Abstract: A method and system pertaining to a digital virtual sponsor to facilitate behavioral health and wellness of a user is provided. The method includes receiving an input from the user requiring assistance for a behavioral health issue, analyzing the input from the user by using an emotion recognition process to generate data associated with the user, storing the data associated with the user for access at a later time, providing the user with an instruction to complete a task as part of a program to facilitate the behavioral health and wellness of the user on a basis of the data associated with the user, and receiving an indication that the user completed the task to indicate an adherence to the program by the user.

Abstract: A cutting board with one or more cut-out sections is provided. Each cut-out is defined by a ledge, and one or more containers may be installed in a cut-out, by engaging their rims/edges with a cut-out ledge. After installation, and during use of the cutting board, no container extends above a work surface of the cutting board. Therefore, food ingredients, remnants, scraps, and so on can be easily and directly scraped or otherwise moved from the work surface to the installed containers. A portion of the cutting board that comprises the work surface is placed on a counter or other support and may be weighted to offset the weight of the containers, which overlie open space or an area lower than the counter (e.g., a sink).

Abstract: This disclosure describes techniques that facilitate the sale and exchange of plant growth systems to consumer plant growers. Particularly, a script offering system may act as an intermediary medium that allows merchants to advertise plant growth scripts to consumer plant growers via an electronic marketplace. In some examples, the script offering system may allow merchants to advertise plant growth scripts to consumer plant growers that have expressed an interest or need for a particular plant growth script. In other examples, the script offering system may allow a consumer plant grower to solicit merchant bids for the sale of plant growth script. A consumer plant grower may solicit bids for plant growth scripts that address specific needs identified via key word inputs or sensor data attributable to an existing plant growth operation that exhibits less than optimal plant growth.

Abstract: This disclosure describes techniques that facilitate the sale and exchange of plant growth systems to consumer plant growers. Particularly, a script offering system may act as an intermediary medium that allows merchants to advertise plant growth scripts to consumer plant growers via an electronic marketplace. In some examples, the script offering system may allow merchants to advertise plant growth scripts to consumer plant growers that have expressed an interest or need for a particular plant growth script. In other examples, the script offering system may allow a consumer plant grower to solicit merchant bids for the sale of plant growth script. A consumer plant grower may solicit bids for plant growth scripts that address specific needs identified via key word inputs or sensor data attributable to an existing plant growth operation that exhibits less than optimal plant growth.

Abstract: The present disclosure relates to systems and methods for an intelligent assistant (e.g., a chatbot) that can be used to enable a user to generate a machine learning system. Techniques can be used to automatically generate a machine learning system to assist a user. In some cases, the user may not be a software developer and may have little or no experience in either machine learning techniques or software programming. In some embodiments, a user can interact with an intelligent assistant. The interaction can be aural, textual, or through a graphical user interface. The chatbot can translate natural language inputs into a structural representation of a machine learning solution using an ontology. In this way, a user can work with artificial intelligence without being a data scientist to develop, train, refine, and compile machine learning models as stand-alone executable code.

Abstract: The present disclosure relates to systems and methods for using existing data ontologies for generating machine learning solutions for a high-precision search of relevant services to compose pipelines with minimal human intervention. Data ontologies can be used to create a combination of non-logic based and logic-based sematic services that can significantly outperform both kinds of selection in terms of precision. Quality of Service (QoS) and product Key Performance Indicator (KPI) constraints can be used as part of architecture selection in developing, training, validating, and improving machine learning models. For data sets without existing ontologies, one or more ontologies be generated and stored for future use.

Abstract: A database management engine provides a user interface that allows users to access and modify employee information in a database. The database includes entries for employees, and each database entry includes identifying information about the associated employee. A user can request to modify data within database entries, for instance in order to update information associated with an employee. Responsive to the request, the database management engine identifies liabilities associated with the database modification stemming from associated tax laws. Based on the identified tax liabilities, the engine computes the aggregate tax liability owed by the employer and/or employee. Before modifying a database entry, the engine modifies the user interface to include interface elements detailing the computed aggregate tax liability. The user explicitly can be required to confirm the database modification in view of the aggregate tax liability.

Abstract: This disclosure describes techniques that facilitate the sale and exchange of plant growth systems to consumer plant growers. Particularly, a script offering system may act as an intermediary medium that allows merchants to advertise plant growth scripts to consumer plant growers via an electronic marketplace. In some examples, the script offering system may allow merchants to advertise plant growth scripts to consumer plant growers that have expressed an interest or need for a particular plant growth script. In other examples, the script offering system may allow a consumer plant grower to solicit merchant bids for the sale of plant growth script. A consumer plant grower may solicit bids for plant growth scripts that address specific needs identified via key word inputs or sensor data attributable to an existing plant growth operation that exhibits less than optimal plant growth.

Abstract: A compressor system includes a compression module having an inlet for receiving air; and a filter housing in fluid communication with the compression module. The filter housing is constructed to house a filter, the filter having a sealing feature disposed at a first end of the filter and having an engagement feature disposed at a second end of the filter opposite the first end. The filter housing includes a trap door constructed to contact the engagement feature, and constructed to drive the engagement feature in a direction parallel to an axis of the filter toward the sealing feature and urge the sealing feature into sealing engagement with the filter housing.

Abstract: Techniques for generating confidence scores for machine learning predictions are disclosed. The confidence score for a predicted label corresponding to a target data point is based at least in part on how well the machine learning model predicts labels for other data points that are similar to the target data point. The system uses k data points, closest to the target data point, with known labels to compute the confidence score of a predicted label for the target data point. The accuracy of the predictions and the distance of each of the k data points from the target data point are used to compute a confidence score for a label predicted for the target data point.

Abstract: Systems and techniques for a sensor carrier, and intelligent track infrastructure for the navigation and operation of the sensor carrier are described. The sensor carrier is an autonomous robot navigating a track. The carrier holds cameras and other sensors to receive horticultural images and telemetry for plants in a grow operation. The carrier reads embedded signals in the track including Radio Frequency Identifier (RFID) tags, embedded positioning magnets, and drilled hole patterns for a beam breaking system to determine navigation and operation. For tracks placed at sharp angles, a transfer station with wall guards to prevent the carrier from falling enable safe transfers from different track segments. Additional features include an emergency stop (e-stop) switch and power management for autonomous sensor carriers.

Abstract: Implant delivery devices, methods of device assembly and methods of using those devices are presented where the delivery device uses an automatic implant delivery mechanism that eliminates variability in pusher wire speeds by providing a needle assembly having one or more implants positioned within a proximal end of a needle cannula, a dampener assembly and a shuttle assembly located within a housing along with the activation member which holds the shuttle assembly in cocked or pre-tensioned state. A lock can be engaged with the activation member to prevent premature firing or triggering of the device.

Abstract: The present disclosure relates to systems and methods for a self-adjusting corporation-wide discovery and integration feature of a machine learning system that can review a client's data store, review the labels for the various data schema, and effectively map the client's data schema to classifications used by the machine learning model. The various techniques can automatically select the features that are predictive for each individual use case (i.e., one client), effectively making a machine learning solution client-agnostic for the application developer. A weighted list of common representations of each feature for a particular machine learning solution can be generated and stored. When new data is added to the data store, a matching service can automatically detect which features should be fed into the machine-learning solution based at least in part on the weighted list. The weighted list can be updated as new data is made available to the model.

Abstract: A database management engine provides a user interface that allows users to access and modify employee information in a database. The database includes entries for employees, and each database entry includes identifying information about the associated employee. A user can request to modify data within database entries, for instance in order to update information associated with an employee. Responsive to the request, the database management engine identifies liabilities associated with the database modification stemming from associated tax laws. Based on the identified tax liabilities, the engine computes the aggregate tax liability owed by the employer and/or employee. Before modifying a database entry, the engine modifies the user interface to include interface elements detailing the computed aggregate tax liability. The user explicitly can be required to confirm the database modification in view of the aggregate tax liability.

Abstract: An additive dispensing device for dispensing of additives into a pressurised vessel, more particularly a fermentation vessel of a brewing system, is disclosed. The device has a vessel body including a chamber, the chamber having a closed end and an open end. A pressure release means is provided between the chamber and atmosphere. A controllable valve positioned between the closed end and the open end, configured to selectively open and close a flow path between the closed end and the open end.

Abstract: This disclosure describes, systems, devices, and computer-implemented methods that facilitate the upload of captured images to a remote data store based on satisfying upload conditions. More specifically, a captured image may be received from an image capture functions and analyzed to determine whether the captured image has sufficient information. In response to having sufficient information, an upload condition may be identified to upload the captured image to a remote data store. The captured image may be uploaded to the remote data store, based at least in part on the upload condition.

Abstract: A liquid dispenser has a base with a container section, a top with an elongated neck and a spout, and a push-open valve at the spout's end. An outer section of the valve engages a portion of a receptacle to depress the valve relative to the spout and open the valve and allow fluid to flow from the container through the spout and the valve into the receptacle. The push-open valve is held against the spout with a collar, and a spring biases the valve to its closed position. The top includes an air inlet, and a tube extends from the air inlet to the topside of the base and proximate to a strainer. A bladder can be placed within the interior of the liquid dispenser, and a lid and/or thin-film membrane can seal the base or bladder for storage of mixed drinks or a premix powder or solution.

Abstract: Emmacin-related substituted dihydropyrimidine compounds demonstrate potency at low concentrations and inhibit Methicillin-resistant S. aureus growth.

Abstract: A system for configuring an environment to provide mobile computing, the system including: one or more booms suspended from a soffit of the environment, each of the booms including a moveable arm moveable at least in part in a plane parallel to the soffit and the moveable arm having a proximal end connected to power and data cables attached to the soffit and a distal end where the power and data cables are suspended therefrom; and one or more switching hubs, each of the switching hubs are arranged to be removably mounted to a mobile station moveable within the environment, to be removably connected to the power and data cables suspended from the distal end of the moveable arm of one of the booms, and to be removably connected to at least one computer in the environment to distribute power and data to the at least one computer.

Abstract: Systems and methods for viewing, tracking, and analyzing data structure. Particularly, systems and methods for recognizing and grouping structural components of data into data shapes for viewing, tracking, and analyzing the data structure irrespective of the data content. An example method of analyzing data may include receiving document data comprising a plurality of data fields and defining a data shape from the document data, the data shape having one or more of the plurality of data fields. The data shape is defined agnostic to data content. The data shape may further include a qualifier associated with a data field. The data shape may be a first data shape, and the method may further include defining a second data shape from the document data, the second data shape having one or more of the plurality of data fields. The second shape may comprise the first data shape and an additional element.