Abstract: In part, in one aspect, the disclosure relates to a first computer system including a first processor and first memory, a first IO storage subsystem including a first switch configured for one or more first storage devices, a first IO non-storage subsystem including a first which configured for one or more first non-storage devices, a second compute system including a second processor and second memory, a second storage IO subsystem including a second switch configured for one or more second storage devices, a second IO non-storage subsystem including a second switch configured for one or more second non-storage devices and a midplane including a power connector, a processor side and an IO side, wherein the processing side includes connectors in electrical communication with the computer systems, the IO side includes connectors in electrical communication with the storage and non-storage subsystems.

Abstract: A cool cluster comprises one or more transfer chambers; a plurality of process chambers connected to the one or more transfer chambers; and a computing device of the tool cluster. The computing device is to receive first measurements generated by sensors of a first process chamber during or after a process is performed within the first process chamber; determine that the first process chamber is due for maintenance based on processing the first measurements using a first trained machine learning model; after maintenance has been performed on the first process chamber, receive second measurements generated by the sensors during or after a seasoning process is performed within the first process chamber; and determine that the first process chamber is ready to be brought back into service based on processing the second measurements using a second trained machine learning model.

Abstract: A monitor arm assembly including a rotation limiter that includes movable tabs to set the rotation limits of the arms with respect to each other or other assemblies. The rotation limiter may include exterior ring activators and outer visual references for the set limitations. The monitor arm assembly also includes a plurality of slide tracks to allow the monitor attached the arm to take a plurality of lateral positions. The assembly may further include a connector to join adjacent slide tracks.

Abstract: A bracket system for mounting an accessory structure or an adjacent pair thereof to a modular wall system is provided. A first bracket member and a second bracket member of the bracket system are each configured to be selectively engageable with a vertical frame member associated with the modular wall system and are configured to be interleaved with each other.

Abstract: Systems and methods for training models to improve fairness.

Abstract: A system for interconnecting modular wall vertical frame members meeting at a corner junction is provided. The system comprises a first vertical frame member a second vertical frame member; and a connector member. Each vertical frame member has a mount for mounting a wall panel. Each vertical frame member has a pair of interlocking members positioned inwardly of the mount. The connector member has a body structure with a pair of legs with latches thereon extending therefrom. The legs with the latches extending to form a general V-shape. The legs with the latches are configured to be received in latch receiving spaces of the vertical frame members in a latching engagement to secure the vertical frame members in a corner junction relationship. The body structure of the connector member includes a head configured to be received between portions of the vertical frame members to support the corner junction relationship.

Abstract: An air purifier comprises a housing that comprises an intake opening for an inflow of air and an output opening for an outflow of air, a fan, a motor for rotating the fan, a sleeve configured to at least partially surround the fan and/or the motor, an air purifier unit, and a retainer assembly. The air purifier unit is mounted in the housing purifying air flowing through the housing and is operatively coupled to the sleeve. The retainer assembly is configured to retain the air purifier unit in the housing and with respect to the sleeve. The retainer assembly comprises a retainer and an actuator operatively associated with the retainer and the sleeve, wherein movement of the actuator from a first position to a second position moves the retainer to securely retain the air purifier unit in the housing.

Abstract: The present invention relates to a method for characterizing the immune response of a subject to a tetravalent dengue virus composition by performing the method for determining affinity, binding kinetics and/or concentration of an antibody or of an antibody mixture and at least one other method. In a further embodiment, the present invention relates to a method for characterizing the immune response of a subject to a virus-containing vaccine composition by performing a combination of assays. In a further embodiment, the present invention relates to a method for predicting protective efficacy of a dengue vaccine candidate. In another embodiment the present invention relates to a method for preparing a vaccine formulation.

Abstract: Systems and methods for training models to improve fairness.

Abstract: Systems and methods for training models to improve fairness.

Abstract: A method of reconfiguring a modular wall is provided. The modular wall comprises a panel receiver structure with a panel receiving channel; a vertical panel received in the channel of the panel receiver structure; and a first and second fascia trim members. Each of the first and second fascia trim members is configured to be removably attached to opposing first and second sides of the panel receiver structure. The fascia trim members are configured to conceal the panel receiver structure. The method comprises removing at least the second fascia trim member; positioning a second panel receiver structure on the second side of the panel receiver structure, the second panel receiver structure having a second panel receiving channel; positioning a second vertical panel in the second panel receiving channel to be parallel to the vertical panel; and re-installing the removed second fascia trim member to the second panel receiver structure.

Abstract: A system and connector interconnects modular wall vertical frame members meeting at a junction. A first vertical frame member and a second vertical frame member each have a central section for mounting a wall panel. Each vertical frame member has a pair of lateral legs at the lateral edges thereof and a pair of inner legs extending inwardly. The inner legs are spaced laterally away from the lateral edges. Each vertical frame member also has a pair of interlocking members positioned inwardly of the central section. The interlocking members each having a laterally extending leg defining a laterally extending latch receiving space. The connector member has a head or heads for supporting parts and a latch or latches for securing parts, including trim members. The junctions may be corner or end-to-end.

Abstract: A pre-assembled internal frame for a modular wall comprises a pair of vertical frame members. Each first flange of the vertical frame member has a pair of series of vertically arranged mounting openings, and each second flange has a single series. The vertical frame members are oriented to enable the frame to be arranged in an end to end junction with another frame with adjacent vertical frame members thereof abutting. This provides three of the series of vertically arranged openings on each side of the modular wall at the end to end junction. A fastener is positioned in a fastener receiving portion for fastening the horizontal frame member to the vertical frame members. The fastener receiving portions are recessed laterally inwardly from the first and second web sections for avoiding interference between adjacent fasteners when the frame is arranged in the end to end junction with another such frame.

Abstract: A fault tolerant computer system and method are disclosed. The system may include a plurality of CPU nodes, each including: a processor and a memory; at least two IO domains, wherein at least one of the IO domains is designated an active IO domain performing communication functions for the active CPU nodes; and a switching fabric connecting each CPU node to each IO domain. One CPU node is designated a standby CPU node and the remainder are designated as active CPU nodes. If a failure, a beginning of a failure, or a predicted failure occurs in an active node, the state and memory of the active CPU node are transferred to the standby CPU node which becomes the new active CPU node. If a failure occurs in an active IO domain, the communication functions performed by the failing active IO domain are transferred to the other IO domain.

Abstract: Methods, systems, and apparatus, including computer programs encoded on computer-storage media, for machine learning model fairness and explainability. In some implementations, a method includes obtaining data relating to a plurality of potential borrowers; providing the data to the trained machine learning model; obtaining, by the trained machine learning model’s processing of the provided data, the one or more outputs of the trained machine learning model; and automatically generating a report that explains the one or more outputs of the trained machine learning model with respect to one or more fairness metrics and one or more accuracy metrics; and providing the automatically generated report for display on a user device.

Abstract: A fault tolerant computer system and method are disclosed. The system may include a plurality of CPU nodes, each including: a processor and a memory; at least two IO domains, wherein at least one of the IO domains is designated an active IO domain performing communication functions for the active CPU nodes; and a switching fabric connecting each CPU node to each IO domain. One CPU node is designated a standby CPU node and the remainder are designated as active CPU nodes. If a failure, a beginning of a failure, or a predicted failure occurs in an active node, the state and memory of the active CPU node are transferred to the standby CPU node which becomes the new active CPU node. If a failure occurs in an active IO domain, the communication functions performed by the failing active IO domain are transferred to the other IO domain.

Abstract: The present invention relates to methods for determining affinity, binding kinetics and/or concentration of an antibody or of an antibody mixture specific for a virus using virus-like particles (VLPs) and/or live viruses or inactivated viruses attached to biosensors. Further, the present invention relates to the VLPs and live or inactivated viruses attached to biosensors and methods for producing them.

Abstract: Methods, systems, and computer readable media for utilizing ultrasound multiple scattering to assess pulmonary fibrosis are disclosed. One method may comprise transmitting ultrasound energy into the lungs of a subject, detecting portions of the ultrasound energy backscattered by structures in the lungs of the subject, calculating a transport parameter from the detected portions of the ultrasound energy backscattered by the structures in the lungs of the subject, inputting the transport parameter into a model that correlates values of the transport parameter with quantitative indications of severity of pulmonary fibrosis, and receiving, from the model, a quantitative indication of the severity of pulmonary fibrosis for the subject that correlates with the transport parameter for the subject.

Abstract: Grinders, analyzers, and related technologies are described herein. The grinders can hold foodstuff that is periodically ground. The analyzers can analyze the foodstuff to determine information about the state of the foodstuff. Algorithms can be used to determine how to process the foodstuff, how to use the foodstuff, and/or when to discard the foodstuff. The grinder can be a portable, rechargeable electric coffee grinder configured to monitor the freshness of the coffee beans. When coffee beans become stale, they can be discarded and the coffee grinder can be refilled with fresh coffee beans.

Abstract: Systems and methods for training models to improve fairness.