Abstract: A neural network (such as a transformer neural network) configured to determine radiation doses can be trained using a training corpus that comprises a plurality of different resultant radiation doses (such as, but not limited to, sparsely-written resultant radiation doses) and a plurality of different input items that each correspond to a particular one of the plurality of different resultant radiation doses. Those input items can comprise at least one, two, three, or each of a patient image (such as, but not limited to, computed tomography imagery and/or Digital Imaging and Communications in Medicine-compatible imagery), a fluence map, radiation treatment platform geometry information, and/or target dose volume information (such as, but not limited to, sparsely-read target dose volume information). A radiation dose for a patient can be generated by providing patient image information as input to a trained neural network and outputting a determined radiation dose for the patient.

Abstract: A method may include transmitting a request for metadata associated with a compute instance and receiving, by a computing system, metadata associated with the compute instance signed with a private key. The private key may be associated with a public key. The method may include receiving a request to access a cloud resource and transmitting the request for the metadata. The method may also include receiving the metadata. The metadata may indicate that the compute instance is hosted on the computing system. The method may also include transmitting, to an instance principal service, a request for an instance principal certificate. The request may include the metadata signed with the private key and be cryptographically verified by the instance principal service using the public key. The method may also include receiving the instance principal certificate and providing access to the could resource based on the instance principal certificate.

Abstract: A technique for determining and compensating for a dead time of at least one actuator for lateral guidance or longitudinal guidance of a motor vehicle includes a device including at least one sensor or at least one sensor interface for detecting at least one actual value of a state of motion of the lateral guidance or longitudinal guidance. A unit of determination of the device is configured to determine the dead time of at least one actuator by comparing at least one target value of the state of motion calculated from a dynamic model with the recorded at least one actual value. A control unit of the device is configured to control the actuator depending on the detected state of motion and the certain dead time of at least one actuator, wherein the control unit outputs time-preceding control signals to the actuator around the dead time.

Abstract: The present disclosure provides formulations for a drug product comprising a PEGylated CBS protein having the amino acid sequence of SEQ ID NO: 1. Dosages and dosing regimens are provided for treatment of homocystinuria in a subject in need thereof. Additionally, the dosages and dosing regimens are also provided to reduce the level of homocysteine (Hcy) or increase the levels of cysteine (Cys) and/or cystathionine (Cth) in a subject in need thereof.

Abstract: Methods and apparatus for processing a substrate are provided herein. For example, a gas supply configured for use with a processing chamber includes an ampoule that stores a precursor and comprises an input to receive a carrier gas and an output to provide a mixture of the carrier gas and the precursor to the processing chamber and a sensor assembly comprising a detector and an infrared source operably connected to an outside of an enclosure, through which the mixture flows, and a gas measurement volume disposed within the enclosure and along an inner wall thereof so that a concentration of the precursor in the mixture can be measured by the detector and transmitted to a controller.

Abstract: A round baler having a baling chamber, a wrapping material reservoir, a feed apparatus having an actuator, the feed apparatus configured to convey a wrapping material from the wrapping material reservoir to the baling chamber, a cutting apparatus moveable between a retracted position allowing free movement of the wrapping material and an advanced position to cut the wrapping material, and a braking apparatus for applying a braking force on a roll of wrapping material installed in the wrapping material reservoir, and an actuator for controlling operation of the feed apparatus and the cutting apparatus. The round baler further comprises a tensioning element connecting the actuator to the braking apparatus to control a down force exerted on the roll of wrapping material and so control the tension in the wrapping material.

Abstract: Aspects of the subject disclosure may include, for example, obtaining data that identifies network traffic associated with a threat actor, responsive to the obtaining the data, performing feature extraction on the data, resulting in extracted features, classifying the network traffic based on the extracted features, detecting, in accordance with the classifying the network traffic, an action change in the network traffic, resulting in a detected action change, predicting a future traffic profile for the threat actor based on the detected action change, and responsive to the predicting the future traffic profile, generating an alert regarding the future traffic profile, thereby enabling mitigation of a security risk associated with the threat actor. Other embodiments are disclosed.

Abstract: The present disclosure concerns recombinant yeast host cells expressing cell-associated heterologous food and/or feed enzymes which are expressed during the propagation phase of the recombinant yeast hosts cells. The recombinant yeast host cells can be used in a subsequent production process to make food and/or feed products, for example, baked products.

Abstract: Predicting and using threat levels for cyber threats using data from public data sources can include obtaining cyber vulnerability and threat data (“threat data”) from publicly available data sources including a social networking service, the threat data including social networking messages. A threat that is predicted to exploit a vulnerability can be determined based on the threat data. Filtered threat data that includes social networking messages that mention the threat can be stored. A threat assessment service can analyze the filtered threat data to determine a mention trend for the threat, a severity score for the threat, an exploitation history for the threat, and a patch availability for rectifying the threat. Based on the mention trend, the severity score, the exploitation history, and the patch availability, a predicted threat level for the threat can be used to generate an alert, which can be sent to a subscriber device.

Abstract: The present invention relates to methods and uses for controlling herbicide resistant or tolerant weed species by applying the herbicidal compound (±)-2-exo-(2-Methylbenzyloxy)-1-methyl-4-isopropyl-7-oxabicyclo[2.2.1]heptane, any of its individual enantiomers or any non-racemic mixture thereof. The methods and uses are particularly suitable for the protection of crops. The invention also relates to specific herbicidal compositions comprising said herbicidal compound.

Abstract: Embodiments include a plasma processing tool that includes a processing chamber, and a plurality of modular microwave sources coupled to the processing chamber. In an embodiment, the plurality of modular microwave sources include an array of applicators that are positioned over a dielectric body that forms a portion of an outer wall of the processing chamber. The array of applicators may be coupled to the dielectric body. Additionally, the plurality of modular microwave sources may include an array of microwave amplification modules. In an embodiment, each microwave amplification module may be coupled to at least one of the applicators in the array of applicators. According to an embodiment, the dielectric body be planar, non-planar, symmetric, or non-symmetric. In yet another embodiment, the dielectric body may include a plurality of recesses. In such an embodiment, at least one applicator may be positioned in at least one of the recesses.

Abstract: Methods of generating performic acid by contacting aqueous oxidizing agent and aqueous formic acid source in liquid phase are disclosed. A system and apparatus for the in situ production of the performic acid chemistries is further disclosed. In particular, a continuous flow reactor is provided to generate performic acid at variable rates. Methods of employing the oxidizing biocide for various disinfection applications are also disclosed.

Abstract: A method for laser welding a pair of metal pins delivers a laser beam to a work-side of the pair of metal pins where a respective pair of surfaces of the metal pins are adjacent to each other and face in the same direction. The laser beam first traces a first path on the work-side to form a melt pool by keyhole welding. The first path crosses an interface between the metal pins. After tracing the first path, the laser beam is switched to trace a second path on the work-side with the laser beam at a delivered rate of energy per unit path length that is less than the one used for the first path. The second path crosses the interface and is within the first path. The method is well-suited for welding of hairpin and I-pin stators.

Abstract: Methods and apparatuses for detecting one or more target analytes in a sample, the apparatus including (i) a sample container for encapsulating a sample mixture comprising the sample and at least one lysis reagent; (ii) at least one vacutainer sealed at a negative pressure with a sealing element, and containing stabilized reagents corresponding to detecting at least one of the target analytes; and, (iii) at least one fluid communication channel oriented to enable an engageable fluid connection of the sample mixture from the sample container to one or more of the at least one vacutainers through the sealing element of each such fluidly-connected at least one vacutainer, wherein the establishment of the engageable fluid connection with the at least one vacutainer sealed at negative pressure causes at least some of the sample mixture from the sample container to be communicated to such fluidly-connected at least one vacutainer.

Abstract: An example embodiment may involve a main database; a main memory; and one or more processors configured to: retrieve, by a data collector application, records from the main database, wherein the data collector application includes an embedded database; aggregate, by the data collector application, values in the records relating to a key performance indicator (KPI) to form partial KPI data stored in one or more blocks of the main memory; determine, by the data collector application, that utilization of the main memory exceeds a pre-defined threshold; in response to the utilization of the main memory exceeding the pre-defined threshold, write, by the data collector application, the partial KPI data to a row of the embedded database; and release, by the data collector application, the one or more blocks of the main memory used to store the partial KPI data.

Abstract: Provided is a process which allows uranium and molybdenum fluorides to be efficiently separated, said process comprising a step of providing a mixture containing MoF6 and UF6; a step of reducing the UF6 to UF5 in the gas phase or in a liquid phase; and a step of separating the UF5 and the MoF6 or a conversion product thereof which may be obtained by further converting the molybdenum fluoride to another molybdenum compound. In a further aspect, a process for the fluorination of metals or semimetals is provided.

Abstract: Exemplary methods of etching a silicon-containing material may include flowing a first fluorine-containing precursor into a remote plasma region of a semiconductor processing chamber. The methods may include flowing a sulfur-containing precursor into the remote plasma region of the semiconductor processing chamber. The methods may include forming a plasma within the remote plasma region to generate plasma effluents of the first fluorine-containing precursor and the sulfur-containing precursor. The methods may include flowing the plasma effluents into a processing region of the semiconductor processing chamber. A substrate may be positioned within the processing region. The substrate may include a trench formed through stacked layers including alternating layers of silicon nitride and silicon oxide. The methods may include isotropically etching the layers of silicon nitride while substantially maintaining the silicon oxide.

Abstract: A tunable stiffness bone rod promotes the healing of fractured bones, such as tibia bones. The tunable stiffness bone rod includes a hexagonal shape that has variable levels of stiffness upon application of an axial force. The axial force will begin a low stiffness movement of the bone rod until a threshold is met. Upon reaching the threshold, the stiffness of the bone rod increases to lessen additional longitudinal movement caused by the axial force on the bone rod.

Abstract: Disclosed herein are systems and methods for measuring one or more target analyte concentrations, particularly peroxyacid compounds, in a process solution, for example, in industrial and commercial water. These systems and methods include automated methods to measure the target analyte concentration in the process solution. The methods have the advantage of providing a large dynamic range for measurement and can be used in a wider range of process solutions.

Abstract: An optical assembly reduces a spectral bandwidth of an output beam of a laser. The assembly includes a beam-expanding optical unit within a laser resonator. The latter serves to increase a beam cross section of a resonator-internal laser beam in at least one expansion cross-sectional dimension such that at least one resonator-internal expansion laser beam section arises. The assembly also includes an optical grating in a retroreflective arrangement for the resonator-internal laser beam. A beam-limiting stop acts in the expansion cross-sectional dimension and is arranged in the beam path of the expansion laser beam section. This yields an optical assembly in which unwanted thermal effects on account of optical components of the optical assembly heating during laser operation due to a local power density of the resonator-internal laser beam are reduced or avoided.