Abstract: In some examples, dark web content analysis and identification may include ascertaining data that includes text and images, and analyzing the data by performing deep learning based text and image processing to extract text embedded in the images, and deep embedded clustering to generate clusters. Clusters that are to be monitored may be ascertained from the generated clusters. A determination may be made as to whether the ascertained data is sufficient for classification. If so, a deep convolutional generative adversarial networks (DCGAN) based detector may be utilized to analyze further data with respect to the ascertained clusters, and alternatively, a convolutional neural network (CNN) based detector may be utilized to analyze the further data with respect to the ascertained clusters. Based on the analysis of the further data, an operation associated with a website related to the further data may be controlled.

Abstract: A heater includes electrodes and heating element pieces. The electrodes energize the heating element pieces with electricity. The heating element pieces are connected to the electrodes and arranged through a gap portion in the heater in a main scanning direction. A ratio of a second surface area of the gap portion to a first surface area of the heating element pieces is 0<(second surface area of the gap portion)/(first surface area of the heating element pieces)?0.5.

Abstract: Compositions and methods for conferring pesticidal activity to bacteria, plants, plant cells, tissues and seeds are provided. Compositions comprising a coding sequence for a toxin polypeptide are provided. The coding sequences can be used in DNA constructs or expression cassettes for transformation and expression in plants and bacteria. Compositions also comprise transformed bacteria, plants, plant cells, tissues, and seeds. In particular, isolated toxin nucleic acid molecules are provided. Additionally, amino acid sequences corresponding to the polynucleotides are encompassed, and antibodies specifically binding to those amino acid sequences. In particular, the present invention provides for isolated nucleic acid molecules comprising nucleotide sequences encoding the amino acid sequence shown in SEQ ID NO:5-26, or the nucleotide sequence set forth in SEQ ID NO:1-4, as well as variants and fragments thereof.

Abstract: The present disclosure relates to scan gauges, a kit of scan gauges, and methods for facilitating the acquisition of a scan during an intraoral scanning procedure using an intraoral scanner, including: an elongate body having an attachment portion configured to attach the elongate body with an implant in a patient's mouth, the implant having a longitudinal axis, whereby the elongate body is adapted to extend substantially perpendicular to the longitudinal axis of the implant when mounted to the implant; the elongate body having a substantially planar upper surface and one or more side walls extending downwardly away from the upper surface; wherein the upper surface and the one or more side walls are observable in a resulting scan when the intraoral scanner scans the apparatus in a direction perpendicular to the upper surface.

Abstract: A spacer apparatus includes a base portion having a top portion and a bottom portion that extends outward to an outer edge. A bore is disposed within the base portion and extends from the top portion to the bottom portion of the base portion. An elongate hollow sleeve surrounds the bore and extends upwards from the base portion. A gasket is disposed around the elongate hollow sleeve.

Abstract: Systems and methods are provided for the making safe of a handgun. A safety system includes a lock mechanism coupled to an engagement member and a user interface. The engagement member is movably coupled to the handgun and includes a contact face that is in contact with the slide of the handgun. The engagement member transfers a portion of a force to the slide and moves between a lock position and an unlock position. The lock position corresponds to a separation distance between a distal end of a primer actuator of the handgun and a primer activation plane. The engagement member is configured to transition between the lock position and the unlock position while remaining movably coupled to the handgun. Movement of the engagement member from the lock position is restricted by the lock mechanism until disengaged via the user interface.

Abstract: Embodiments described herein provide systems and methods to streamline the mechanism by which data users access differently regulated data through the use of one or more integrated identifiers. The integrated identifiers lessen or eliminate the need to separately maintain one set of identifiers for regulated data and another set for non-regulated data. The methods and systems may be applicable in various credit and healthcare contexts where regulations over data use are prevalent. In one or more embodiments, a data user receives a unique integrated identifier for each of the data user's current or prospective customers, and the integrated identifiers can be used to persistently identify and track the customers over time and across applications that access regulated and/or non-regulated data. In the healthcare context, a healthcare provider may utilize a patient ID as the integrated identifier. To protect privacy, the integrated identifier may not include social security numbers or birthdates.

Abstract: A system, as well as associated methods, for increasing the efficiency of a gas turbine including an inlet assembly and a compressor may include a housing configured to channel airstream towards the inlet assembly, an air treatment module positioned at a proximal end the housing, and at least one air conditioning module mounted downstream of the air treatment module for adjusting the temperature of the airstream entering the compressor. The air treatment module may include a plurality of inlet air filters and at least one blower configured to pressurize the air entering the air treatment module.

Abstract: A system for performing recursive online searches is configured to: (a) determine that a summary profile of a target entity includes at least one unpopulated field; (b) search at least one of a set of data sources to obtain one or more attributes for populating the at least one unpopulated field, the one or more attributes being information extracted from one or more peripheral entities associated with the target entity; (c) calculate, for each of the one or more attributes, a respective confidence score based at least in part on a set of factors, the set of factors including an activity level of the target entity; and (d) based on a respective confidence score being above a threshold, populate a respective unpopulated field with a respective one of the one or more attributes.

Abstract: Provided is a device, method, and inspection system for collecting data in a fluid conduit. The inspection system includes a pig, wherein the pig is defined by at least a front end and a read end, the rear end being distally opposed to the front end along a longitudinal axis, a mount assembly secured to the rear end of the pig; and at least one sensor device removably coupled to the mount assembly.

Abstract: Optical tags provide a way to identify assets quickly and unambiguously, an application relevant to anti-counterfeiting and protection of valuable resources or information. The present invention is directed to a tag fluorophore that encodes multilayer complexity in a family of heterometallic rare-earth metal-organic frameworks (RE-MOFs) based on highly connected polynuclear clusters and carboxylic acid-based linkers. Both overt (visible) and covert (near infrared, NIR) properties with concomitant multi-emissive spectra and tunable luminescence lifetimes impart both intricacy and security. Tag authentication can be validated with a variety of orthogonal detection methodologies. The relationships between structure, composition, and optical properties of the family of RE-MOFs can be used to create a large library of rationally designed, highly complex, difficult to counterfeit optical tags.

Abstract: A harvester that determines whether edible crowns are ready to be harvested and selectively harvests the edible crowns that are ready for harvesting. The harvester may include sensors, such as an imaging system, for detecting the edible crowns of individual broccoli plants. Image data from the imaging system may be provided as an input to a machine-learning model to determine a maturity (or immaturity) of the edible crowns. If the edible crowns are ready for harvesting, mechanical pickers harvest the edible crowns. For example, the harvester may include robotic arms having end effectors that cut the edible crowns from a remainder of the broccoli plant. The harvester may be configured to continuously harvest the edible crowns as the harvester moves about a field. In some instances, the harvester may include any number of robotic arms for harvesting the edible crowns across multiple rows of broccoli plants.

Abstract: An indoor gardening appliance includes a liner defining a grow chamber and a grow module rotatably mounted within the grow chamber for receiving a plurality of plant pods. A recirculation duct is in fluid communication with the grow chamber and a fan assembly circulates a flow of air through the recirculation duct and the grow chamber. A gas sensing assembly includes a gas sensor positioned within the recirculation duct for detecting the concentration of a gas within the flow of air and a flow stabilization device at least partially surrounding the gas sensor for reducing pressure fluctuations in the flow of air and improving gas sensor accuracy.

Abstract: A lift system comprises a plurality of bottom components, a plurality of top components structured to support a structure thereon, and a lifting assembly coupled to each of the plurality of bottom components and the plurality of top components. The lifting assembly comprises a plurality of lifting members configured to move the lifting assembly between a lowered configuration and a raised configuration, and a locking member coupled to a corresponding lifting member and configured to move between a locked position and an unlocked position in the raised and lowered configuration of the lifting assembly. A lock assembly is coupled to the lifting assembly and includes a lock/unlock member and a linking component coupling the lock/unlock member to the locking member. A release device is selectively engaged with the lock/unlock member by a user to activate the lock assembly for unlocking the locking member.

Abstract: The present disclosure provides variant OmpG polypeptides, compositions comprising the OmpG variant polypeptides, and methods for using the variant OmpG polypeptides as nanopores for determining the sequence of single stranded nucleic acids. The variant OmpG nanopores reduce the ionic current noise versus the parental OmpG polypeptide from which they are derived and thereby enable sequencing of polynucleotides with single nucleotide resolution. The reduced ionic current noise also provides for the use of these OmpG nanopore variants in other single molecule sensing applications, e.g., protein sequencing.

Abstract: A reductant dosing system includes: an injector; a fixed displacement pump in fluid communication with the injector; a reductant source in fluid communication with the fixed displacement pump; a pressure sensor assembly configured to detect a pressure of reductant in the reductant dosing system; and a controller communicatively coupled to the fixed displacement pump and to the pressure sensor assembly, wherein the controller is configured to calculate a flow rate of the fixed displacement pump based on at least a calibration value determined based on data received from the pressure sensor assembly.

Abstract: A system and methods for mobile device active callback prioritization with predictive outcome scoring, utilizing an enhanced callback prioritization engine operating on a user's mobile device for integration through the operating system and software applications operating on the device, wherein the enhanced callback prioritization engine receives intercepted data or voice messages sent to the mobile device, retrieves and aggregates data related to the assigned messages, inputs the assigned data message and aggregate data into prioritization model wherein the prioritization model may analyze the input data, the results of the analysis may be used to compute a priority score for the assigned data message. An outcome model may be present and configured to produce outcome scores for a callback recipient based on the context of the data or voice message. System generates a callback list from the computed prioritization score and outcome score.

Abstract: A nonaqueous electrolyte secondary battery includes an electrode assembly and an electrolyte solution. The electrode assembly is impregnated with at least part of the electrolyte solution. The electrode assembly includes a positive electrode, a negative electrode, and a separator. The separator separates the positive electrode and the negative electrode from each other. The negative electrode includes a negative electrode active material. The negative electrode active material includes graphite. The following relation of a formula (1) is satisfied: “1.60?NPR/AAR?2.55”. “NPR” represents a ratio of a negative electrode charging capacity to a positive electrode charging capacity. “AAR” represents a ratio of an effective discharging capacity of the negative electrode to a total of a capacity corresponding to an amount of inactive lithium adhered to the negative electrode and the effective discharging capacity of the negative electrode.

Abstract: Noise is reduced in a solid-state image capturing element provided with an ADC for each column. An analog-to-digital converter increases or decreases an analog signal using an analog gain selected from among a plurality of analog gains, and converts the increased or decreased analog signal to a digital signal. An input switching section inputs, as the analog signal, one of a test signal having a predetermined level and a pixel signal to the analog-to-digital converter. In a case where a test signal is inputted, a correction value calculation section obtains, from the analog signal and the digital signal, a correction value for correcting an error in the selected analog gain, and outputs the correction value. A correction section, when inputted with the pixel signal after the correction value is outputted, corrects the digital signal using the correction value.

Abstract: A method for generating a searchable file from a document. The method includes identifying an object within the document and a formatting attribute of the object, determining an inferred semantic characteristic of the object by comparing the formatting attribute with a plurality of inference rules, wherein the inferred semantic characteristic comprises an estimation of author-defined semantic characteristic of the object, generating metadata based at least on the inferred semantic characteristic and the formatting attribute of the object, wherein the metadata comprises text data that is searchable by a search application for the searchable file to identify the object within the searchable file, and generating, based on the document, the searchable file comprising the metadata.