Abstract: Devices and techniques are generally described for generating per-topic review summarization. In some examples, a plurality of text descriptions of a first item may be received. In at least some examples, a list of categories may be determined. In some examples, at least one machine learned model may generate a first summary of the plurality of text descriptions. In some examples, the first summary may be relevant to a first category of the list of categories. In further examples, the at least one machine learned model may generate a second summary of the plurality of text descriptions. The second summary may be relevant to a second category of the list of categories. In various cases, first output data that includes the first summary and the second summary may be generated.

Abstract: High-energy optical disinfection systems inside a commercial airplane using highly efficient, flexible, and durable side-emitting optical fibers optically coupled to high-energy UV-C laser diodes to destroy submicroscopic infectious agents and inactivate microorganisms inside the airplane. With the high-energy UV-C laser diodes optically coupled to the side-emitting optical fibers, which can be easily routed to different areas inside the airplane, the high-energy UV-C laser light emitted from the side of the optical fiber will disinfect the airplane along a wide or long swath continuously without interruption.

Abstract: Coronavirus Disease 2019 (COVID-19) remains a threat with the emergence of new variants, especially Delta and Omicron, without specific effective therapeutic drugs. The present invention provides a method and a composition for preventing and treating COVID-19 (SARS-CoV-2) coronavirus infection which includes administering to a subject in need thereof one or more therapeutically effective doses of Virofree which comprises a pharmaceutically acceptable combination of grape seed extract, acerola cherry extract, olive leaf extract, marigold extract, green tea extract, pomegranate extract, yeast beta-glucan and soya bean extract for a treatment period.

Abstract: Embodiments described herein generally relate to apparatuses for processing a substrate. In one or more embodiments, a heater support kit includes a heater assembly contains a heater plate having an upper surface and a lower surface, a chuck ring disposed on at least a portion of the upper surface of the heater plate, a heater arm assembly contains a heater arm and supporting the heater assembly, and a heater support plate disposed between the heater plate and the heater arm and in contact with at least a portion of the lower surface of the heater plate.

Abstract: In one example, a neural network device comprises a first plurality of synapses configured to receive a first plurality of inputs and to generate therefrom a first plurality of outputs, wherein the first plurality of synapses comprises a plurality of memory cells, each of the plurality of memory cells configured to store a weight value corresponding to a number of electrons on its floating gate and the plurality of memory cells are configured to generate the first plurality of outputs based upon the first plurality of inputs and the stored weight values.

Abstract: Systems and methods for Energy Storage-based Packetized Delivery of Electricity (ES-PDE) are disclosed that are radically different from the operation of today's grid. Using ES-PDE, the loads are powered by the energy storage systems (ESS) the majority of the time and only receive packets of electricity periodically to charge the ESSs. Therefore, the grid operators can schedule the delivery of electricity packets to utilize the existing grid infrastructure. Since the customers are powered by the co-located ESSs they are not impacted by the grid operation in short term. Therefore, when grid outages occur, the customers still have power for some time, giving the grid more time to be fully restored.

Abstract: Apparatuses (e.g., devices, systems, etc.) and methods that may provide access to one or more tools to a remote site in the body including expandable and external working channels that may be part of a tube that is coupled to an outer surface of an elongate medical device, such as an endoscope.

Abstract: In some embodiments, a reconstitution or medicinal fluid delivery device includes a transfer engine including two fluidly connected spikes, each configured to pierce a container. A check valve may be disposed between the two spikes to allow unidirectional flow from one container to the other. Physical access to a fluid outlet may be obstructed by a housing until the reconstitution or medicinal fluid delivery device is actuated, whereupon physical access to the fluid outlet is permitted. The reconstitution or medicinal fluid delivery device may be placed on a flat surface and actuated with force applied in a single direction toward the flat surface.

Abstract: The invention offers an ultracapacitor-based power system solution with four main functional blocks which are power conditioning block, monitoring block, charge-discharge block and protection block. The proposed system has the advantage of working well in the environment of vibration, high temperature, has a large capacity to provide a large amount and radiates less heat compared to systems using traditional batteries. In addition, the system has functions to protect and stabilize the output voltage, and the operating parameters of the system is monitored continuously.

Abstract: Method of analysis text message syntactically and by content, which entails: step 1; Split syntaxes (made available to subscribers by the network operator) into tokens to store in a Syntax Trie; step 2. Pre-process an incoming text from a subscriber; step 3. Split the text (pre-processed in Step 2) into tokens; step 4. Look up paths that include the tokens (obtained in Step 3) in the Syntax Trie (initialized in Step 1); step 5: Return the look-up result, which is the path in the Syntax Trie that best reflects the user intent.

Abstract: Methods and systems are disclosed for quantizing images using machine-learning. A plurality of input images are received from a sensor (e.g., a camera), wherein each input image includes a plurality of pixels. Utilizing an image-to-image machine-learning model, each pixel is assigned a new pixel color. Utilizing a mixer machine-learning model, each new pixel color is converted to one of a fixed number of colors to produce a plurality of quantized images, with each quantized image corresponding to one of the input images. A loss function is determined based on an alignment of each input image with its corresponding quantized image via a pre-trained reference machine-learning model. One or more parameters of the image-to-image machine-learning model and the mixer model are updated based on the loss function. The process repeats, with each iteration updating the parameters of the image-to-image machine-learning model and the mixer model, until convergence, resulting in trained models.

Abstract: The present invention provides a noise modeling method to improve the speech recognition quality to help the recognition system perform better in real-life environments. With this method, we not only add noise to the training audio signal to simulate different environments, but we also add noise labels to the speech transcripts. Since then, the recognition model will perform better in different environments and increase the accuracy of the recognition model.

Abstract: Aspects of the present disclosure relate generally to isolator devices, components thereof, and methods associated therewith for substrate processing chambers. In one implementation, a substrate processing chamber includes an isolator ring disposed between a pedestal and a pumping liner. The isolator ring includes a first surface that faces the pedestal, the first surface being disposed at a gap from an outer circumferential surface of the pedestal. The isolator ring also includes a second surface that faces the pumping liner and a protrusion that protrudes from the first surface of the isolator ring and towards the outer circumferential surface of the pedestal. The protrusion defines a necked portion of the gap between the pedestal and the isolator ring.

Abstract: Disclosed herein are various optimized nucleic acids encoding the fukutin-related protein (FKRP). Recombinant vectors comprising the optimized nucleic acid (e.g. operatively linked to a muscle specific promoter), such as recombinant adeno-associated virus vectors, for expressing the protein (e.g. in skeletal and cardiac muscle), and therapeutic compositions contains the vectors are also disclosed. Therapeutic methods of administration of the vectors to a subject for the treatment of a subject with a dystroglycanopathy disorder (e.g., limb-girdle muscular dystrophy 2I) are also disclosed.

Abstract: A system, a method, a device, and an apparatus include a control unit configured to determine contact resistance of one or more electrical contacts of one or more circuits, and remove, via a wetting current, residue on the one or more electrical contacts.

Abstract: The present disclosure relates to site-specific disrupting agents for modulating, e.g., decreasing, expression of a target plurality of genes in a cell. In some embodiments, the target plurality of genes comprises pro-inflammatory genes, e.g., CXCL1, CXCL2, CXCL3, CXCL4, CXCL5, CXCL6, CXCL7, and IL-8. In some embodiments, the method comprises using a first site-specific disrupting agent that targets a first anchor sequence and a second site-specific disrupting agents that disrupts a second anchor sequence.

Abstract: Provided are a provisioning method for cloud service and a system thereof. The provision method according to some embodiments may include collecting a resource utilization rate of each of a plurality of cloud nodes, receiving a regular instance request from a client, determining whether there is a cloud node among the plurality of cloud nodes that satisfies a first condition, in which the collected resource utilization rate is less than a first threshold value, designating a specific cloud node from among the plurality of cloud nodes based on a determination that there is no cloud node that satisfies the first condition, and terminating at least some of spot instances pre-provisioned on the specific cloud node and provisioning a requested regular instance.

Abstract: Coronavirus Disease 2019 (COVID-19) remains a threat with the emergence of new variants, especially Delta and Omicron, without specific effective therapeutic drugs. The present invention provides a method and a composition for preventing and treating COVID-19 (SARS-CoV-2) coronavirus infection which includes administering to a subject in need thereof one or more therapeutically effective doses of Virofree which comprises a pharmaceutically acceptable combination of grape seed extract, acerola cherry extract, olive leaf extract, marigold extract, green tea extract, pomegranate extract, yeast beta-glucan and soya bean extract for a treatment period.

Abstract: A power mesh structure for an integrated circuit is provided. A power switch cell is installed on the chip of the integrated circuit to control the switching operations of the power domain. The power meshes of the power mesh structure is specially designed. The power wires with different electrical properties are arranged in the same column or the same row to reduce the layout area of the power mesh on the material layer.