Abstract: A method for making binary predictions for a subject involves obtaining historical data for multiple subjects, the historical data including, for each subject, a feature set and a binary outcome, generating training data from the historical data, and training a predictive model using the training data to predict the outcomes based on the feature sets. The method further includes obtaining historical data including a feature set for a subject under consideration, and predicting a binary outcome for the subject under consideration, based on the feature set associated with the subject under consideration.

Abstract: The described technology provides an apparatus including a power supply unit (PSU) and a PSU control system stored in the memory and executable by the one or more processor units, the PSU control system encoding computer-executable instructions on the memory for executing on the one or more processor units a computer process, the computer process including receiving internal temperatures of the PSU over a duration of time, determining multiple exponential weighted moving average (EWMAs) of the internal temperature of the PSU for the duration of time, comparing the EWMA with a temperature threshold associated with the duration of time, and based at least in part on determining that EWMA exceeds the temperature threshold associated with the duration of time, limiting the output power of a charger using a charger current limit input to the charger.

Abstract: A liquid infused membrane includes a porous fluorine-containing polymer membrane and a perfluoropolyether oil coating on at least a portion of the first surface and at least a portion of the pore wall. Advantageously, the liquid infused membrane does not exhibit gating. Methods for the manufacture thereof and uses of the liquid infused membrane are also disclosed.

Abstract: Methods, systems, and devices are provided for identifying hazards. According to one aspect, a computer-implemented method can include receiving a plurality of sensor data including one or more image files from a mobile device. The method can include generating one or more position and label pairs based on the plurality of sensor data. The method can include assigning a hazard recognition to each of the position and label pairs. The method can include assigning a score associated to each of the hazard recognitions. The method can include displaying a result including one or more image results based on the one or more image files, one or more hazard recognitions, the one or more hazard recognitions associated with at least one of the one or more image results, and one or more scores associated to each of the hazard recognitions.

Abstract: An integrated circuit includes a substrate, a GaN FET power switch disposed on the substrate, and a totally-GaN-based driver disposed on the substrate and coupled to the GaN FET power switch. The totally-GaN-based driver has an input terminal for receiving a supply voltage and includes an under-voltage detector having an output terminal. The under-voltage detector outputs a UVLO signal when the supply voltage is below a low-to-high threshold value, and does not output the UVLO signal when the supply voltage is above the low-to-high threshold value. The totally-GaN-based driver includes a pulse stretcher having an input terminal coupled to the output terminal of the under-voltage detector, and an output terminal for outputting a stretched_UVLO signal for a predetermined amount of time after the supply voltage first rises above the low-to-high threshold value.

Abstract: An electronic circuit, integrated circuit, and method for a bias-less Miller clamp protection circuit, electrically coupled to an output of a driver circuit and to an input gate of a semiconductor switch device, for dynamically protecting the semiconductor switch device from turning from an off state to an on state in response to a parasitic Miller turn-on signal at the gate, regardless of the bias-less Miller clamp protection circuit having, or lacking, a power supply that provides electrical power to the bias-less Miller clamp protection circuit. The semiconductor switch device can include one or more GaN switch devices. The bias-less Miller clamp protection circuit does not consume any current during normal operation of the electronic circuit and also does not cause any interference to the normal operation.

Abstract: An electronic device includes a GaN power FET, a GaN driver coupled to the GaN power FET and a gate bias circuit coupled to the GaN driver. The GaN power FET and the GaN driver are monolithically integrated on a single GaN die. The gate bias circuit is predominately monolithically integrated on the single GaN die and includes only one active component external to the single GaN die. In one embodiment, the only active component external to the single GaN die is a linear regulator. In another embodiment, the only active component external to the single GaN die is a shunt regulator. In yet another embodiment, the only active component external to the single GaN die is a Zener diode.

Abstract: The present jig for guiding placement of femoral component of the implant in a knee replacement surgery (J) is a pre-assembled Jig (J) which ensures precision fit femoral implant for knee replacement based on difference of cuts in millimeters instead of the usual angle measurement in degrees. It avoids intrusion of the intramedullary canal substantially decreasing the risks of embolism. It enables the surgeon to use precise values of depth of cuts obtained from a system for obtaining optimum fit implant as described in patent application number 3896/MUM2015. This enables the surgeon to control precisely the placement of the implant in terms of flexion or extension, varus or valgus, internal or external rotation It also enables precise placement of the fourin-one cutting block simultaneously with the distal femur cut; ensuring precise placement of knee femoral component of the knee implant. This reduces efforts and time taken during the surgery.

Abstract: A seat assembly including a seat frame, an armrest pivotally coupled to the seat frame, a stopper, and an engagement member. The armrest pivots between a use position and a drop down position below the use position in a vertical direction. In the use position, the armrest is configured to support an arm of a user. The engagement member contacts the stopper in the use position to inhibit movement of the armrest from the use position toward the drop down position. The engagement member is configured to deform against the stopper upon application of a predetermined force to allow the armrest to move from the use position toward the drop down position.

Abstract: A seat assembly including a seat frame, an armrest pivotally coupled to the seat frame, a stopper, and an engagement member. The armrest pivots between a use position and a drop down position below the use position in a vertical direction. In the use position, the armrest is configured to support an arm of a user. The engagement member contacts the stopper in the use position to inhibit movement of the armrest from the use position toward the drop down position. The engagement member is configured to deform against the stopper upon application of a predetermined force to allow the armrest to move from the use position toward the drop down position.

Abstract: Aspects extend to methods, systems, and computer program products for ranking contextual metadata to generate relevant data insights. Aspects of the invention can be used to enhance data analytics by automatically deriving relevance signals used to generate insights closely related to the context in which a user is exploring or analyzing data. User experiences can include embedded data visualizations, search engines, and natural language querying systems to help users understand their data more effectively. By utilizing metrics on the relevance information, insights related and/or relevant to the context in which the user is analyzing data can be created. Thus, relevance information can define a scope for a variety of automatically generated insights of data. Insight generation can be based on computed relevance signals that target areas interesting to users.

Abstract: Various embodiments of an apparatus, methods, systems and computer program products described herein are directed to a Movement Conformance Engine. The Movement Conformance Engine registers a physical location of a computing device with respect to a user in a three-dimensional (3D) space. The Movement Conformance Engine collects movement data of the computing device from the registered location during performance of a predefined movement by the user. The Movement Conformance Engine determines an action based on at least an attribute associated with the movement data.

Abstract: The present invention provides a jig for shoulder replacement surgery. In particular the present invention provides a pre-assembled jig that facilitates and guides the placement of glenoid component of the implant in shoulder replacement surgery. The present jig (P) is pre-assembled to ensure precision alignment, placing and sizing of the glenoid component of the implant for shoulder replacement surgery based on the difference of cuts in millimeters instead of the usual version measurements in degrees. The present invention (P) guides the glenoid component of shoulder replacement in the precise position and thereby provides accuracy in placement of the component.

Abstract: Techniques for identifying, based at least in part on a gastric cancer (GC) tumor microenvironment (TME) type for a subject having, suspected of having, or at risk of having gastric cancer, whether the subject is likely to respond to an immunotherapy. The techniques include: obtaining RNA expression data for the subject; generating a GC TME signature for the subject using the RNA expression data, the GC TME signature comprising gene group scores for respective gene groups in a plurality of gene groups, the generating comprising: determining the gene group scores using the RNA expression data; identifying, using the GC TME signature and from among a plurality of GC TME types, a GC TME type for the subject; and identifying, using the GC TME type of the subject, whether or not the subject is likely to respond to the immunotherapy.

Abstract: Aspects of the present disclosure provide techniques for explainable payroll calculations. Embodiments include receiving a request from a client for a rule-based calculation. Embodiments include receiving one or more user values related to the request. Embodiments include using a calculation graph to determine the rule-based calculation based on the one or more user values. The calculation graph may comprise at least one node that performs an operation using the one or more user values. Embodiments include identifying an explanation template associated with the at least one node. Embodiments include generating an explanation of the rule-based calculation based on the explanation template and the one or more user values. Embodiments include providing the rule-based calculation and the explanation of the rule-based calculation to the client in response to the request.

Abstract: Aspects of the disclosure include determining that a first instance of a first object is present in a first image in accordance with an execution of a first image processing algorithm, generating a first bounding region that at least partially surrounds the first instance of the first object in the first image, determining that the first instance of the first object in the first image has a first attribute in accordance with an execution of a second image processing algorithm, wherein the second image processing algorithm is operative on the first image in accordance with the first bounding region, and selecting the first instance of the first object and/or a second instance of the first object to receive a deployment of a network resource in accordance with the determining that the first instance of the first object in the first image has the first attribute. Other aspects are disclosed.

Abstract: Aspects of the disclosure include determining that a first instance of a first object is present in a first image in accordance with an execution of a first image processing algorithm, generating a first bounding region that at least partially surrounds the first instance of the first object in the first image, determining that the first instance of the first object in the first image has a first attribute in accordance with an execution of a second image processing algorithm, wherein the second image processing algorithm is operative on the first image in accordance with the first bounding region, and selecting the first instance of the first object and/or a second instance of the first object to receive a deployment of a network resource in accordance with the determining that the first instance of the first object in the first image has the first attribute. Other aspects are disclosed.

Abstract: Methods, systems, and devices are provided for identifying hazards. According to one aspect, a computer-implemented method can include receiving a plurality of sensor data including one or more image files from a mobile device. The method can include generating one or more position and label pairs based on the plurality of sensor data. The method can include assigning a hazard recognition to each of the position and label pairs. The method can include assigning a score associated to each of the hazard recognitions. The method can include displaying a result including one or more image results based on the one or more image files, one or more hazard recognitions, the one or more hazard recognitions associated with at least one of the one or more image results, and one or more scores associated to each of the hazard recognitions.

Abstract: A system is disclosed, including a plurality of access units, a plurality of circuit nodes each coupled to a respective access unit, and a plurality of data processing nodes each coupled to a respective access unit. A particular data processing node may be configured to generate a plurality of data transactions. The particular data processing node may also be configured to determine an availability of a coupled access unit. In response to a determination that the coupled access unit is unavailable, the particular data processing node may be configured to halt a transfer of the plurality of data transactions to the coupled access unit and assert a halt indicator signal. In response to a determination that the coupled access unit is available, the particular data processing node may be configured to transfer the particular data transaction to the coupled access unit.

Abstract: An apparatus includes a branch target cache configured to store one or more branch addresses, a memory configured to store a return target stack, and a circuit. The circuit may be configured to determine, for a group of one or more fetched instructions, a prediction value indicative of whether the group includes a return instruction. In response to the prediction value indicating that the group includes a return instruction, the circuit may be further configured to select a return address from the return target stack. The circuit may also be configured to determine a hit or miss indication in the branch target cache for the group, and to, in response to receiving a miss indication from the branch target cache, select the return address as a target address for the return instruction.