Abstract: A first system includes a processor configured to: compare, via a machine learning model, a generated clinical note and a plurality of pseudo-reference clinical notes based on at least one evaluation metric to predict a quality score of the generated clinical note; and output, via an output device, the generated clinical note if the quality score is greater than or equal to a predetermined acceptable threshold, and a request to manually draft a clinical note otherwise. A second system includes a processor configured to: compare, via a machine learning model, a plurality of generated clinical notes and at least one final clinical note based on a plurality of evaluation metrics to determine model scores associated with the note generation models that generated the plurality of generated clinical notes; and select one of the plurality of note generation models at least partially based on the model scores.

Abstract: A system is provided for controlling operation of an electrically controlled and magnetically actuated locking web retractor of an occupant restraint coupled to an occupant seat of a motor vehicle. A control circuit may monitor output signals produced by one or more sensors configured to produce one or more respective sensor output signals indicative of one or more corresponding sensed conditions of the motor vehicle, vehicle seat or occupant restraint, process the output signals produced by the one or more sensors to determine one or more values of the one or more sensed conditions, compare the one or more determined values of the one or more sensed conditions to one or more corresponding threshold or range values, and then provide a control signal, based on the one or more comparisons, to a magnet actuator of the web retractor to cause the web retractor to lock or unlock.

Abstract: A system is provided for controlling operation of an electrically controlled and magnetically actuated locking web retractor of an occupant restraint coupled to an occupant seat of a motor vehicle. A control circuit may monitor output signals produced by one or more sensors configured to produce one or more respective sensor output signals indicative of one or more corresponding sensed conditions of the motor vehicle, vehicle seat or occupant restraint, process the output signals produced by the one or more sensors to determine one or more values of the one or more sensed conditions, compare the one or more determined values of the one or more sensed conditions to one or more corresponding threshold or range values, and then provide a control signal, based on the one or more comparisons, to a magnet actuator of the web retractor to cause the web retractor to lock or unlock.

Abstract: Structured elements with capabilities for stream flow division and distribution and mitigation of undesired species that exceed those of conventionally available materials are provided. The structured elements provide increased opportunities for surface attraction, retention and coalescence of undesired species in a process stream. The functional contact surfaces of the structured elements can include one or more of the faces of cells, the surfaces of struts connecting cells, the surfaces of nodes connecting struts, and the surfaces of asperities or irregularities caused by channels, flutes, spikes, fibrils or filaments in or on the material surfaces.

Abstract: Structured elements with capabilities for stream flow division and distribution and mitigation of undesired species that exceed those of conventionally available materials are provided. The structured elements provide increased opportunities for surface attraction, retention and coalescence of undesired species in a process stream. The functional contact surfaces of the structured elements can include one or more of the faces of cells, the surfaces of struts connecting cells, the surfaces of nodes connecting struts, and the surfaces of asperities or irregularities caused by channels, flutes, spikes, fibrils or filaments in or on the material surfaces.

Abstract: Structured elements with capabilities for stream flow division and distribution and mitigation of undesired species that exceed those of conventionally available materials are provided. The structured elements provide increased opportunities for surface attraction, retention and coalescence of undesired species in a process stream. The functional contact surfaces of the structured elements can include one or more of the faces of cells, the surfaces of struts connecting cells, the surfaces of nodes connecting struts, and the surfaces of asperities or irregularities caused by channels, flutes, spikes, fibrils or filaments in or on the material surfaces.

Abstract: Structured elements with capabilities for stream flow division and distribution and mitigation of undesired species that exceed those of conventionally available materials are provided. The structured elements provide increased opportunities for surface attraction, retention and coalescence of undesired species in a process stream. The functional contact surfaces of the structured elements can include one or more of the faces of cells, the surfaces of struts connecting cells, the surfaces of nodes connecting struts, and the surfaces of asperities or irregularities caused by channels, flutes, spikes, fibrils or filaments in or on the material surfaces.

Abstract: Structured elements with capabilities for stream flow division and distribution and mitigation of undesired species that exceed those of conventionally available materials are provided. The structured elements provide increased opportunities for surface attraction, retention and coalescence of undesired species in a process stream. The functional contact surfaces of the structured elements can include one or more of the faces of cells, the surfaces of struts connecting cells, the surfaces of nodes connecting struts, and the surfaces of asperities or irregularities caused by channels, flutes, spikes, fibrils or filaments in or on the material surfaces.

Abstract: Structured elements with capabilities for stream flow division and distribution and mitigation of undesired species that exceed those of conventionally available materials are provided. The structured elements provide increased opportunities for surface attraction, retention and coalescence of undesired species in a process stream. The functional contact surfaces of the structured elements can include one or more of the faces of cells, the surfaces of struts connecting cells, the surfaces of nodes connecting struts, and the surfaces of asperities or irregularities caused by channels, flutes, spikes, fibrils or filaments in or on the material surfaces.

Abstract: A batch of printed credentials each including a polyoptic region including a respective image separately determined during production according to biographic or other information unique to the credential holder, as well as system and a method for producing such credentials. The respective images of the credentials in the batch may convey targeted marketing information. The production process uses credential data retrieved from a data store to print the plurality of customized credentials on a single medium where each credential on the single medium includes an image field based on dynamic data relationships of retrieved credential data.

Abstract: A batch of individualized credentials, e.g., ID tags, event tickets, etc., taken from a credential medium that includes respective polyoptic regions each carrying an encoded image set associated with respective individualized credentials, as well as a system and a method or producing the same. The production process uses credential data retrieved from a data store to create a plurality of individualized credentials on a single sheet medium. The dynamic production process enables inclusion of variable customer or patronage data, or individual object data (e.g., a serial number or object characteristic) on individual credentials using a template file that identifies a type of data to be retrieved from the data store and/or a specified image generated according to the value, nature, or type of the individualized data.

Abstract: A batch of credentials printed on a credential medium having a pattern of lenses (e.g., lenticular or other pattern), as well as a system and method for producing such credentials. A library of encoders is used to encode pixel locations of a plurality of view sets comprising a number of individual image frames. Each view set is associated with a distinct region on a credential having distinct polyoptic properties (e.g., orientation, frequency, shape). Encoded images produced by the library of encoders are combined (e.g., by interlacing or other encoding pattern) into a single print-ready image that is aligned (e.g., registered) with lenses of the distinct polyoptic areas on a medium on which the credential is printed. Encoding may take the form of positioning, sizing, intensifying, coloring, masking, interlacing, interleaving, scrambling, mixing, transformation, alteration, translation of pixels, or a combination thereof.

Abstract: A method for removing contaminants from an process stream that includes the use of reticulated material to filter the process stream. The reticulated material also facilitate process stream flow distribution in process units. The reticulated material can be packed with a void space between a substantial number of the reticulated material that can be varied to enhance filtration and flow distribution. The method of filtering also provides a method of removing contaminants leaving process equipment. The methods can be used on a variety of process streams and process equipment. The reticulated material can include ceramics, metallic materials, and chemical vapor deposition elements. The reticulated material can be of various shapes and sizes, and can also be catalytically active.

Abstract: A filtering medium and method for removing contaminants from an organic-based feed stream that includes the use of a layer of ceramic filter units having a plurality of elliptical or trisoidal openings extending therethrough to filter organic-based feed streams and to provide liquid distribution upstream of the catalyst beds.

Abstract: Systems and methods for generating navigation signals for a vehicle in an auto-avoidance situation. In one embodiment the method includes analyzing two or more paths with respect to information about obstructions stored in a database. The method disclosed then selects a path and generates navigation signals, if an auto avoidance situation exists.

Abstract: A method and assembly for utilizing open-cell cellular solid material in a component separation unit to separate one or more process streams into component process streams having desired compositions. A method and assembly for using said open-cell cellular solid material to separate process streams into desired component process streams in a component separation unit, wherein the open-cell cellular solid material can include oxides, carbides, nitrides, borides, ceramics, metals, polymers, and chemical vapor deposition materials.