Abstract: A method, computer system, and a computer program product for predictive maintenance is provided. The present invention may include recording, using an autonomous robot moving along a surface through a plurality of positions in a room, a plurality of data associated with an under-floor appliance provided beneath the surface of the room. The present invention may also include calculating, based on the recorded plurality of data associated with the under-floor appliance provided beneath the surface of the room, a material composition associated with the plurality of positions in the room. The present invention may further include generating, based on the calculated material composition associated with the plurality of positions in the room, a layout diagram for visualizing a layout of the under-floor appliance provided beneath the surface of the room.

Abstract: An oil bearing structure of a fan includes a shaft seat, a rotating shaft, and an oil bearing. The shaft seat includes a boss. A middle portion of the boss defines a slot. One end of the rotating shaft is inserted into the slot. Another end of the rotating shaft is a free end. The oil bearing is sleeved on an outer periphery of the rotating shaft. An axis of the rotating shaft and an axis of the oil bearing are perpendicular to the shaft seat. An effective length of the oil bearing and the rotating shaft is 50%-70% of a length of the fan.

Abstract: Disclosed herein are methods and systems for Artificial Intelligence (AI)-based methods for performing medical diagnosis of diseases and conditions. An automated natural language processing (NLP) system performs deep learning techniques to extract clinically relevant information from electronic health records (EHRs). This framework provides a high diagnostic accuracy that demonstrates a successful AI-based method for systematic disease diagnosis and management.

Abstract: Embodiments of process kits for use in a process chamber are provided herein. In some embodiments, a process kit for use in a process chamber, includes: a top plate having a central recess disposed in an upper surface thereof; a channel extending from an outer portion of the top plate to the central recess; a plurality of holes disposed through the top plate from a bottom surface of the recess to a lower surface of the top plate; a cover plate configured to be coupled to the top plate and to form a seal along a periphery of the central recess such that the covered recess forms a plenum within the top plate; and a tubular body extending down from the lower surface of the top plate and surrounding the plurality of holes, the tubular body further configured to surround a substrate support.

Abstract: Apparatus and methods use a unique process kit to protect a processing volume of a process chamber. The process kit includes a shield with a frame configured to be insertable into a shield and a foil liner composed of a metallic material that is attachable to the frame at specific points. The specific attachment points are spaced apart to produce an amount of flexibility based on a malleability of the metallic material. The amount of flexibility ranges from approximately 2.5 to approximately 4.5.

Abstract: A method for real-time cloud container communications routing is provided. The method monitors network traffic to a first network resource located within a first region. Based on monitoring the network traffic, the method determines a second region associated with at least a portion of the network traffic. The method generates a resource backup of the first network reference. The resource backup represents a current state of the first network resource. The method transfers the resource backup to a second network resource associated with the second region and redirects at least a portion of the network traffic to the second network resource.

Abstract: A medical device system may include an elongate shaft having a lumen extending from a proximal end of the elongate shaft to a distal end of the elongate shaft, a medical device disposed proximate the distal end of the elongate shaft, a release wire disposed within the lumen of the elongate shaft, wherein the release wire releasably secures the medical device to the distal end of the elongate shaft, a securement member fixedly attached to the proximal end of the elongate shaft and to a proximal end of the release wire, and a microcatheter configured to deliver the medical device to a treatment site, the elongate shaft and the medical device being slidably disposed within a lumen of the microcatheter. A proximal portion of the securement member may be configured to disengage from a distal portion of the securement member.

Abstract: Compounds, pharmaceutical formulations, and methods of treating bacterial infections are disclosed.

Abstract: Provided herein are energy absorbing composites including a thermoplastic resin, a dilatant, a compatibilizer, a reinforcing filler, and optionally an antioxidant and methods of preparation thereof.

Abstract: The present invention relates to solid forms of a substituted benzoxaborole compound, specifically crystalline forms of a compound of formula I, compositions comprising crystalline forms of the compound of formula (I), and methods of their use.

Abstract: The present invention relates to solid forms of a substituted benzoxaborole compound, specifically crystalline forms of a compound of formula I, compositions comprising crystalline forms of the compound of formula (I), and methods of their use.

Abstract: The present invention describes novel compounds, or their pharmaceutically acceptable salts, pharmaceutical compositions containing them, and their medical uses. The compounds of the invention have activity as Janus kinase (JAK) inhibitors and are useful in the in the treatment or control of inflammation, auto-immune diseases, cancer, and other disorders and indications where modulation of JAK would be desirable. Also described herein are methods of treating inflammation, auto-immune diseases, cancer, and other conditions susceptible to inhibition of JAK by administering a compound herein described.

Abstract: Disclosed embodiments provide techniques for computerized technical support. A knowledge graph for a computer application is established. An input query from a user is processed to extract entities used as action identifiers. One or more nodes within the knowledge graph are identified, along with corresponding relationship edges leading to the nodes. When multiple candidate nodes are found that contain information relevant to the input query, a custom clarification statement is created based on the one or more identified relationship edges. The user provides answers to the clarification statement to narrow down which nodes contain the most relevant information. This process may continue, eliminating nodes based on user responses, until a single node remains, corresponding to an action identifier. The action identifier includes action description information that provides technical assistance to a user.

Abstract: A gamified application is provided for users to feed animated virtual characters with images of real-world food items. The images fed to the virtual characters are to be uploaded to a data store in a cloud environment, for use in training a custom machine learning model. In one embodiment, a server in a cloud environment receives a photo of a food item fed to a virtual character in an augmented reality environment in the gamified application executing on a user device, invokes the custom machine learning model or a set of image recognition APIs to generate classification information for the photo, sends the classification information to the user device for verification by a user, and stores the verified information to the data store used for periodically training the machine learning model. Over time, the data store would include a large volume of food images with label data verified by a large number of users.

Abstract: A fan that is able to display an advertisement or other visible message includes a stator assembly, a rotating assembly, and a decoration member. The stator assembly includes a base, a fixing shaft, and a stator. The fixing shaft is positioned at the base. The stator is annular and positioned outside the fixing shaft. The rotating assembly is sleeved on the fixing shaft. The decoration member is fixedly connected to one end of the fixing shaft away from the base. The stator drives the rotating assembly to rotate around the fixing shaft while the stationary decoration member carries the display.

Abstract: A fan with reduced friction and subject to much reduced wear includes a stator assembly and a rotating assembly. The stator assembly includes a base, a fixing shaft, and a stator. The fixing shaft is positioned at the base. The stator is positioned outside the fixing shaft. The rotating assembly includes a rotor, a bearing, and a magnetic member. The bearing is sleeved on the fixing shaft. The magnetic member is positioned on an inner wall of the rotor and is spaced apart from the stator. The magnetic member generates a magnetic force with the stator to drive the bearing to rotate around the fixing shaft while the bearing is not in any contact with the base and the stator.

Abstract: Methods and apparatus for processing a substrate are provided herein. For example, a method for processing a substrate can includes selectively etching from a substrate disposed in the PVD chamber an exposed first layer of material, covering an underlying second layer of material, and adjacent to an exposed third layer of material, using both process gas ions and metal ions formed from a target of the PVD chamber, in an amount sufficient to expose the second layer of material while simultaneously depositing a layer of metal onto the third layer of material; and subsequently depositing metal from the target onto the second layer of material.

Abstract: Disclosed herein are methods and compositions relating to synthesized nanopores. The synthesized nanopores can be used for detecting a target molecule (e.g. RNA, DNA, or peptide).

Abstract: Disclosed herein are methods and kits for identifying a subject as having leukemia. Also provided herein are methods and kits for determining a leukemia subtype in subject. Further provided herein are methods and kits for determining the prognosis of a subject having leukemia and for determining the progression of leukemia in a subject.