Abstract: Exemplary embodiments provide methods, mediums, and systems for performing a reusable, intelligent semantic search across a potentially large number of records. Embodiments may be particularly useful for responding to requests for information from regulatory agencies. In one embodiment, an embedding model is trained to embed queries in an embedding space. When a new query is received, the new query is embedded with the embedding model. A set of documents (e.g., previous responses to regulatory inquiries) may be searched using the embedded query and an indexing model that allows for efficient searches of embedding spaces. A number of results may be returned from the document store, and the results may be ranked by a ranking model. User feedback about the quality of the results may be received, and the ranking model may be retrained based on the feedback.

Abstract: Systems and methods in accordance with embodiments of the invention can obtain and use a variety of telematics and other data to predict potential claim or accident outcomes arising from a variety of incidents, such as automobile accidents. The claim or accident outcomes, such as parts of the vehicle damaged, accident category, expected liabilities, and many others, can be predicted based on the telematics and other data, such as accelerometer data, heading data, location/GPS, barometer, gyroscope, magnetometer data, and the like. The machine learning classifiers that can be generated are trained on historical data, consisting of claims, telematics, and/or other relevant data. In a variety of embodiments, the telematics data can be captured using a telematics device installed in the vehicle and/or via a mobile device associated with the vehicle.

Abstract: Exemplary embodiments provide methods, mediums, and systems for performing a reusable, intelligent semantic search across a potentially large number of records. Embodiments may be particularly useful for responding to requests for information from regulatory agencies. In one embodiment, an embedding model is trained to embed queries in an embedding space. When a new query is received, the new query is embedded with the embedding model. A set of documents (e.g., previous responses to regulatory inquiries) may be searched using the embedded query and an indexing model that allows for efficient searches of embedding spaces. A number of results may be returned from the document store, and the results may be ranked by a ranking model. User feedback about the quality of the results may be received, and the ranking model may be retrained based on the feedback.

Abstract: A system, processes, and a computer-readable storage medium are provided method includes receiving a search query including one or more of a textual phrase, a document, or data including metadata from a user. For example, a processor may execute a theme-generating machine learning algorithm to generate a theme of the search query. Profiles of other users are identified as similar to a profile of the user may be located. A search history of each of the located other users may be located in the collected search history. Content in the searchable content that corresponds to the generated theme of the search query and according to a result of the evaluation of the located search history of each of the other users may be obtained. The obtained content may be scored based on a scoring algorithm and output a set of scored search results to the input/output device.

Abstract: Exemplary embodiments provide methods, mediums, and systems for performing a reusable, intelligent semantic search across a potentially large number of records. Embodiments may be particularly useful for responding to requests for information from regulatory agencies. In one embodiment, an embedding model is trained to embed queries in an embedding space. When a new query is received, the new query is embedded with the embedding model. A set of documents (e.g., previous responses to regulatory inquiries) may be searched using the embedded query and an indexing model that allows for efficient searches of embedding spaces. A number of results may be returned from the document store, and the results may be ranked by a ranking model. User feedback about the quality of the results may be received, and the ranking model may be retrained based on the feedback.

Abstract: A system, processes, and a computer-readable storage medium are provided method includes receiving a search query including one or more of a textual phrase, a document, or data including metadata from a user. For example, a processor may execute a theme-generating machine learning algorithm to generate a theme of the search query. Profiles of other users are identified as similar to a profile of the user may be located. A search history of each of the located other users may be located in the collected search history. Content in the searchable content that corresponds to the generated theme of the search query and according to a result of the evaluation of the located search history of each of the other users may be obtained. The obtained content may be scored based on a scoring algorithm and output a set of scored search results to the input/output device.

Abstract: The present invention relates to novel freeze-dried confection compositions, and methods for making the same. There is a long-felt need for nutritious snacks that are preserved for long periods without preservatives and having acceptable flavor. The freeze-dried confections of the present invention comprise are composed of freeze-dried raw fruits and vegetables and other natural ingredients with no preservatives, and prepared in such a way that they can be preserved at room temperature for many years.

Abstract: A hydroxyapatite particle having a plurality of functionalities on a surface, a process for forming a hydroxyapatite particle having a plurality of functionalities on a surface, and an article of manufacture including a hydroxyapatite particle having a plurality of functionalities on a surface are disclosed. The hydroxyapatite particle includes a first functionality on a first surface of the hydroxyapatite particle, where the first functionality includes first moieties to bind to polymer constructs, and a second functionality on a second surface of the hydroxyapatite particle. The process for forming the hydroxyapatite particle includes providing one or more hydroxyapatite particles, forming one or more wax particles, functionalizing a first exposed surface of the one or more hydroxyapatite particles, removing the one or more hydroxyapatite particles from the wax core, and functionalizing the second exposed surface of the one or more hydroxyapatite particles.

Abstract: Systems and methods in accordance with embodiments of the invention can obtain and use a variety of telematics and other data to predict potential claim or accident outcomes arising from a variety of incidents, such as automobile accidents. The claim or accident outcomes, such as parts of the vehicle damaged, accident category, expected liabilities, and many others, can be predicted based on the telematics and other data, such as accelerometer data, heading data, location/GPS, barometer, gyroscope, magnetometer data, and the like. The machine learning classifiers that can be generated are trained on historical data, consisting of claims, telematics, and/or other relevant data. In a variety of embodiments, the telematics data can be captured using a telematics device installed in the vehicle and/or via a mobile device associated with the vehicle.

Abstract: Dynamic system for gift cards or certificates allowing business partners to create dynamic incentives for products/services and allow only segments of purchasers to purchase and redeem a gift card at participating business locations. Dynamic system allows for business partners to authorize the number of gift cards to be sold, products and services eligible for additional incentives at the time gift card is redeemed, to identify eligibility of purchasers, geographic locations where gift card can be redeemed and duration of incentive offers which provides significant specificity and segmentation of incentive offers to business partners. Dynamic gift card system can be utilized to direct gift card purchasers or registered holders to various websites or physical business locations to redeem gift cards and their associated incentive offers. Dynamic gift card system allows business partners to dynamically alter products and services that can be purchased with gift card as well as incentive offers.

Abstract: A method, device, and article of manufacture for detecting airborne sulfur, the method including obtaining a gel solution; applying the gel solution onto film; exposing a frame of the film on the film reel to surrounding air, where the surrounding air contains a concentration of airborne sulfur; and detecting a color change in the gel solution, where the color change is a response to a reaction between the amount of airborne sulfur and at least one component of the gel solution. The device may include a detector; a film; and a gel solution applied to a film. The article of manufacture may include a film; and a gel solution applied to a film.

Abstract: A method may include obtaining a forwarding rule associated with a network. The method may also include identifying a property associated with the network. The property may include a property value comprising a duration value. Additionally, the method may include validating, for the forwarding rule, the property in the network. Responsive to the property being valid for the forwarding rule, the method may include updating the duration value based on a first equation set. Responsive to the property being invalid for the forwarding rule, the method may include updating the duration value based on a second equation set. Furthermore, the method may include calculating a length of validity value of the property. The length of validity value may be based on the updated duration value. The method may include performing network monitoring. The network monitoring may be based on the length of validity value of the property.

Abstract: A device for preventing thermal run-away in a battery. The device includes a main compartment that is divided into a plurality of sub-compartments. A layer of material separates (i) a first sub-compartment containing a first chemical from (ii) a second sub-compartment containing a second chemical. In the event that a thermal run-away event is either detected or predicted, the layer of material degrades/is degraded and allows the chemicals to mix. The chemicals form an endothermic process that cools the battery preventing, or at least delaying, the thermal run-away event.

Abstract: Microcapsules with a plurality of functionalities on the surface, an article of manufacture including microcapsules with a plurality of functionalities on the surface, and a method of forming a microcapsule with a plurality of functionalities on the surface which includes: providing one or more microcapsules; forming one or more wax particles, the wax particles including a wax core with the one or more microcapsules partially embedded in the wax core; functionalizing a first exposed surface of the one or more microcapsules; removing the functionalized one or more microcapsules from the wax core; and functionalizing a second exposed surface of the functionalized one or more microcapsules, the second exposed surface previously embedded in the wax core are disclosed.

Abstract: A method may include obtaining a forwarding rule associated with a network. The method may also include identifying a property associated with the network. The property may include a property value comprising a duration value. Additionally, the method may include validating, for the forwarding rule, the property in the network. Responsive to the property being valid for the forwarding rule, the method may include updating the duration value based on a first equation set. Responsive to the property being invalid for the forwarding rule, the method may include updating the duration value based on a second equation set. Furthermore, the method may include calculating a length of validity value of the property. The length of validity value may be based on the updated duration value. The method may include performing network monitoring. The network monitoring may be based on the length of validity value of the property.

Abstract: A hydroxyapatite particle having a plurality of functionalities on a surface, a process for forming a hydroxyapatite particle having a plurality of functionalities on a surface, and an article of manufacture including a hydroxyapatite particle having a plurality of functionalities on a surface are disclosed. The hydroxyapatite particle includes a first functionality on a first surface of the hydroxyapatite particle, where the first functionality includes first moieties to bind to polymer constructs, and a second functionality on a second surface of the hydroxyapatite particle. The process for forming the hydroxyapatite particle includes providing one or more hydroxyapatite particles, forming one or more wax particles, functionalizing a first exposed surface of the one or more hydroxyapatite particles, removing the one or more hydroxyapatite particles from the wax core, and functionalizing the second exposed surface of the one or more hydroxyapatite particles.

Abstract: A method, device, and article of manufacture for detecting airborne sulfur, the method including obtaining a gel solution; applying the gel solution onto film; exposing a frame of the film on the film reel to surrounding air, where the surrounding air contains a concentration of airborne sulfur; and detecting a color change in the gel solution, where the color change is a response to a reaction between the amount of airborne sulfur and at least one component of the gel solution. The device may include a detector; a film; and a gel solution applied to a film. The article of manufacture may include a film; and a gel solution applied to a film.

Abstract: Microcapsules with a plurality of functionalities on the surface, an article of manufacture including microcapsules with a plurality of functionalities on the surface, and a method of forming a microcapsule with a plurality of functionalities on the surface which includes: providing one or more microcapsules; forming one or more wax particles, the wax particles including a wax core with the one or more microcapsules partially embedded in the wax core; functionalizing a first exposed surface of the one or more microcapsules; removing the functionalized one or more microcapsules from the wax core; and functionalizing a second exposed surface of the functionalized one or more microcapsules, the second exposed surface previously embedded in the wax core are disclosed.

Abstract: A device for preventing thermal run-away in a battery. The device includes a main compartment that is divided into a plurality of sub-compartments. A layer of material separates (i) a first sub-compartment containing a first chemical from (ii) a second sub-compartment containing a second chemical. In the event that a thermal run-away event is either detected or predicted, the layer of material degrades/is degraded and allows the chemicals to mix. The chemicals form an endothermic process that cools the battery preventing, or at least delaying, the thermal run-away event.

Abstract: A device for preventing thermal run-away in a battery. The device includes a main compartment that is divided into a plurality of sub-compartments. A layer of material separates (i) a first sub-compartment containing a first chemical from (ii) a second sub-compartment containing a second chemical. In the event that a thermal run-away event is either detected or predicted, the layer of material degrades/is degraded and allows the chemicals to mix. The chemicals form an endothermic process that cools the battery, which at least delays the thermal run-away event. The device determines a delay period before thermal runaway is likely to occur and communicates that to a user.