Abstract: Various embodiments of the present disclosure provide improved bias mitigation techniques for machine learning technology. The bias mitigation techniques include receiving a machine learning biasing attribute and a set of outputs generated by a target machine learned model and determining a divergence score based at least in part on a difference between a first distribution and a second distribution of the set of outputs. In response to the divergence score meeting or exceeding a threshold, the bias mitigation techniques include generating, using a fairness learning model, a transformation to one or more set of outputs to decrease the divergence score and storing the transformation and an identifier. Through a plurality of iterations, a learned transformation sequence may be generated that may be applied to transform outputs of a machine learning model to mitigate machine learning bias.

Abstract: Systems and methods are disclosed for enhancing data. One or more processors may receive a data object associated with a user that includes a first parameter initially set to a first value. One or more processors may determine, based on a comparison of parameters of the data object with corresponding parameters of data objects associated with other users, that one or more of (1) a second value should override the first value or (2) a second parameter should be added into the data object. One or more processors may generate an augmented data object by modifying the data object to include the second value or the second parameter based on the determining. One or more processors may store or delete information about the user in memory based on the augmented data object.

Abstract: A centrifugal scissor gear assembly includes main and secondary gears with one or more counterweights or weighted balls there between. Optionally a thrust washer retains the components together. In one form, the counterweights are pivotable between the main and secondary gear. In another form, the weighted balls move within matching trenches or grooves in the main and secondary gears. When the engine is operable and the main gear is rotated, the counterweights or weighted balls are moved radially outwardly due to the centrifugal force. The scissor gear assembly can vary pre-load and apply a lower pre-load at lower engine speeds and a higher pre-load at higher engine speeds. No springs are used to achieve bias torque and no special tools or procedures are required for installation since the gear teeth of the main and secondary gears are aligned when the scissor gear assembly is not operating.

Abstract: Systems and methods are disclosed for systems and methods for optimizing a sample size of an investigation.

Abstract: Formulations and methods for reducing blood glucose and/or increasing insulin signaling in a subject have been developed. The formulations include SBI-477 and compounds based on SBI-477 i.e., SBI-477 analogs (collectively, SBI-477 compounds) and/or Mondo family inhibitors, in an effective amount to inhibit intracellular lipid accumulation and/or increase cellular glucose uptake when compared to levels in a control subject not administered the composition. Also disclosed are methods of reducing intracellular lipid accumulation and/or increase glucose uptake in a subject in need thereof. The method includes administering to the subject an effective amount of SBI-477 compounds and/or Mondo family inhibitor to reducing intracellular lipid accumulation and/or increase glucose uptake in the subject.

Abstract: A melt electrowritten tissue regeneration scaffold (1, 10, 20, 31, 41) comprises a first section (1, 10, 21, 31, 43) comprising a plurality of first printed layers (6), each first printed layer comprising one or more printed fibres (7, 8) having a diameter of less than 40 ?m arranged in a lattice and defining a plurality of openings (9) having a diameter of less than 800 pm. At least some of the first printed layers are arranged such that the openings are aligned to define 3-D pores (5) that extend at least partially through the first section. The scaffold has a specific surface area of at least 150 mm2/mm3.

Abstract: A computer-implemented method for post-acquisition assessment matching may include: receiving interaction information associated with a completed interaction involving an item acquired for a first assessment, the interaction information including an item identifier associated with the acquired item and the first assessment; in response to receiving the interaction information, determining whether the item is available for a second assessment based on the item identifier; in response to determining the second assessment for the item, comparing the first assessment with the second assessment; and in response to determining that the first assessment is higher than the second assessment based on the comparison: adjusting the first assessment based on the second assessment; determining a finalized amount for the interaction based on the adjusted first assessment for the item; and causing completion of the interaction based on the finalized amount.

Abstract: Systems and methods are disclosed for allocating system resources. One or more processors may receive a plurality of system data sets and a plurality of user data sets. The one or more processors may determine one or more target systems by applying one or more filters to the plurality of system data sets and one or more target users associated. One or more processors may determine one or more target user data sets associated with each of the one or more target users. One or more processors may apply a machine-learning model to the one or more target user data sets to generate a user-level score. One or more processors may generate a system-level score for each of the one or more target systems associated with the one or more target users. One or more processors may initiate performance of one or more actions.

Abstract: Formulations and methods for reducing blood glucose and/or increasing insulin signaling in a subject have been developed. The formulations include SBI-477 and compounds based on SBI-477 i.e., SBI-477 analogs (collectively, SBI-477 compounds) and/or Mondo family inhibitors, in an effective amount to inhibit intracellular lipid accumulation and/or increase cellular glucose uptake when compared to levels in a control subject not administered the composition. Also disclosed are methods of reducing intracellular lipid accumulation and/or increase glucose uptake in a subject in need thereof. The method includes administering to the subject an effective amount of SBI-477 compounds and/or Mondo family inhibitor to reducing intracellular lipid accumulation and/or increase glucose uptake in the subject.

Abstract: A method is provided for operating an inverter of an inverter-based power resource providing electric power to a grid through one or more transformers. The method includes measuring voltages associated with terminals on a selected primary winding and/or measuring voltages associated with terminals on a selected secondary winding; and injecting currents into the primary terminals of the selected primary winding during a fault condition based on the measured voltages being indicative of the type of fault occurring. Preferably the inverter is operated to emulate at least some characteristics of fault currents provided by a generator having rotating magnets or electrical windings. An apparatus is configured to operate in accordance with the method and includes an electrical switching device circuit having input terminals for an inverter-based power resource and output terminals for providing AC electric power to an electric power grid. An inverter controller operates the electrical switching device circuit.

Abstract: A method, apparatus, and computer program are disclosed. The method may be performed by one or more processors and may comprise receiving first data representing an infrastructure of a computer network, the first data comprising an indication of hosts which form at least part of the computer network and one or more software resources on respective hosts. The method may also comprise receiving second data from a vulnerability scanning software, the second data comprising an indication of one or more vulnerabilities detected in the one or more software resources provided on at least some of the hosts of the computer network. Using a combination of the first data and the second data, output data may be generated representing a risk profile of the computer network infrastructure, the output data indicating one or more subsets of hosts, determined as being at risk of being affected by the detected vulnerabilities by virtue of the software resources they provide for output on a user interface.

Abstract: A method, apparatus, and computer program are disclosed. The method may be performed by one or more processors and may comprise receiving first data representing an infrastructure of a computer network, the first data comprising an indication of hosts which form at least part of the computer network and one or more software resources on respective hosts. The method may also comprise receiving second data from a vulnerability scanning software, the second data comprising an indication of one or more vulnerabilities detected in the one or more software resources provided on at least some of the hosts of the computer network. Using a combination of the first data and the second data, output data may be generated representing a risk profile of the computer network infrastructure, the output data indicating one or more subsets of hosts, determined as being at risk of being affected by the detected vulnerabilities by virtue of the software resources they provide for output on a user interface.

Abstract: A computer-implemented method for post-acquisition assessment matching may include: receiving interaction information associated with a completed interaction involving an item acquired for a first assessment, the interaction information including an item identifier associated with the acquired item and the first assessment; in response to receiving the interaction information, determining whether the item is available for a second assessment based on the item identifier; in response to determining the second assessment for the item, comparing the first assessment with the second assessment; and in response to determining that the first assessment is higher than the second assessment based on the comparison: adjusting the first assessment based on the second assessment; determining a finalized amount for the interaction based on the adjusted first assessment for the item; and causing completion of the interaction based on the finalized amount.

Abstract: A computer-implemented method for post-acquisition assessment matching may include: receiving interaction information associated with a completed interaction involving an item acquired for a first assessment, the interaction information including an item identifier associated with the acquired item and the first assessment; in response to receiving the interaction information, determining whether the item is available for a second assessment based on the item identifier; in response to determining the second assessment for the item, comparing the first assessment with the second assessment; and in response to determining that the first assessment is higher than the second assessment based on the comparison: adjusting the first assessment based on the second assessment; determining a finalized amount for the interaction based on the adjusted first assessment for the item; and causing completion of the interaction based on the finalized amount.

Abstract: A centrifugal scissor gear assembly includes main and secondary gears with one or more counterweights or weighted balls there between. Optionally a thrust washer retains the components together. In one form, the counterweights are pivotable between the main and secondary gear. In another form, the weighted balls move within matching trenches or grooves in the main and secondary gears. When the engine is operable and the main gear is rotated, the counterweights or weighted balls are moved radially outwardly due to the centrifugal force. The scissor gear assembly can vary pre-load and apply a lower pre-load at lower engine speeds and a higher pre-load at higher engine speeds. No springs are used to achieve bias torque and no special tools or procedures are required for installation since the gear teeth of the main and secondary gears are aligned when the scissor gear assembly is not operating.

Abstract: Described are systems and methods that enable users to virtually experience an environment at a destination location from their own user device, control their experience and even interact with others that are physically located within the environment. Likewise, the user's experience may even be improved with the inclusion of enhancements that are presented to the user as the user experiences the environment. Users may interact with the enhancements to obtain additional enhancements, interact with others physically located within the environment, interact with and direct a guide that is physically located within the environment, and receive near real-time video and audio that is transmitted from a guide device located within the environment.

Abstract: A method is provided for operating an inverter of an inverter-based power resource providing electric power to a grid through one or more transformers. The method includes measuring voltages associated with terminals on a selected primary winding and/or measuring voltages associated with terminals on a selected secondary winding; and injecting currents into the primary terminals of the selected primary winding during a fault condition based on the measured voltages being indicative of the type of fault occurring. Preferably the inverter is operated to emulate at least some characteristics of fault currents provided by a generator having rotating magnets or electrical windings. An apparatus is configured to operate in accordance with the method and includes an electrical switching device circuit having input terminals for an inverter-based power resource and output terminals for providing AC electric power to an electric power grid. An inverter controller operates the electrical switching device circuit.

Abstract: A method, apparatus, and computer program are disclosed. The method may be performed by one or more processors and may comprise receiving first data representing an infrastructure of a computer network, the first data comprising an indication of hosts which form at least part of the computer network and one or more software resources on respective hosts. The method may also comprise receiving second data from a vulnerability scanning software, the second data comprising an indication of one or more vulnerabilities detected in the one or more software resources provided on at least some of the hosts of the computer network. Using a combination of the first data and the second data, output data may be generated representing a risk profile of the computer network infrastructure, the output data indicating one or more subsets of hosts, determined as being at risk of being affected by the detected vulnerabilities by virtue of the software resources they provide for output on a user interface.

Abstract: A method, apparatus, and computer program are disclosed. The method may be performed by one or more processors and may comprise receiving first data representing an infrastructure of a computer network, the first data comprising an indication of hosts which form at least part of the computer network and one or more software resources on respective hosts. The method may also comprise receiving second data from a vulnerability scanning software, the second data comprising an indication of one or more vulnerabilities detected in the one or more software resources provided on at least some of the hosts of the computer network. Using a combination of the first data and the second data, output data may be generated representing a risk profile of the computer network infrastructure, the output data indicating one or more subsets of hosts, determined as being at risk of being affected by the detected vulnerabilities by virtue of the software resources they provide for output on a user interface.

Abstract: A pallet base structure including a center deck defining a support surface extending between opposed sides and having at least two lugs extending from each of the opposed sides. A pair of base side members are positioned along respective sides of the center deck. Each base side member has first and second spaced apart base legs and a support member extending between the base legs with at least two corresponding lug receiving slots defined in the support member. The respective lugs are received in the respective lug receiving slots such that the center deck support surface is aligned with an upper surface of each support member to define a planar pallet surface. A packaging system incorporating the pallet base structure is also described.