartridge.

Abstract: Apparatuses, methods and systems comprising integrated motorized conveyor rollers are provided. The example integrated motorized conveyor roller comprises: a housing; a motor assembly and a drive assembly at least partially disposed within the housing that are configured to cause rotation of at least a portion of the integrated motorized conveyor roller; at least one sensing element operatively coupled to the integrated motorized conveyor roller; and a controller component in electronic communication with the at least one sensing element, the motor assembly and the drive assembly, wherein the controller component is configured to obtain operational data via the at least one sensing element.

Abstract: A 5G enhanced HetNet Gateway (HNG) is presented. In one embodiment the 5G HNG includes at least one non-5G virtual network function (VNF); a 5G Core (5GC) option selection VNF; a 5GC default VNF; a 5G local breakout VNF; at least one interface for any G base station; and at least one interface for any core network. Core functionality is abstracted for the EPC and for the 5GC.

Abstract: The disclosure provides methods for the treatment and/or prevention of iron overload diseases such as hereditary hemochromatosis.

Abstract: Systems and methods are described herein for selecting content providers based on performance scores of the respective content providers. The system monitors the performance of a content provider, where the performance is based on the quality of service for receiving a media content item from the content provider. Based on the monitored performance, the system may determine if an adequate performance is not achievable. In response to determining that an adequate performance is not achievable, the system compares the performance of the content provider to the performance of a second content provider and provides, on the user device, the media content item from the second content provider.

Abstract: A camera device for a vehicle is disclosed. The camera device includes a printed circuit board extending in a main plane, one or more electronic components mounted on a surface of the printed circuit board, an electrically conductive housing accommodating the printed circuit board, and electrically conductive elements for shielding the one or more electronic components from electromagnetic interference. The housing includes a wall extending perpendicularly to the main plate of the printed circuit board and surrounding the one or more electronic components. The electrically conductive elements are surface mounted on the printed circuit board such that they surround the one or more electronic components surround the one or more electronic components, and are compressed elastically between the wall and the printed circuit board.