Abstract: Various aspects of the subject technology relate to systems, methods, and machine-readable media for a learning platform that employs machine learning to identify patterns that describe meaningful subgroups of patients associated with a particular disease, distinct characteristics of each subgroup, and implications of belonging to a specific subgroup in terms of developing into a more severe disease state for patient journey mapping. The system may include a mapping server that includes a medical-event embedding engine that embeds electronic health records into vectors, a clustering engine that identifies clusters of patients with similar patient journeys by operating on the output of the medical-event embedding engine, and a cluster profiling engine that identifies distinguishing medical events for each identified cluster by operating on the output of the clustering engine.

Abstract: A privacy protection method for the electronic device includes: starting face change detection, where the face change detection is continuously detecting, in a current unlocking period, whether a face in front of a display of the electronic device changes; after starting the face change detection, detecting an operation of starting a first private application; and in response to the operation and determining that a result of the face change detection is that the current face does not change, displaying first private content corresponding to the first private application; or in response to the operation and determining that a result of the face change detection is that the current face changes, displaying first non-private content, where the first non-private content does not include first private content.

Abstract: Disclosed are a bus parking allocation method and apparatus considering operational preferences. The method includes: obtaining a bus station dataset, a parking lot dataset, a bus information dataset, and a bus departure/return dataset; obtaining a distance dataset containing distances between bus stations and parking lots; building a parking allocation model considering operational preferences; building an objective function of the parking allocation model, where one group of buses are allocated to one group of parking lots, with each bus being allocated to at most one parking lot, and the number of buses parked in each parking lot is less than or equal to a capacity of the parking lot; building bus preference lists and parking lot preference lists, and calculating the objective function while satisfying the preference lists, to minimize total parking costs of all buses, thereby obtaining parking allocation results considering operational preferences; and designing multiple visualization views for display.

Abstract: This application provides a method, includes: a first network node sends an inactivity timer of a terminal device to a second network node, the first network node receives an inactive state indication of the terminal device from the second network node, wherein the inactive state indication of the terminal device is used by the first network node to determine whether the terminal device to enter an inactive state, the first network node notifies the second network node that the terminal device enters the inactive state.

Abstract: A deflectable catheter is provided with a sheath having a bendable section, a first traction wire and a second traction wire anchored to the bendable section of the sheath, and a driving mechanism configured to pull and release the first/second traction wire, wherein when the driving mechanism pulls either of the first traction wire and the second traction wire to bend the sheath towards the side of the pulled traction wire, the other traction wire is correspondingly released, so that the sheath is bidirectionally bendable at its bendable section in at least two directions of the sheath. In this way, the requirements for interventional treatment of complex lesion sites with vascular distortion and varied vascular opening positions may be fully met, and the frequency of catheter adjustments and replacements by clinical operators can be greatly reduced, thereby facilitating the operation and reducing the risk of complications.

Abstract: A handcuff structure, comprising a lock shell, a lock cover, a movable lock ring and a key; the side of the lock shell close to the lock cover is provided with a lock box; the inside of the lock box is provided with a rotating wheel, and the center of the rotating wheel is provided with a rotating shaft; one end of the rotating shaft extends into a first shaft hole at the bottom of the lock box, and the other end of the rotating shaft extends into a second shaft hole at the bottom of the lock cover; the first shaft hole and the second shaft hole are coaxially arranged. The invention can effectively prevent prisoners from opening handcuffs through wires, needles, wooden sticks and other items, avoid criminals from escaping, and improve the overall locking effect of handcuffs.

Abstract: Disclosed is a network management system that provides an interface to enable diagnostics and troubleshoot of a remotely managed multi-site network. Some embodiments provide a natural language interface, while other embodiments provide a chatbot type interface that communicates with a technician via traditional text information on a display screen. The diagnostic and troubleshooting capabilities search a central data store that receives device property information from each site of the multi-site network. Based on devices or users that match portions of the entity, queries to the data store are initiated to obtain additional data on the devices. A response to the query is then provided based on the properties of the devices.

Abstract: A bicycle rear-wheel drive mechanism comprises a fixed shaft, a hollow toothed disc shaft, a wheel shaft, a sprocket shaft, an end cap and pin posts, the hollow toothed disc shaft is composed of a shaft cylinder and a toothed disc arranged at one end of the shaft cylinder, the toothed disc is provided with an array of semi-circular slots located at the edge of the disc body; in this design, the structure is stronger, the torque transmitted is greater, and the driving ability is stronger; replacing the original ball bearings used in bicycles with standardized tapered roller bearings allows the mechanism to be adjusted to the optimal axial and radial positions after installation, while also improving sealing performance and durability.

Abstract: The present application relates to a technical field of separating kavalactone and flavokawain, and in particular, to a method for separating flavokawain and kavalactone, kavalactone, and microencapsulated kavalactone. The separation method includes: S1. grinding root of piper methysticum, extracting by supercritical carbon dioxide and collecting a residue for later use, in which an extraction temperature is 45-50° C. and an extraction pressure is 4-8 MPa; S2. extracting the residue by supercritical carbon dioxide, and collecting extracted oil for later use, in which an extraction temperature is 60-80° C. and an extraction pressure is 20-50 MPa; S3. performing re-extraction and adsorption on the extracted oil to obtain a primary product of the kavalactone; and S4. crystallizing the primary product of kavalactone to obtain the kavalactone. The obtained kavalactone is used for microencapsulated kavalactone.

Abstract: The present disclosure relates to reduced sugar content white chocolate confectionery products comprising at least one rare sugar, such as allulose, methods of making the same wherein the confectionery products have desirable rheological properties, organoleptic properties, stable apparent viscosity, stable plastic viscosity, stable yield value, and coloring over time. The present disclosure also relates to preventing thickening or gelling of reduced sugar content white chocolate confectionery products comprising at least one rare sugar, such as allulose, during manufacturing, and maintaining stable apparent viscosity, stable plastic viscosity, and stable yield value over time.

Abstract: An example system is configured to: identify, using network data for a plurality of network devices, a first network device of the plurality of network devices with which a network connection has a connectivity issue; identify, based on a network representation generated from the network data, one or more second network devices from the plurality of network devices that are connected to the first network device; identify a root cause of the connectivity issue based on analysis of the network connection with the first network device using the network data; and send, based on the identified root cause of the connectivity issue, to at least one of the one or more second network devices, instructions for the first network device to perform an action to remediate the connectivity issue, wherein the at least one of the one or more second network devices communicates the instructions to the first network device.

Abstract: Embodiments of this application provide a communication method and apparatus. The method includes: A DU receives uplink data from a terminal device; the DU allocates a first cell radio network temporary identifier C-RNTI and a first DU interface identifier to the terminal device; the DU sends a first message to a central unit CU, where the first message includes the first C-RNTI and the first DU interface identifier; and the DU receives a second message from the CU, where the second message includes the first C-RNTI or the first DU interface identifier. The communication method and apparatus provided in embodiments of this application can reduce processing load of the DU and improve communication efficiency.

Abstract: Disclosed are embodiments for automatically resolving faults in a complex network system. Some embodiments monitor one or more of system operational parameter values and message exchanges between network components. A machine learning model detects a fault in the complex network system, and an action is selected based on a cause of the fault. After the action is applied to the complex network system, additional monitoring is performed to either determine the fault has been resolved or additional actions are to be applied to further resolve the fault.

Abstract: This disclosure describes a network management system (NMS) configured to determine a particular network device of a plurality of network devices based on a first user input in a conversational assistant. The one or more processors are further configured to identify a set of actionable insights for the particular network device based on network data received from the plurality of network devices and determine a set of views of a dashboard based at least on the set of actionable insights, wherein each view of the set of views displays a portion of the network data received from the plurality of network devices. The one or more processors are further configured to select a view of the set of views of the dashboard based on a second user input in the conversational assistant and cause the dashboard to display the selected view.

Abstract: The invention proposes a kind of bending bolt type anti-loosening nut, which relates to the technical field of mechanical fastening. It comprises an upper nut and a lower nut, the upper nut and the lower nut are stacked on the outside of the bolt and used to tightly connect the bolt to the connecting piece, the lower nut is arranged close to the connecting piece, the upper nut is arranged on the outer end surface of the lower nut; the adjacent end between the upper nut and lower nut is provided with an inclined surface, the inclined surface is inclined towards the interior of the upper nut, so that an inclined plane angle with deformation space between the upper nut and lower nut is formed; the invention achieves the effect of preventing nut loosening, is low in price, easy to manufacture, and suitable for small or miniature anti-loosening nuts.

Abstract: Fried confectionery food products such as doughnuts and mini doughnuts, compositions, and methods for making wherein the confectionery food products have an extended shelf-life of from more than three (3) months up to nine (9) months where water activity, moisture loss and undesirable flavor and texture changes are controlled.

Abstract: The present disclosure relates to reduced sugar content milk chocolate confection and confectionery products comprising at least one rare sugar, such as allulose, methods of making the same wherein the confections and confectionery products have desirable rheological properties and organoleptic properties and stable viscosity over time. The present disclosure also relates to preventing thickening of reduced sugar content milk chocolate confections comprising at least one rare sugar, such as allulose, during manufacturing, and maintaining stable viscosity over time.

Abstract: The disclosure discloses a fatty acid synthase inhibitor and application thereof and belongs to the technical field of medical biology. The fatty acid synthase inhibitor of the disclosure can significantly inhibit the activity of fatty acid synthase without affecting normal expression, and adjust the ratio of fatty acids in cells. The fatty acid synthase inhibitor of the disclosure has a good tumor proliferation inhibitory effect, can arrest the growth cycle of tumor cells in the interphase, prevent tumor cell division, inhibit tumor cell proliferation, promote tumor cell apoptosis and exert a tumor treatment effect, can be used to treat tumors and metabolism related diseases, and has an important clinical application prospect.

Abstract: A dairy-free, gluten free and vegan chocolate confection and method of making the same are disclosed. In the chocolate confection of the invention, the milk solids present in traditional milk chocolate are replaced by heat-treated legume flour. The heat-treated legume flour imparts desirable flavor and texture characteristics to the chocolate confection. The legume flours have relatively low levels of sugar and high levels of protein and fiber. They are also suitable for reduced-sugar chocolate formulations.

Abstract: An interventional operation isolation transfer cabin includes a cabin body, and a lead wire access device and a wire in/out device which two are mounted on the cabin body, the cabin body is provided with a negative pressure generating device at one end and an air inlet at the other end, the negative pressure generating device is provided with an exhaust filter device at its air outlet, and an intake filter device is provided at the air inlet. Several operating openings are provided on side walls of the cabin body, each of the operating openings is in seal connection with an operating glove, and a glove opening of at least one operating glove faces an interior of the cabin body. Equipment wires required by an interventional operation are preset through the lead wire access device, and wires added midway under a sealing condition is guaranteed through the wire in/out device.