Abstract: Methods and systems for managing data sources of a distributed system are disclosed. The data sources may be managed by generating intent embeddings used for information recommendations. The intent embeddings may include a combination of embeddings based on at least one discrete action of a entity and/or at least one behavior of the entity. The intent embeddings may further include any embedding of data (e.g., (i) data headers, (ii) data statistics, and/or (iii) any other component of the data) of the data sources. The entity may include (i) a user, (ii) an administrator, etc. of the distributed system. The intent embeddings may be used to obtain an information recommendation for a request by the entity. The information recommendation may be used to facilitate desired computer implemented services.

Abstract: Methods and systems for managing data sources of a distributed system are disclosed. The data sources may be managed by enhancing data used in servicing a request. The data may be enhanced using graphs that have been generated using clustering methods. The graphs may include nodes representing any portion of the data, first edges representing explicit relationships between the data, and/or second edges representing implicit relationships between the data. The data may be enhanced by identifying, from a first node, a second node using the second edges and/or including the any portion of the data represented by the first node with the data used in servicing the request. The implicit relationships of the graphs may be approved and/or rejected by stakeholders of the distributed system.

Abstract: Methods and systems for desired computer implemented services using data stored in data sources of a distributed system are disclosed. The desired computer implemented services may be provided by recommending data sources based on new activities of a user and/or the data sources. The recommended data sources may be provided by measuring first levels of relevancy and second levels of uncertainty between the new activities and/or the data sources. The recommended data sources may be used with a request template to generate an information request that is processable by information extraction frameworks. From processing the information request, information may be obtained that is used to facilitate a provisioning of the desired computer implemented services.

Abstract: The present disclosure pertains to compositions comprising anti-VEGF proteins and methods for producing such compositions.

Abstract: Methods and systems for providing desired computer implemented services using data stored in data sources of a distributed system are disclosed. The desired computer implemented services may be provided by generating a custom data resource. The custom data resource may be generated by obtaining first identifiers of local data tables and/or third identifiers of new local data tables. The third identifiers may include second identifiers of remote data tables. The custom data resource may be further generated by performing an update process on dependencies of the first identifiers and/or the third identifiers. The custom data resource may be used by information extraction frameworks to extract information from the custom data resource. The information may be used to facilitate provisioning of the desired computer implemented services.

Abstract: Methods and systems for providing desired computer implemented services using data stored in data sources of a distributed system are disclosed. The desired computer implemented services may be provided by obtaining recommended data sources of the data sources using user query data. The user query data may be used to obtain temporal data access patterns by a user and/or relative levels of importance of the data sources indicated by the temporal data access patterns, both of which can be used to obtain recommended data sources. The recommended data sources may be used with a request template to generate an information request that is processable by information extraction frameworks. From processing the information request, information may be obtained that is used to facilitate the desired computer implemented services.

Abstract: The present disclosure pertains to compositions comprising anti-VEGF proteins and methods for producing such compositions.

Abstract: Methods and systems for managing performance of workloads in a distributed system are disclosed. The performance may be managed by determining the performance of the workloads through updating, using at least stakeholder feedback, synthetic feedback, and/or costs of the workloads, a decision model. The costs may be compared to a cost threshold. Based on the comparison, stakeholder feedback and/or synthetic feedback, from the decision model, may be used to generate at least one scaling factor. The at least one scaling factor and/or the costs may be used to generate rewards. The rewards may be ingested by the decision model to update the decision model. With each update, the decision model may be trained to select, for performance, workloads that do not exceed the cost threshold.

Abstract: Methods and systems for managing use of data sources of a distributed system are disclosed. The use of the data sources may be managed by processing queries using a refined dependency graph. The refined dependency graph may include nodes, based on data objects in the data sources, and/or edges, based on explicitly defined relationships and/or inferred relationships. The explicitly defined relationships may be based on database keys (e.g., primary keys, foreign keys, key constraints, and/or any other database key). The inferred relationships may be based on any measures of semantic similarity of the data objects. The any measures of the semantic similarity may be computed using a trained machine learning model.

Abstract: Methods and systems for providing desired computer implemented services using data stored in data sources of a distributed system are disclosed. The desired computer implemented services may be provided by identifying sub-graphs for generating information requests. A sub-graph of the sub-graphs may be identified by generating customized embeddings based on (i) a generalized graph data structure of the data sources and/or (ii) embeddings based on (a) words of a request template for a data request and/or (b) attention scores that include measures of relative importance between the words. The sub-graph may be used with the request template to generate an information request that is processable by information extraction frameworks. From processing the information request, information may be obtained that is used to facilitate the desired computer implemented services.

Abstract: The present disclosure pertains to compositions comprising anti-VEGF proteins and methods for producing such compositions.

Abstract: Disclosed are a compound containing a five-membered heterocycle, a preparation method therefor, an application thereof, an agricultural composition, and a method for preventing and controlling invertebrate pests. The present invention provides a compound containing a five-membered heterocycle having a structure represented by formula (I), or an agriculturally acceptable salt thereof, or a stereoisomer thereof. The compound containing a five-membered heterocycle and the agriculturally acceptable salt thereof provided by the present invention exhibit an excellent prevention and control effect against various pests, especially spider mites such as carmine spider mites, red spider mites, Kanzawa spider mites and citrus spider mites and lepidopteran insects such as the diamondback moths. The compound may be used for preventing and controlling various pests and pest mites, exhibits highly effective acaricidal and insecticidal activity, and has good application prospects.

Abstract: A system may include an excursion detection subsystem configured to estimate excursion of an internal mass of an electromechanical transducer. The excursion detection subsystem may include an excursion model configured to apply a transfer function to a driving signal for driving the electromechanical transducer to generate an estimated excursion of the internal mass in response to the driving signal, a training module configured to adapt parameters of the excursion model based on one or more factors, an oversight and control module configured to control adaptation by the training module based on at least one sensed signal associated with the electromechanical transducer, and an excursion limiter configured to determine if the estimated excursion is an over-excursion of the internal mass and mitigate the over-excursion if the estimated excursion is an over-excursion of the internal mass.

Abstract: The present disclosure pertains to compositions comprising anti-VEGF proteins and methods for producing such compositions.

Abstract: Provided are an NLP-based method for constructing a variant literature interpretation knowledge base, an interpretation method, and an electronic device. The method for constructing the variant literature interpretation knowledge base includes: obtaining disease-related literature; constructing, based on the disease-related literature, a database of entities associated with genes and variants; constructing a literature evidence knowledge graph for interpretation of variant literature; and performing evidence extraction on the literature evidence knowledge graph to obtain evidence corresponding to an entity, and constructing, based on the evidence and the database, the variant literature interpretation knowledge base. In this way, the literature evidences can be more comprehensive and systematic.

Abstract: A method for treating a waste plastic based on a persulfate system is provided. The method includes the following steps: mixing the waste plastic, sulfuric acid, sulfate, peroxymonosulfate, and water, and reacting at 80-140° C. for 3-15 h to complete the treatment; where the waste plastic is polyethylene or polyethylene terephthalate; and the sulfate is copper sulfate or ferrous sulfate. The present invention reasonably regulates and controls each parameter in the reaction process while constructing a homogeneous catalysis system of transition metal activated peroxymonosulfate, and finally directionally converts the waste plastic into C7H12 and C10H12 fuels, which realizes high-efficiency recycling of the waste plastic, has a simple and convenient working procedure, and has a wide application prospect.

Abstract: This application relates to methods for identifying a glycosylated peptide biomarker in a sample. In particular, the application relates to methods for identifying an N-glycan profile of a protein in a sample.

Abstract: A liquid crystal display panel and a display device. The liquid crystal display panel includes an array substrate and an opposite substrate opposite to each other, and a liquid crystal layer disposed therebetween, wherein the array substrate includes pixel structures located on a first base substrate, the opposite substrate includes a second base substrate and an anti-overflow structure which is disposed on a side of the second base substrate facing the array substrate, and configured to prevent liquid crystal in the liquid crystal layer from overflowing. The liquid crystal display panel includes a display region and a peripheral region surrounding the display region, and further includes a frame sealing adhesive located in the peripheral region and between the array substrate and the opposite substrate, and the anti-overflow structure surrounds the display region and is disposed on a side of the frame sealing adhesive close to the display region.

Abstract: A method for treating a sample for liquid chromatography and mass spectrometry and a use of surface hydrophilic magnetic beads for treating a sample for liquid chromatography and mass spectrometry. The method comprises contacting a sample by using surface hydrophilic magnetic beads and a precipitant to form precipitated-magnetic bead aggregates, and applying a magnetic field to remove the precipitated-magnetic bead aggregates. The described sample treatment method may be used in sample preparation or pretreatment for mass spectrometry or liquid chromatography, especially liquid chromatography tandem mass spectrometry.

Abstract: An information processing apparatus includes: a product information acquisition unit that acquires product information about a product; a product processing unit that processes the product by using the product information; and a change unit that changes an operation of at least one of the product information acquisition unit and the product processing unit, depending on at least one of a target who uses the information processing apparatus and a position of the information processing apparatus.