Abstract: In some implementations, an expert system may receive, from a user device, a data structure representing a project associated with a technical request. The expert system may map the data structure to a graph representation of a user space to determine a set of users. The expert system may determine a set of statuses, corresponding to the set of users, associated with availability of the set of users. The expert system may transmit, to the user device, instructions for a user interface including visual indicators for the set of users and the set of statuses. The expert system may receive, from the user device, an indication of a selected user from the set of users and may transmit a message addressed to the selected user.

Abstract: Methods and systems for scalable dataset content embedding for improved searchability. For example, the system may retrieve a first dataset from a first data source. The system may generate a first data profile of the first dataset. The system may generate a latent index of the first data profile based on processing the first data profile using a first embedding algorithm. The system may receive, via a user interface, a first request for a first text string. The system may generate an embedded request corresponding to the first request based on processing the first text string using the first embedding algorithm. The system may process the embedded request using the latent index. The system may generate for display, in the user interface, a result based on processing the embedded request using the latent index.

Abstract: Systems and methods for novel uses and/or improvements to data labeling applications, particularly data labeling applications involving sensitive data. As one example, systems and methods are described herein for preventing sensitive data leakage, using weak learner libraries, during label propagation.

Abstract: Systems and methods for deploying machine learning models trained on synthetic data generated based on a predicted future data drift are described herein. In some aspects, the system analyzes data profiles that include snapshots of data from different points in time from the same data stream to predict a future data drift. The system generates synthetic data based on the previous data profiles. The system determines, based on a first and second data profile, that a first data drift exceeds a threshold and updates a machine learning model. The system determines a predicted data drift and generates a synthetic snapshot of the data stream corresponding to a time in the future. The system generates a speculative machine learning model from updating the first updated machine learning model based on the synthetic snapshot. The system deploys the speculative machine learning model to replace the first updated machine learning model.

Abstract: Systems and methods for federated learning including validation of training data on client devices before training models based on the training data. In some aspects, the system accesses local data to be used for training a local model on a client device. The system generates event metadata corresponding to events in the local data. The event metadata is based on validation data received from an external server. The validation data is inaccessible to a central server. The system determines to exclude a portion of the local data that is not validated by the event metadata and generates validated local data. The system trains the local model based on the validated local data. The system processes, using a data de-identification function, the event metadata to generate de-identified event metadata. The system transmits the local model and the de-identified event metadata to the central server.

Abstract: A connector retainer cap assembly includes an outer plate, an inner plate, at least one biasing mechanism, and a retainer. The at least one biasing mechanism is disposed between the outer plate and the inner plate and biases the outer plate away from the inner plate. The retainer couples the inner plate to the outer plate and limits displacement of the inner plate away from the outer plate to a maximum distance.

Abstract: An example method includes receiving a first order to conduct a first diagnostic test of a sample from a patient, sending the first order to the first diagnostic testing instrument for input into a queue of the first diagnostic testing instrument, receiving alerts and status of the diagnostic test as testing is performed and for indication of completion of the first diagnostic test, sending the alerts and status of the diagnostic test to a second computing device for notice to a technician, receiving an output of the first diagnostic test, generating a recommendation of follow-on testing to perform based on the output of the first diagnostic test, receiving confirmation to perform the follow-on testing, generating a second order to conduct a second diagnostic test of another sample from the patient, and sending the second order to the second diagnostic testing instrument for input into a queue for the second diagnostic testing instrument.

Abstract: A no-drop bracelet assembly is disclosed for use in preventing infants from dropping objects such as toys to the ground while the infants are being held by caretakers. In one embodiment, the no-drop bracelet assembly includes a bracelet adapted to be worn by a user, a coupler adapted to be removably coupled to an object, and a retractable tether coupled to the bracelet and having a winch and a cord reeled around the winch and adapted to be extended from a winch and biased in a retracted configuration. The coupler is, in turn, engaged to the cord.

Abstract: Surgical trays, tools and methods for use in hip replacement surgery wherein the hip replacement prosthesis is a reverse hip prosthesis. The trial components, specialized tools and methods of the invention enable a surgeon to identify the optimum components of the reverse hip prosthesis for implantation in a patient based on the sizes and angles best adapted to the patent's anatomy.

Abstract: A cooler with a dry interior chamber that effectively keeps beverages cold without subjecting them to moisture. By combining a highly insulated outer container with an inner container designed for efficient cooling, this invention prevents labels from peeling off and enhances the overall beverage experience. Additionally, the depth of the ice chamber is adjustable, offering versatility to suit varying needs while reducing the required amount of ice.

Abstract: A patient rotation device including an armature and a patient engagement assembly. The armature is structurally configured for attachment to an outside structure. The armature has a first end and a second end spaced apart from the first end. The patient engagement assembly includes a housing and a rotational assembly. The housing is attachable proximate the second end of the armature. The rotational assembly includes an axle and a rotational member. The rotational member is rotationally coupled to one of the housing and the armature, and structurally configured to be being positionable over a surface of a bed. Methods are also disclosed.

Abstract: A troche mold assembly includes a cover defining a receiving area and a tray removably positioned in the receiving area. The tray includes a frame having a top side and a bottom side opposite from the top side. The frame defines a plurality of cells, and each cell is configured to receive a medicament. The tray also includes a plurality of buttons. Each button is within a corresponding cell and is between the top side and the bottom side of the frame. In some aspects, wherein each button includes a center portion, a first hinge line adjacent to the cell wall, and a second hinge line between the first hinge line and the center portion. In various aspects, the cover includes a locating rib, and the tray is removably positioned within the receiving area such that the locating rib contacts the top side of the frame.

Abstract: The present disclosure generally relates to providing electronic locking systems. Using novel designs and network technology, the present systems, methods, and apparatuses can provide a secure alternative to a cam lock or a lock box for storing items that may be left unattended, without the use of a physical key. For example, in certain embodiments, the present systems, methods, and apparatuses can facilitate the locking and unlocking of a cam lock or a lock box by using a digital construct, an encryption system, and various native and/or third-party software components.

Abstract: A troche mold assembly includes a cover defining a receiving area and a tray removably positioned in the receiving area. The tray includes a frame having a top side and a bottom side opposite from the top side. The frame defines a plurality of cells, and each cell is configured to receive a medicament. The tray also includes a plurality of buttons. Each button is within a corresponding cell and is between the top side and the bottom side of the frame. In some aspects, wherein each button includes a center portion, a first hinge line adjacent to the cell wall, and a second hinge line between the first hinge line and the center portion. In various aspects, the cover includes a locating rib, and the tray is removably positioned within the receiving area such that the locating rib contacts the top side of the frame.

Abstract: A troche mold assembly includes a cover defining a receiving area and a tray removably positioned in the receiving area. The tray includes a frame having a top side and a bottom side opposite from the top side. The frame defines a plurality of cells, and each cell is configured to receive a medicament. The tray also includes a plurality of buttons. Each button is within a corresponding cell and is between the top side and the bottom side of the frame. In some aspects, wherein each button includes a center portion, a first hinge line adjacent to the cell wall, and a second hinge line between the first hinge line and the center portion. In various aspects, the cover includes a locating rib, and the tray is removably positioned within the receiving area such that the locating rib contacts the top side of the frame.

Abstract: A sacroiliac joint fusion procedure using surgical instruments specifically designed for access and treatment at a posterior inferior access region to the cartilaginous portion of the SI joint. The system allows for fewer devices implanted in the patient to reduce potential risks which are increased when having to place three or more implants. Due to the special design which resists the shear and nutational forces present at the SIJ, just a single implant can be used therefore reducing the amount of metal implanted into the patient while allowing for a great area for bone healing and bridging which provides a lasting relief to the otherwise excruciating low back, buttock and leg pain originating from the degenerative sacroiliac joint.

Abstract: A system for performing a fusion procedure on a sacroiliac joint defined between a sacrum and an ilium. The system may include a working cannula including a proximal end, a distal end, a tubular body extending between the proximal and distal ends, a cannula passageway defined within the tubular body and having a cannula axis extending there through, a pair of prongs coupled to the tubular body and extending distally there from, an anchor arm engagement structure coupled to the tubular body, and a pin guide coupled to the tubular body and defining a pin passageway having a guidance axis there through that is generally parallel with the cannula axis.

Abstract: A method of diagnosing and treating a sacroiliac joint of a patient involving delivering a first member into the ilium via a first posterior approach, delivering a second member into the sacrum via a second posterior approach, coupling the first and second members to a pliers, and manipulating the first member relative to the second member via the pliers to determine an ailment of the sacroiliac joint.

Abstract: Moto-controlled lock apparatus/mechanism that deploys locking pins to retain the shackle when the lock apparatus/mechanism is in the closed position. Generally, when the lock apparatus/mechanism is in the closed position, the locking pins are prevented from moving by a blocking cam. In various embodiments, the blocking cam is actuated by a motor that rotates the blocking cam, thereby forcing the locking pins into and holding the locking pins in compatibly-shaped cutouts in the shackle.