Abstract: Embodiments described herein provide systems and methods for protecting doctors and others from pathogenic microorganisms aerosolized during surgical and other procedures on patients. The systems and methods generally operate by forming a partially-enclosed chamber around the patient's face during the procedure. A facial adapter and facial shield isolate a portion of the patient's face from the surrounding environment. The partially-enclosed chamber is connected to a vacuum source that brings the pathogenic particles through a filter, which further decreases the number of pathogenic particles expelled into the environment.

Abstract: A mount assembly for a portable electronic device, comprising: a first component including a receiving surface arranged to engage against a surface of a portable electronic device; a second component including a mounting surface arranged to engage with a carrier; and a third component including a first surface that cooperates with a surface of the first component to allow the first component to rotate relative to the third component; and a second surface that cooperates with a surface of the second component to allow the third component to tilt relative to the second component. The mount assembly further comprises a locking member connecting the first and third components such that the first component moves with the third component when the third component tilts relative to the second component and that, when in a locked position, is arranged to prevent the relative movement between the first, second and third components.

Abstract: Techniques are disclosed for interactive editing of virtual three-dimensional scenes. In the disclosed techniques, rendering is divided into (1) an interactive phase during which a user interactively edits a virtual scene while preview image frames are rendered using a modified ray tracing technique, and (2) a refinement phase during which full ray tracing is performed to show the user a final rendered image frame. The modified ray tracing technique may limit the number of bounces of light rays and/or the computations performed at each bounce, thereby reducing computational expense relative to a full ray tracing technique. Further, the modified ray tracing technique may be user-selectable and associated with a particular department within an animation studio.

Abstract: A plurality of chromatograms is run using a salt gradient with a range of constant pH values or using a pH gradient with a range of constant salt concentrations. A chromatography optimization algorithm can be used to identify at least one salt gradient chromatogram or at least one pH gradient chromatogram to establish optimized buffer conditions. The chromatography optimization algorithm can include a total number of peaks algorithm, a peak-to-valley algorithm, and/or a peak capacity algorithm.

Abstract: Extrusion dies and methods of manufacturing extrusions dies, the extrusion die including a first plate and a second plate. The first plate has first upstream and downstream surfaces. A first material of the first plate has a first elastic modulus. The first plate includes pins formed between a plurality of slots. The pins and slots define a discharge face for the extrusion die at the first downstream surface of the first plate. The second plate has second upstream and downstream surfaces. The second plate is joined at the second downstream surface to the first upstream surface of the first plate. A second material of the second plate has a second elastic modulus. The second elastic modulus is greater than the first elastic modulus. A plurality of feed holes extend from the second upstream surface of the second plate through the extrusion die into communication with the slots.

Abstract: A computer-implemented method of generating a PGM with causal information, said graphical model containing the causal relationship between a first variable and a second variable, the method comprising: receiving data at a processor, said data showing a correlation between the first variable and a second variable; producing a third variable by reducing the dimensionality of the graphical representation of the two dimensional data defined by the first variable and the second variable, determining determine the causal relationship between the first and third variables and the second and third variable, the causal discovery algorithm being able to determine if the first variable causes the third variable, the third variable causes the first variable, the second variable causes the third variable and the third variable causes the second variable; and outputting a graphical model indicating the direction of edges in a graphical representation of said PGM.

Abstract: A method for providing a computer-implemented medical diagnosis includes receiving an input from a user comprising at least one symptom of the user. The method also includes providing the at least one symptom as an input to a medical model, the medical model being retrieved from memory. The medical model includes a probabilistic graphical model comprising probability distributions and relationships between symptoms and diseases. The method also includes performing inference on the probabilistic graphical model to obtain a prediction of the probability that the user has that disease. The method also includes outputting an indication that the user has a disease from the Bayesian inference, wherein the inference is performed using a counterfactual measure.

Abstract: The present invention provides algorithm-based molecular assays that involve measurement of expression levels of genes, or their co-expressed genes, from a biological sample obtained from a prostate cancer patient. The genes may be grouped into functional gene subsets for calculating a quantitative score useful to predict a likelihood of a clinical outcome for a prostate cancer patient.

Abstract: An improved anchor apparatus and method consisting of a hanger configured for connection with a surface where the hanger has a length with a first end and a second end and an anchor in the hanger where the anchor is connected with the hanger along a first part of the anchor and where the anchor is releasably connected with the hanger along a second part of the anchor such that when the second part is disconnected from the hanger the second part of the anchor extends away from the surface of the hanger.

Abstract: MEMS-based sensors can experience undesirable signal frequencies caused by vibrations, shocks, and accelerations, among other phenomena. A microisolation system can isolate individual MEMS-based sensors from undesirable signal frequencies and shocks. An embodiment of a system for microisolation of a MEMS-based sensor can include an isolation platform connected to one or more folded springs. Another embodiment of a system for microisolation can include an isolation platform and/or a frame connected to a mesh damping mechanism. In at least one embodiment, a mesh damping mechanism can be a microfibrous metal mesh damper. In one or more embodiments, a system for microisolation can include an isolation platform connected to one or more L-shaped springs, and a thickness of the one or more L-shaped springs can be less than a thickness of the isolation platform.

Abstract: Systems and methods for providing controllable substrate-to-source arrangements in a Molecular Beam Epitaxy (MBE) system to selectively adjust a distance, orientation, or other geometric configuration as between the source(s) and substrate(s) used in epitaxial growth systems are described herein. It has been found that by controllably adjusting height, crucible type and angle, and other processing conditions, that extremely high thickness uniformity can be accomplished in epitaxially grown wafers.

Abstract: A computer implemented method of performing inference on a generative model, wherein the generative model in a probabilistic program form, said probabilistic program form defining variables and probabilistic relationships between variables, the method comprising: providing at least one of observations or interventions to the generative model; selecting an inference method, wherein the inference method is selected from one of: observational inference, interventional inference or counterfactual inference; performing the selected inference method using an approximate inference method on the generative model; and outputting a predicted outcome from the results of the inference; wherein approximate inference is performed by inputting an inference query and the model, observations, interventions and inference query are provided as independent parameters such that they can be iterated over and varied independently of each other.

Abstract: A data system includes an information bus, a volatile memory located on the information bus, and an MRAM located on the information bus. The data system includes threat detection circuitry. In response to a threat condition to the MRAM, data is transferred via the information bus from the MRAM to the volatile memory for storage during a threat to the MRAM as indicated by the threat condition. In some examples, the threat condition is characterized as a magnetic field exposure.

Abstract: Techniques are provided for identifying attributes associated with a neologism or an unknown word or name. Real world characteristics can be predicted for the neologism. Trigrams are identified for an input word and word embedding model vector values are calculated for the identified trigrams and entered into a matrix. Trigrams are identified for nearest names. Classification values are calculated based on the trigrams for the input word and the trigrams from the nearest names and the classification values are entered into the matrix. A convolutional neural network can process the matrix to identify one or more characteristics associated with the neologism.

Abstract: A plurality of chromatograms is run using a salt gradient with a range of constant pH values or using a pH gradient with a range of constant salt concentrations. A chromatography optimization algorithm can be used to identify at least one salt gradient chromatogram or at least one pH gradient chromatogram to establish optimized buffer conditions. The chromatography optimization algorithm can include a total number of peaks algorithm, a peak-to-valley algorithm, and/or a peak capacity algorithm.

Abstract: A system includes at least one hardware processor and a memory storing instructions that, when executed by the at least one hardware processor, cause the at least one hardware processor to perform operations including receiving consumption data associated with a user consuming content on one or more user computing devices, determining a preference associated with content consumption of the user based on the received consumption data, the preference including one or more of a delivery time, a computing device of the one or more user computing devices, and a venue, receiving a new content item, determining one or more of a target delivery time, a target computing device of the one or more user computing devices, and a target venue based on the determined preference, and transmitting the new content item to the target computing device for presentation to the user.