Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for processing a large corpus of unstructured data using an extraction neural network to generate a corresponding collection of structured data records. According to one aspect, there is provided a method that includes obtaining a set of input text sequences, and generating a collection of structured data records from the set of input text sequences using an extraction neural network. Each structured data record defines a structured representation of a corresponding input text sequence with reference to a predefined schema of semantic categories. The collection of structured data records can be filtered to identify and remove structured data records that are predicted to be unreliable. The collection of structured data records can then be processed to generate an output that is directed to a selected topic and that aggregates information from across multiple structured data records.

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for normalizing a collection of structured data records generated by an extraction neural network to enable large-scale data processing and analysis for query answering. According to one aspect, there is provided a method that includes extracting text strings from the structured data records, embedding the text strings in a latent space, performing an iterative numerical clustering operation in the latent space to cluster the embeddings of the text strings, and then identifying standardized text strings based on a result of the clustering. The structured data records are normalized using the standardized text strings. The normalized collection of structured data records are then used to generate a response to a user query.

Abstract: An extender port for optically coupling a first fiber optic connector and a second fiber optic connector includes a housing having a first end, a second end, a first passageway, and a second passageway. The extender port also includes a first lock assembly and a second lock assembly that each include a shuttle disposed on an inner surface of the housing within one of the first passageway and the second passageway. The shuttle includes a slot, a latch includes a pivot end and a latching end. The latch is coupled to the shuttle such that the pivot end is disposed within the slot of the shuttle. The first and second lock assemblies include an end cap rotationally disposed within one of the first passageway and the second passageway and includes a body, an end cap passageway within the body, a release arm, and a lock arm.

Abstract: Extender ports, adapter assemblies and optical assemblies are disclosed. In one embodiment, an adapter assembly for use in an extender port for coupling a first fiber optic connector and a second fiber optic connector includes an adapter having a first passageway for receiving the first fiber optic connector, a second passageway for receiving the second fiber optic connector, and an integrated sleeve holder positioned between the first passageway and the second passageway. The adapter further includes a sleeve holder insert disposed within the second passageway and adjacent to the integrated sleeve holder, and a sleeve disposed within the integrated sleeve holder and the sleeve holder insert.

Abstract: A method of operating an optical system includes identifying a set of angle dependent transmittance levels for light passing through pixels of a segmented dimmer exhibiting viewing angle transmittance variations for application of a same voltage to all pixels of the segmented dimmer. The method also includes determining a set of voltages to apply to pixels of the segmented dimmer. Determining the set of voltages includes using the set of angle dependent transmittance levels. The method includes applying the set of voltages to the pixels of the segmented dimmer to achieve light transmittance through the segmented dimmer corresponding to the set of angle dependent transmittance levels.

Abstract: A hot-start suspension tune system and method is disclosed. The method initiates a starting suspension tune for a vehicle. The starting suspension tune is maintained until a predefined threshold is reached. After the predefined threshold is reached, the starting suspension setting is automatically modified to a performance suspension setting.

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, for automatically generating an article on a selected topic. In one aspect, a method comprises: obtaining a set of input text sequences; generating a set of structured data records from the set of input text sequences using an extraction neural network, wherein each structured data record defines a structured representation of a corresponding input text sequence; filtering the collection of structured data records to identify and remove structured data records that are predicted to be unreliable; and processing the collection of structure data records to generate an article that is relevant to a selected topic and that aggregates information from across multiple structured data records.

Abstract: A sensorized surgical instrument for training users laparoscopic surgical procedures is provided. The instrument includes at least one sensor selected from a group consisting of a strain gauge, accelerometer, magnetometer, and gyroscope. The sensor is attached directly to a handle of the instrument. A shaft assembly having a tool tip is interchangeably connectable to the handle. The sensor is connected to a computer configured to provide feedback useful to the user for improving the user's surgical skills. The feedback includes the time to complete a procedure, economy of motion, smoothness of motion and the force exerted at the tool tip.

Abstract: A computer-implemented method is disclosed for generating structured data representations from unstructured input text sequences through a neural network-based extraction pipeline. The method involves acquiring input text sequences and processing them with an extraction neural network to produce output text sequences. Each output text sequence includes embedded delimiter tokens that annotate specific text segments, mapping them to semantic categories defined within a structured schema. The annotated text segments encapsulate semantically relevant information extracted from the input sequence. The output text sequences are subsequently processed to generate structured data records.

Abstract: Bras for high impact, high support activities are provided. A bra comprises a band that wraps around a torso. The band includes first and second cup regions, and a channel that runs below the collective cup regions. A gore is formed above the channel and between the respective cup regions, adjoining the respective cup regions. A molded cradle is fitted into the channel. For each cup region, a tessellated encapsulating bra cup is fitted therein. Each tessellated encapsulating bra cup includes a plurality of tiles. Respective tiles in the plurality of tiles that are further away from the cradle are larger in size than respective tiles in the plurality of tiles that are closer to the cradle. Each tessellated encapsulating bra cup has a generally concave first inner face and a generally convex first outer face. The tessellated encapsulating bra cups collectively contribute cantilevered support to the bra.

Abstract: Single-serving beverage pods can include a first chamber operable to contain a dry beverage material and a second chamber operable to contain a second beverage material. A seal layer is disposed between the first chamber and the second chamber to prevent fluid communication between the first chamber and the second chamber. The seal layer can be operable to be breached by a brewing pin such that the brewing pin is received in the second chamber. The second beverage material can then be removed from the beverage pod via the brewing pin.

Abstract: A method and system for monitoring a user's intoxication including receiving a set of signals, derived from a set of samples collected from the user at a set of time points; providing a sobriety task to the user proximal to a time point of the set of time points; generating a performance dataset characterizing performance of the sobriety task by the user; receiving a supplementary dataset characterizing a demographic profile of the user and/or a physiological state of the user; determining a set of values of an intoxication metric, derived from the set of signals; generating a predicted temporal profile of the intoxication metric for the user based upon the set of values, the set of time points, and the supplementary dataset; generating an analysis of the user's sobriety based upon the performance dataset and the predicted temporal profile; and providing a notification to the user based upon the analysis.

Abstract: Support systems for handpieces are provided. The support system includes a boom assembly having a rigid anchor base and a flexible rod having proximal and distal ends, and a connection assembly having a proximal end configured to couple to the distal end of the flexible rod and a distal end configured to couple to the handpiece. The flexible rod is pivotally secured at the proximal end thereof to the anchor base, and the flexible rod has a flexibility that increases from a distal end to the proximal end thereof. The connection assembly is configured to enable the handpiece to rotate in at least two degrees of freedom. The boom assembly is configured to support the connection assembly and the handpiece such that the connection assembly and the handpiece rest in a neutral position.

Abstract: A selectively deployable handicap alert for a vehicle, includes a first member fixedly connectable to the vehicle and a second member pivotally connected to the first member. The second member includes a third member. A deployment system is operatively connected to the second member. The deployment system is operable to extend the second member outwardly of the vehicle and deploy the third member downwardly. The third member blocks access to a space adjacent to the vehicle.

Abstract: Single-serving beverage pods can include a first chamber operable to contain a dry beverage material and a second chamber operable to contain a second beverage material. A seal layer is disposed between the first chamber and the second chamber to prevent fluid communication between the first chamber and the second chamber. The seal layer can be operable to be breached by a brewing pin such that the brewing pin is received in the second chamber. The second beverage material can then be removed from the beverage pod via the brewing pin.

Abstract: A method and system for monitoring a user's intoxication including receiving a set of signals, derived from a set of samples collected from the user at a set of time points; providing a sobriety task to the user proximal to a time point of the set of time points; generating a performance dataset characterizing performance of the sobriety task by the user; receiving a supplementary dataset characterizing a demographic profile of the user and/or a physiological state of the user; determining a set of values of an intoxication metric, derived from the set of signals; generating a predicted temporal profile of the intoxication metric for the user based upon the set of values, the set of time points, and the supplementary dataset; generating an analysis of the user's sobriety based upon the performance dataset and the predicted temporal profile; and providing a notification to the user based upon the analysis.

Abstract: A method and system for monitoring a user's intoxication including receiving a set of signals, derived from a set of samples collected from the user at a set of time points; providing a sobriety task to the user proximal to a time point of the set of time points; generating a performance dataset characterizing performance of the sobriety task by the user; receiving a supplementary dataset characterizing a demographic profile of the user and/or a physiological state of the user; determining a set of values of an intoxication metric, derived from the set of signals; generating a predicted temporal profile of the intoxication metric for the user based upon the set of values, the set of time points, and the supplementary dataset; generating an analysis of the user's sobriety based upon the performance dataset and the predicted temporal profile; and providing a notification to the user based upon the analysis.

Abstract: Authentication request notifications are selectively suppressed, reducing notification fatigue and susceptibility to social engineering attacks. Authentication request notifications may be suppressed by not presenting a push notification on the user's phone. The authentication request may still be accessed and approved by manually opening the authenticator app. Notifications may be suppressed based on an estimation that the person attempting to login is not who they say they are. This estimation may be based on applying heuristics and/or machine learning models to the context of the login attempt, such as the IP address that originated the login request, time of day, recent user actions, patterns of previous logins, etc. One heuristic determines that the user has repeatedly ignored notifications caused by a particular IP address. Machine learning models generate a risk score from the login context, and notifications may be suppressed if the risk score exceeds a threshold.

Abstract: A device for use while smoking includes a sleeve defining an opening on a first end. The opening is contiguous with a recess defined therein. The recess is configured for slideably receiving a smoking accessory therein. An extinguisher is positioned on a second end. The extinguisher defines a resilient seal that is configured for being received above a smoking substance that is under flame to extinguish the smoking substance. The device has a first mode of operation in which stowage of a smoking accessory is received within the sleeve, a second mode of operation in which the device is engaged with a proximal surface by engagement of the resilient seal with the proximal surface, and a third mode of operation in which the extinguisher carried by the sleeve is used to extinguish a flame.

Abstract: A method and system for remotely monitoring intoxication of a user, comprising: prompting the user to provide a breath sample at a time point; at a breath sample acquisition device, generating a breath sample signal upon reception of the breath sample from the user, and broadcasting a unique signature proximal in time to the time point; using a sensor of a mobile computing device, generating an authentication signal derived from detection of the unique signature; at a processing system in communication with the mobile computing device and the sample acquisition device, receiving the breath sample signal and the authentication signal; generating a verification assessment that validates provision of the breath sample by the user; determining a value of an intoxication metric for the user based upon the breath sample signal; and transforming the verification assessment and the value of the intoxication metric into an analysis of intoxication of the user.