Abstract: Provided is a method for review of an XBRL document. An XBRL document is received followed by a request to create an XBRL review for the XBRL document. A selection of an XBRL fact included in the XBRL document is received and a first review status, of a plurality of review statuses, is applied to the selected XBRL fact. The selected XBRL fact is monitored to detect a change to the XBRL fact, and in response to detecting a change to the XBRL fact, the first review status of the XBRL fact is updated to a second review status of the plurality of review statuses.

Abstract: In an aspect, an apparatus for procedural training is presented. An apparatus includes at least a processor and a memory communicatively connected to at least a processor. A memory contains instructions configuring at least a processor to receive optical data from a sensor comprising a machine vision system in electronic communication with the at least a processor, wherein the machine vision system is configured to identify at least one object within optical data. At least a processor is configured to determine a procedural performance parameter as a function of optical data wherein determining the procedural performance parameter comprises classifying the at least one object within optical data to an optical data category using an optical data classifier. At least a processor is configured to compare a procedural performance parameter to a procedural performance threshold. At least a processor is configured to display procedural training feedback through a display unit as a function of a comparison.

Abstract: Various shaped abrasive particles are disclosed. Each shaped abrasive particle includes a body having at least one major surface and a side surface extending from the major surface.

Abstract: A parachute retention system may include a container and a replaceable flap. The container can be attached to a vehicle and can hold a parachute. The container may have a first attachment member. A replaceable flap may have a second attachment member that connects to the first attachment member and that has a flexible barrier portion for enclosing at least a portion of the container to retain the parachute therein.

Abstract: Methods and systems for improved and efficient exemplary campaign message generation are disclosed. By automating the exemplary campaign message generation process, the system can improve the selection efficiency and quality of these messages, which can be used to inspire prospective campaign generators. Furthermore, the selected exemplary messages are dynamically diversified to meet the needs of different campaign generators.

Abstract: A method of using the transverse relaxation rate (R2) of solvent NMR signal to noninvasively assess alum-containing products such as vaccines. This technique can be used for quality control in vaccine manufacturing (e.g., fill-finish step) to determine the evenness of alum filling level as well as extent of alum particle sedimentation in filled and sealed products.

Abstract: In some embodiments, user-selectable/connectable model representations may be provided via a user interface to facilitate artificial intelligence development. The model representations may comprises first and second machine learning model (ML) representations corresponding to first and second ML models, and non-ML model representations corresponding to non-ML models. Based on user input indicating selection of the first and second ML model representations and a non-ML model representation corresponding to a non-ML model, at least a portion of a software application may be generated such that the software application comprises (i) an instance of the first ML model, an instance of the second ML model, and an instance of the non-ML model and (ii) an input/output data path between the instance of the first ML model and at least one other instance, the at least one other instance comprising the instance of the second ML model or the instance of the non-ML model.

Abstract: Various examples for discovering policy bindings between group policy rules in a legacy management framework and unified endpoint management rules that are utilized in a modern mobile device management (MDM) device management framework. A configuration state view can allow an administrator to understand inconsistencies or conflicts between group policy rules and UEM rules.

Abstract: Formulations and methods, including vaccines and pharmaceutical compositions for inducing or enhancing an immune response are disclosed. The formulations generally comprise a TLR4 agonist and a metabolizable oil at a concentration of about 0.01%-1% v/v, wherein the hydrophobic:lipophilic balance (HLB) of the emusion is greater than about 9.

Abstract: Various examples for discovering policy bindings between group policy rules in a legacy management framework and unified endpoint management rules that are utilized in a modern mobile device management (MDM) device management framework. A configuration state view can allow an administrator to understand inconsistencies or conflicts between group policy rules and UEM rules.

Abstract: A method of using the transverse relaxation rate (R2) of solvent NMR signal to noninvasively assess alum-containing products such as vaccines. This technique can be used for quality control in vaccine manufacturing (e.g., fill-finish step) to determine the evenness of alum filling level as well as extent of alum particle sedimentation in filled and sealed products.

Abstract: A beverage dispensing system includes a nozzle assembly and a valve system, the nozzle assembly including a nozzle body having a diffuser chamber, a mixing chamber, and one or more cooling channels formed therein, a diffuser disposed within the diffuser chamber, and a manifold having one or more cooling channels formed therein and being configured to receive a flow of a base fluid and a flow of a concentrate for mixing of the base fluid and the concentrate in the mixing chamber to provide a beverage, and the valve system including one or more valves for regulating respective flow rates of each of the base fluid and the concentrate to substantially achieve a target mix ratio of the base fluid to concentrate within the mixing chamber.

Abstract: Formulations and methods, including vaccines and pharmaceutical compositions for inducing or enhancing an immune response are disclosed. The formulations generally comprise a TLR4 agonist and a metabolizable oil at a concentration of about 0.01%-1% v/v, wherein the hydrophobic:lipophilic balance (HLB) of the emulsion is greater than about 9.

Abstract: Examples of enterprise management using managed virtual machines are described. Virtual machine files can be extracted from a virtual machine package and stored on a host device. The virtual machine files can include a managed virtual machine configuration file, an NVRAM file, and a virtual disk file, as well as other files. A digital signature of the managed virtual machine package can be verified. The digital signature can be based on the managed virtual machine configuration file, the NVRAM file, and a virtual disk file. The managed virtual machine can be added to a virtual machine inventory of the host desktop hypervisor and executed.

Abstract: Examples of enterprise management using managed virtual machines (VMs) are described. In one example, a virtual machine base image is validated to comply with a plurality of managed virtual machine packaging rules of a management service. Managed virtual machine configuration parameters are written to a managed virtual machine configuration file of a managed virtual machine. The managed virtual machine includes a management component that implements instructions from a management service. A managed virtual machine package file is generated to include the managed virtual machine configuration file and enterprise-specific enterprise resources identified from the management service based on the enterprise identifier.

Abstract: Examples of enterprise management using managed virtual machines are described. A host user context configuration can be received from a host management agent. The host user context configuration can include one or more policies. A managed virtual machine user context configuration can be received from a guest management agent within a managed virtual machine. A portion of the host user context configuration can be processed using a translation matrix to identify a configuration service provider (CSP)-based profile that is mapped to a policy from the host user context configuration. A command to enforce the CSP-based profile on the managed virtual machine can be transmitted.

Abstract: Examples of enterprise management using managed virtual machines are described. A guest management agent executed within a managed virtual machine receives a command to update a user context configuration of the managed virtual machine from a management service. The command to update the user context configuration of the managed virtual machine is transferred through an inter-process communication (IPC) channel from the guest management agent within the managed virtual machine to a host management agent executed on the host device outside the managed virtual machine. The command to update the user context configuration of the managed virtual machine is implemented using a host desktop hypervisor.

Abstract: In certain embodiments, content items may be obtained, where each of the content items may include multiple data types. Machine learning models may be caused to be trained based on the content items to map data in a vector space by providing at least a first portion of each of the content items as input to at least one of the machine learning models and providing at least a second portion of each of the content items as input to at least another one of the machine learning models. A search request for results may be obtained, where the search request includes search parameters. One or more locations within the vector space may be predicted (e.g., by one or more of the machine learning models) based on the search parameters. Information (indicating content items mapped to or proximate the predicted locations) may be provided as a request response.

Abstract: The invention provides for thermostable spray dried formulations including vaccines and pharmaceutical compositions for inducing or enhancing an immune response and methods of use thereof. The spray dried formulations are a dry powder generally comprising an antigen and/or an adjuvant, a metabolizable oil, and one or more excipients.

Abstract: A beverage dispensing system includes a nozzle assembly and a valve system, the nozzle assembly including a nozzle body having a diffuser chamber, a mixing chamber, and one or more cooling channels formed therein, a diffuser disposed within the diffuser chamber, and a manifold having one or more cooling channels formed therein and being configured to receive a flow of a base fluid and a flow of a concentrate for mixing of the base fluid and the concentrate in the mixing chamber to provide a beverage, and the valve system including one or more valves for regulating respective flow rates of each of the base fluid and the concentrate to substantially achieve a target mix ratio of the base fluid to concentrate within the mixing chamber.