Abstract: Methods, systems, and apparatus, including computer programs encoded on computer storage media, for using embedded function with a deep network. One of the methods includes receiving an input comprising a plurality of features, wherein each of the features is of a different feature type; processing each of the features using a respective embedding function to generate one or more numeric values, wherein each of the embedding functions operates independently of each other embedding function, and wherein each of the embedding functions is used for features of a respective feature type; processing the numeric values using a deep network to generate a first alternative representation of the input, wherein the deep network is a machine learning model composed of a plurality of levels of non-linear operations; and processing the first alternative representation of the input using a logistic regression classifier to predict a label for the input.

Abstract: A mechanical interface connecting a biological body segment, such as a limb, portion of a limb or other body segment, to a wearable device such as a prosthetic, orthotic or exoskeletal device, is fabricated by quantitatively mapping a characterized representation of the body segment to form a digital representation of the mechanical interface shape and mechanical interface impedance. The mechanical interface includes a continuous socket defining a contoured inside surface and a contoured outside surface, and includes a material having an intrinsic impedance that varies through the material, so that the intrinsic impedance varies along the contoured inside surface.

Abstract: A tractor-trailer ID system comprising a tractor device in a tractor, the tractor device including a tractor transceiver, a tractor display, and a tractor controller. The system also including a trailer device in the trailer, the trailer device including a trailer transceiver, and a trailer controller. The tractor-trailer ID system is configured to display, via the tractor display, load pickup instructions to a driver of the tractor, determine that the trailer has been connected to the tractor, and after determining that the trailer is connected to the tractor, transmit, from the trailer transceiver to the tractor transceiver, a trailer ID, confirm, via the tractor controller, the trailer ID.

Abstract: A gaming device includes a base and a transparent display disposed on the base including an emissive layer including an array of pixels, each including an emissive pixel element and a transparent portion, and a conductive layer operatively coupled to the emissive layer to selectively operate the emissive pixel elements. The gaming device further includes a processor circuit a memory storing machine-readable instructions that cause the processor circuit to selectively operate the transparent display. The transparent portion of each pixel is transparent to visible light in an inactive state such that an environment behind the transparent display is visible through the transparent portion to a user in front of the transparent display. Each pixel of the array of pixels emits light in an active state sufficient to obscure visibility of the environment behind the transparent display through the transparent portion to the user in front of the transparent display.

Abstract: A system and method are disclosed that include a wearable biosensing device mounted over or proximate to a vessel of a patient enabling biosensing data to be obtained or captured by the wearable biosensing device. Operations of the method or performed by logic of the system are directed at determining patient health-related predictions of a first patient and include obtaining patient health data including at least biosensing data obtained from a wearable biosensing device of the first patient, wherein the biosensing data includes one or more of raw signals captured by the wearable biosensing device or a first metric provided by the wearable biosensing device, evaluating the patient health data by applying one or more machine learning techniques that receive the patient health data as input resulting in a first patient health-related prediction, and generating a graphical user interface illustrating the first patient health-related prediction.

Abstract: A sample extraction cassette and method are provided to test for a target in a sample. The sample is obtained on a swab. The swab is inserted into a chamber in a case and into contact with a contact portion of a membrane. The contact portion of the membrane is axially moved into sequential communication with a wash fluid and a reaction fluid. The reaction fluid reacts with the target to provide a visual display corresponding to the presence of the target.

Abstract: In some embodiments. methods of treating cervical cancer, including cervical cancers that are resistant to immune checkpoint inhibitor therapy. and cervical cancers that do not respond to immune checkpoint inhibitor therapy or have acquired resistance to immune checkpoint inhibitor therapy are disclosed.

Abstract: Systems and methods are disclosed for predicting a next text. A method may include receiving one or more documents, such as a document associated with a healthcare provider. The document is then processed to generate one or more tokens which are representative of the document. The document is then processed with a machine-learning model, such as a topic model, and a topic vector is output for the document. Based at least in a part on this topic vector, the document is then processed by one or more expert machine-learning models, which each output a probability vector. The various probability vectors are then further processed to calculate a total probability vector for the document. Based at least in part on the total probability vector for the document, a text output is selected.

Abstract: In a method for cathodically protecting and/or passivating a metal section in an ionically conductive material such as steel reinforcement in concrete or mortar, an impressed current or sacrificial anode communicates electrical current to the metal section and a storage component of electrical energy which can be a cell, battery or capacitor is provided as a component of the anode. The storage component can have replacement energy introduced by re-charging or replacing the component from an outside supply. Typically the cell or storage capacitor has an outer case which carries an anode material as an integral outer component.

Abstract: The subject technology receives, at a local device, a requested camera format based on specifications of a display associated with a remote device. The remote device and the local device are devices participating in a video conference. The requested camera format includes a first resolution. Camera formats supported by a camera associated with the local device are determined. If a second resolution of a first camera format matches among the supported camera formats matches with the first resolution, the first camera format is selected for capturing the video stream by the camera. Otherwise, a second camera format among the supported camera formats is determined for capturing the video stream so as to maximize a field of view of the video stream relative to other camera formats supported by the camera.

Abstract: A personalized assistance system includes an infrasensor device adapted to collect input data from a subject. A controller is configured to receive the input data from the infrasensor device. The controller has a processor and tangible, non-transitory memory on which instructions are recorded and is adapted to selectively execute one or more machine learning modules. Execution of the instructions by the processor causes the controller to extract one or more inframarkers from the input data. The controller is configured to determine respective changes in the inframarkers in real-time, including deviations from a respective baseline measurement customized for the subject. The controller is configured to determine at least one recommendation based in part on the inframarkers and the respective changes, via the one or more machine learning modules. The recommendation is executed when a predefined threshold is met.

Abstract: An imaging system is disclosed. The imaging system is operable to acquire and/or generate image data at positions relative to a subject. The imaging system includes a drive system configured to move the imaging system.

Abstract: A latch system for capturing a striker, the latch system comprising an actuator, a position sensor, or a combination thereof is disclosed. The latch system includes a latch having a latch cam and a trigger; an actuator having a connector and a motor; and a sensor assembly having a sensing arm and a sensor. The latch cam of the latch is configured to capture the striker when in a closed position. The latch cam is retained in the closed position when the trigger of the latch is in the locked position. The trigger of the latch is moved from an unlocked position toward the locked position by the connector of the actuator when it is moved by the motor from the unlocking position toward the locking position. The sensing arm contacts the striker when the striker is captured by the latch system. The sensor is deactivated when the sensing arm is in one of the latched position or the unlatched position and activated when the sensing arm is in the other one of the latched position or the unlatched position.

Abstract: A method for monetizing ferroelectric process development is described. In at least one embodiment, the method comprises procuring a target material based on a model driven selection which is based on charge, mass and magnetic moment, and/or mass of the atomic constituents of the target material. The method further comprises applying the target material to a fabrication process to build a ferroelectric device. The method further comprises generating a notification indicative of procurement of the target material and application of the target material. The method further comprises electronically transmitting the notification to a customer, wherein the notification includes an invoice having a line item associated with a cost of the procuring of the target material and application of the target material.

Abstract: One or more methods for treating a tissue site comprises collecting a tissue sample that has keratinoytes and placing the tissue sample in a cartridge that has a well plate, positioning the cartridge within a base unit that has a tissue disaggregator, activating the base unit to rotate the well plate to align wells in the well plate with the tissue sample and the tissue disaggregator, operate the tissue disaggregator to separate the tissue sample to form a regenerative epidermal suspension, and provide the regenerative epidermal suspension to a tissue site to enhance healing of the tissue site.

Abstract: A software-based authentication protocol enables a client to be authenticated by a server through a host. The authentication protocol involves using mutable authentication data that changes to deter counterfeiters from making clones of authentic clients. The host requests a token from the client as proof of authenticity. The client establishes a communication channel to the server using the host as a communication proxy. The client presents mutable authentication data to the server. If the server determines that the mutable authentication data is outdated, then the client is deemed a counterfeit. If the server determined that the mutable authentication data is the latest version, then the client is deemed authentic and a token is issued to the client. Depending on a set of policies, the server changes the mutable authentication data and sends the new mutable authentication data to the client but not to counterfeit clients.

Abstract: Various techniques pertaining to methods, systems, and computer program products a spatial persistence process that places a virtual object relative to a physical object for an extended-reality display device based at least in part upon a persistent coordinate frame (PCF). A determination is made to decide whether a drift is detected for the virtual object relative to the physical object, upon or after detection of the drift or deviation, the drift or deviation is corrected at least by updating a tracking map into an updated tracking map and further at least by updating the persistent coordinate frame (PCF) based at least in part upon the updated tracking map, wherein the persistent coordinate frame (PCF) comprises six degrees of freedom relative to the map coordinate system.

Abstract: A drainage device, a water tank, a ventilation area design method thereof, and a storage medium and an electronic apparatus, wherein the top of the water tank is provided with a ventilation slit, an area of which is adjustable in real time, and the bottom of the water tank is provided with a drainage orifice. A determination model for determining whether bubbles are generated during a drainage process of the water tank is established, and a relationship between an area of the drainage orifice and that of the ventilation slit, which satisfies the condition of no bubble generation during the drainage process, is established on this basis.

Abstract: The disclosure relates to a viewing optic. In one embodiment, the disclosure relates to a viewing optic having an integrated display system. In one embodiment, the disclosure relates to a viewing optic having an integrated display system for generating images that are projected into the first focal plane of an optical system.

Abstract: Methods and systems are provided for dynamic interaction with an augmented reality environment. In some embodiments, the systems and methods are directed at dynamically interacting with machinery within the augmented reality environment via an augmented reality device.