Abstract: The present disclosure relates to computer-based methods and systems for identifying genes associated with biosynthetic gene clusters (BGCs), including embedded target genes (ETaGs) that are homologs of potential therapeutic targets, using comparative genomics techniques and machine learning models.

Abstract: The present disclosure relates to manufacturing training data by leveraging an automated pipeline that manufactures visualization training datasets to train a machine learning model to convert a natural language utterance into meaning representation language logical form that includes one or more visualization actions. Aspects are directed towards accessing an original training dataset, a visualization query dataset, an incremental visualization dataset, a manipulation visualization dataset, or any combination thereof. One or more visualization training datasets are generated by: (i) modifying examples in the original training dataset, the visualization query dataset, or both to include visualization actions, (ii) generating examples, using the incremental visualization dataset, the manipulation visualization dataset, or both, that include visualization actions, or (iii) both (i) and (ii).

Abstract: A support arm assembly for a head-worn device includes a metal support arm configured to form a rear face, a bottom face, and a top face of an enclosure for a projector, thermally coupled to the projector to act as a heatsink, configured to structurally attach to a rear structural element of the head-worn device, and configured to structurally attach to an optical element holder of the head-worn device, such that the metal support arm forms a structural support joining the optical element holder to the rear structural element without placing mechanical load on the projector.

Abstract: A fan assembly includes a fan body, a motor-driven impeller contained within the fan body and arranged to generate an air flow, a nozzle including a nozzle body having an air inlet arranged to receive the air flow from the fan body, and one or more air outlets arranged to emit the airflow from the fan assembly. The fan assembly further includes a nozzle retaining mechanism for releasably retaining the nozzle on the fan body, and a rotation mechanism for rotating the nozzle body relative to the fan body. The nozzle rotation mechanism includes a rotation motor arranged to drive a drive member and a driven member that is arranged to be driven by the drive member to rotate around a rotation axis.

Abstract: Eyewear hinge assemblies for eyewear that connect temples to a frame. The hinge assemblies include hinge elements that are attached to the temples in an extended state, which stores an initial amount of energy or pre-load. The pre-load biases the temples inwardly and toward one another. After the temples are placed on the user's head, stored energy in the hinge elements can be released as the hinge elements exhibit elastic recoil. This causes the temples to grip the sides of the user's head in a snug and comfortable fit. The hinge assemblies have compact designs with material properties that provide comfortable closing forces while aiding in the reduction of electromagnetic noise from electrical subsystems in the eyewear.

Abstract: A printed circuit board (PCB)-based axial flux motor and methods of manufacturing are disclosed herein. The axial flux motor includes a printed circuit board (PCB) stator assembly having a plurality of PCB stator cores distributed about a central rotational axis, each of the PCB stator cores include at least one stator coil layer surrounding a corresponding PCB void and a stator core insert disposed in the corresponding PCB void. The axial flux motor includes one or more rotors attached to a common shaft, each rotor having at least two magnetic poles. The axial flux motor includes a frame having at least one bearing. The frame is configured to align and support the one or more rotors for rotation about the central rotational axis.

Abstract: Driver circuits for a low-cost two-phase motor are disclosed. Cost reductions may be further achieved by utilizing a printed circuit board (PCB)-based stator and methods of manufacturing, as disclosed herein. The disclosed technology can be particularly well matched for use in two-phase motors, such as axial-flux motors the utilize one or more ferrite-based rotors and a printed circuit board (PCB)-based stator. In certain implementations, part or all of the motor driver circuitry may be integrated onto the same PCB as is utilized to define the stator windings. In other implementations, the motor driver circuitry may be independently utilized with other traditional electrical motors.

Abstract: A carry case for an electronics-enabled eyewear device has incorporated therein electronic components for connection to the eyewear device while storing the eyewear device. The case comprises a rigid frame structure defining an openable holding space for the pair of smart glasses, and a compressible shock-resistant protective cover on the frame structure. The exterior of the case may be predominantly defined by the shock resistant protective cover.

Abstract: The present disclosure relates to methods and systems for identifying genes associated with biosynthetic gene clusters (BGCs), including embedded target genes (ETaGs) that are homologs of potential therapeutic targets. The methods and systems described herein apply a comparative genomics and manual review or machine-learning model to analyze grid representations such as heat maps, which assess across a plurality of diverse genomes distribution of orthologs (e.g., bidirectional best hits) of a plurality of query genes that are co-localized with an anchor gene (e.g., a core synthase gene) of a BGC in a query genome.

Abstract: A modular foundation system is provided which comprises a base structure defining a cabling void, and a raising frame element connected or connectable to an upper portion of the base structure, the raising frame comprising an adapter coupling. An electric-vehicle-charger adapter plate is then provided having a cabling aperture therethrough. The electric-vehicle-charger adapter plate is releasably engagable with the adapter coupling to provide a foundation for an electric vehicle charger once installed. A blanking cover releasably engagable with the adapter covering is also provided, the electric-vehicle charger adapter plate and blanking cover being selectably interchangeable.

Abstract: An antenna system comprises a driven antenna element connected to a printed circuit board (PCB), and a plurality of PCB extenders provided by electrical conductors connected to a PCB ground plane for cooperation with the driven antenna element in signal communication. In an eyewear device that incorporates the antenna system, the plurality of PCB extenders are provided by conductive structural elements incorporated in an eyewear frame.

Abstract: A device assembly capable of selectively bonding one or more tracer wires to ground and isolating the one or more tracer wires from ground is provided. The device assembly includes a housing, an electrical switch within the housing and one or more contact assemblies. The one or more tracer wires and ground wire are connected to the one or more contact assemblies. The electrical switch can connect the tracer wires to the ground wire and can isolate the tracer wires from the ground wire.

Abstract: A hinge assembly mounted on a housing of form part of an electronic device includes a metal hinge base extending through a mounting hole in a wall of the housing, the hinge base being connected in heat transfer relationship to a metal anchor plate on an inner side of the housing wall. The anchor plate additionally serves as a mounting base for heat-generating electronics inside the housing, the heat-generating electronics being in heat transfer relationship with the anchor plate, so that the anchor plate and the hinge base together form part of a heat transfer path conducting heat from the interior of the housing to an exterior heatsink provided be and external device component.

Abstract: Techniques and methods are disclosed for detecting long-form audio content in one or more audio files. A computing system receives first audio data corresponding to a first version of an audio file and second audio data corresponding to a second version of the audio file. The computing system generates a first transcript of the first audio data and a second transcript of the second audio data. The computing system compares the first audio data and the second audio data and the first transcript and the second transcript to identify advertisement portions and content portions of the audio data. Using a semantic model based on a machine learning (ML) transformer, the computing system can determine advertisement segments within the advertisement portions, the advertisement segments corresponding to separate advertisements. Information corresponding to the duration and location of the advertisement segments is stored in a data store of the computing system.

Abstract: A liquid level controller system and process wherein the liquid level controller is attached to a separator vessel so as to monitor fluid level within the separator vessel. The liquid level controller is configured such that hydrocarbon deposits, which hydrocarbon deposits build up in the d displacer arm chamber of the level controller, and be cleaned out without disconnecting the liquid level controller from the separator vessel and without disconnecting the displacer arm assembly from the pilot assembly.