Abstract: The embodiments of present disclosure herein address the inability of existing techniques to fragment both small molecules and substituents of a core scaffold. It addresses generation of lesser number of unique fragments which hinders application of graph propagation approaches to predict properties from molecular datasets. The method and system for extraction of small molecule fragments and their explanation for drug-like properties. A molecular graph representation is used to train graph convolution network (GCN) models for prediction of various absorption, distribution, metabolism, excretion, and toxicity (ADMET) properties. The models developed are compared with an existing atom-level graph model trained using a similar architecture. Further, the explanations obtained from the predictive models are validated based on their relevance to the existing knowledgebase of substructure contributions using matched molecular pairs (MMP) analysis.

Abstract: A system for providing automated and domain specific contextual processing for context based verification may classify a plurality of extracted parameters from a set of digitized training document to assign a document similarity score with respect to a set of reference documents. The system may automatically detect a domain for the set of digitized training documents based on the document similarity score. The system may load a domain based neural model for the detected domain to generate a plurality of pre-defined contextual parameters. The system may receive a set of input documents and perform a contextual processing of the received set of documents based on the pre-defined contextual parameters to obtain an output in form of a plurality of filtered snippets, each bearing a corresponding rank. The context based verification may be performed based on the plurality of filtered snippets and the corresponding rank.

Abstract: A system and method for automating and improving data extraction from a variety of document types, including both unstructured, structured, and nested content, is disclosed. The system and method incorporate an intelligent machine learning model that is designed to intelligently identify chunks of text, map the fields in the document, and extract multi-record values. The system is designed to operate with little to no human intervention, while offering significant gains in accuracy, data visualization, and efficiency. The architecture applies customized techniques including density-based adaptive text clustering, tabular data extraction based on hierarchical intelligent keyword searches, and natural language processing-based field value selection.

Abstract: A system and method for automating and improving data extraction from a variety of document types, including both unstructured, structured, and nested content, is disclosed. The system and method incorporate an intelligent machine learning model that is designed to intelligently identify chunks of text, map the fields in the document, and extract multi-record values. The system is designed to operate with little to no human intervention, while offering significant gains in accuracy, data visualization, and efficiency. The architecture applies customized techniques including density-based adaptive text clustering, tabular data extraction based on hierarchical intelligent keyword searches, and natural language processing-based field value selection.

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, are described that enable identifying an insurance information associated with a property, retrieving one or more compliance rules related to the insurance information, automatically determining, based on the one or more compliance rules, whether the insurance information has a compliant status or a non-compliant status, in response to determining that the insurance information has the non-compliant status, processing the insurance information, based on one or more exception rules, to generate an exception waiver including a plurality of waiver parameters, applying the plurality of waiver parameters to a waiver model to determine a waiver confidence score, and based on the waiver confidence score selectively generate an insurance certificate for the property.

Abstract: A system for providing automated and domain specific contextual processing for context based verification may classify a plurality of extracted parameters from a set of digitized training document to assign a document similarity score with respect to a set of reference documents. The system may automatically detect a domain for the set of digitized training documents based on the document similarity score. The system may load a domain based neural model for the detected domain to generate a plurality of pre-defined contextual parameters. The system may receive a set of input documents and perform a contextual processing of the received set of documents based on the pre-defined contextual parameters to obtain an output in form of a plurality of filtered snippets, each bearing a corresponding rank. The context based verification may be performed based on the plurality of filtered snippets and the corresponding rank.

Abstract: A system and method for performing image-based authentication requires users to enter an image-based password in order to access a secure system or network. A user may identify at least one password image, and may enter the system or network if he or she selects each of the password images shown in a group of images on the display. Additionally, the user may designate specific locations for multiple password images on a user interface, and a user may enter the system or network if he or she locates each of the password images in its designated location on the user interface.

Abstract: A liquid dispenser has a bay surrounded by a shaped frame that is sized to receive a shaped refill inserted at an acute angle of 75 degrees or less in relation to the dispenser's lateral central axis. This unique arrangement is designed to maintain consistent quality of liquids dispensed by preventing the substitution of product refills having different shapes whose contents are of uncertain quality. Refills may be readily manufactured and at low cost. Mechanical and motorized dispensers with optional proximity detection of a user's hand may be used with the inventive dispenser and refill arrangement. Liquid or foam may be dispensed depending on the design of the dispenser pump.

Abstract: A connecting system comprising a hollow transfer tube having at least two openings and one or more walls defining an aperture sealed at one end with a polymeric seal, the aperture being large enough to accommodate the transfer tube. The invention is also directed to a refill cartridge and to a dispenser. The dispenser includes a housing having an opening suitable for accommodating the refill cartridge. The housing includes at least one of i) one or more walls defining an aperture sealed at one end with a polymeric seal, the aperture being large enough to accommodate a transfer tube, the opening being in fluid communication with a conduit within the housing or ii) a hollow transfer tube, having at least two openings, extending from the housing, one opening being in communication with a conduit in the housing and the second opening in fluid communication with the exterior of the dispenser housing. The dispenser may include a u-shaped vent tube and a double valve liquid pump.

Abstract: A connecting system comprising a hollow transfer tube having at least two openings and one or more walls defining an aperture sealed at one end with a polymeric seal, the aperture being large enough to accommodate the transfer tube. The invention is also directed to a refill cartridge and to a dispenser. The dispenser includes a housing having an opening suitable for accommodating the refill cartridge. The housing includes at least one of i) one or more walls defining an aperture sealed at one end with a polymeric seal, the aperture being large enough to accommodate a transfer tube, the opening being in fluid communication with a conduit within the housing or ii) a hollow transfer tube, having at least two openings, extending from the housing, one opening being in communication with a conduit in the housing and the second opening in fluid communication with the exterior of the dispenser housing. The dispenser may include a u-shaped vent tube and a double valve liquid pump.

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, are described that enable identifying an insurance information associated with a property, retrieving one or more compliance rules related to the insurance information, automatically determining, based on the one or more compliance rules, whether the insurance information has a compliant status or a non-compliant status, in response to determining that the insurance information has the non-compliant status, processing the insurance information, based on one or more exception rules, to generate an exception waiver including a plurality of waiver parameters, applying the plurality of waiver parameters to a waiver model to determine a waiver confidence score, and based on the waiver confidence score selectively generate an insurance certificate for the property.

Abstract: A liquid dispenser has a bay surrounded by a shaped frame that is sized to receive a shaped refill inserted at an acute angle of 75 degrees or less in relation to the dispenser's lateral central axis. This unique arrangement is designed to maintain consistent quality of liquids dispensed by preventing the substitution of product refills having different shapes whose contents are of uncertain quality. Refills may be readily manufactured and at low cost. Mechanical and motorized dispensers with optional proximity detection of a user's hand may be used with the inventive dispenser and refill arrangement. Liquid or foam may be dispensed depending on the design of the dispenser pump.

Abstract: A system configures a medical imaging system using utilization information. The system includes at least one repository storing records indicating usage and an associated time of usage, of particular features of a medical imaging system. A processor coupled to the at least one repository analyzes the records to determine, (a) frequency of usage of particular features of the medical imaging system and (b) a sequence of usage of the particular features of the medical imaging system and provide utilization data, by identifying in the records particular text strings using predetermined information associating predetermined text strings with corresponding features. An adaptation processor uses the utilization data to modify, delete or add a task to a task sequence employing the particular features. A display processor generates data representing at least one display image enabling a user to perform an adapted task sequence.

Abstract: Methods, systems, and apparatus, including computer programs encoded on a computer storage medium, are described that enable automated review and tracking of compliance of documents with respect to one or more rules or regulations, and, if a deficiency in compliance is detected, automated performance of remedial actions to enable compliance. Flood protection certificate information associated with a property, as well as one or more rules related to the flood protection certificate information, are identified. A compliance status of the flood protection certificate information is automatically determined based on the one or more rules. A result of determining the compliance status of the flood protection certificate information with the one or more rules is then provided.

Abstract: The present invention relates to a device for evaluating condition on skin or hair. The device provides one extension supporting a hydration meter suitable for measuring hydration values in areas difficult to measure (e.g., skin in scalp area) and; a separate extension supporting a camera for capturing images of an area of skin or hair and transferring said image to computer. Data from these sources are evaluated and scored. The multiple data points are used to provide a highly targeted product best suited for each individual consumer.

Abstract: A laser device for treating skin is provided which includes a handholdable housing; a laser member arranged within the housing emitting an output beam; a capacitance sensor arranged at the first end of the housing which includes a plate surrounding and defining a window through which the output beam exits, the plate having at least three segments with each flexibly movable in and out of a common plane, each of the segments being connected to an electrode, the electrodes operating to determine dielectric constants of a skin surface; a signal and control storage device communicating with the sensor comparing input signals of measured dielectric constant values to a stored standard dielectric constant value, and wherein emission of the output beam is activated to fire only when all of the at least three segments align in a plane and sense the stored standard dielectric constant value.