Abstract: A storage organizing article, comprising a foundation comprising a horizontal floor; a vertical wall comprising a plurality of vertical wall segments; wherein the plurality of vertical wall segments are releasably connectable to each other; wherein the plurality of vertical wall segments are releasably connectable to the foundation via a plurality of engagement footings of the plurality of vertical wall segments; wherein the horizontal floor has a base wall, a plurality of retention members and a plurality of engagement receptacles; wherein each engagement receptacle is formed by a sub-grouping of the plurality of retention members, respectively; and wherein, when the foundation and vertical wall are connected, each of the engagement footings is disposed one of the engagement receptacles, respectively, and forms a releasable interference fit with the sub-grouping of the plurality of retention members which form the engagement receptacle, respectively.

Abstract: A floor mat for a vehicle having a floor is provided and includes a mat body having a core, an upper surface and an opposing lower surface. A grommet is integrally formed with the mat body and is contained between the upper surface and the lower surface of the mat body, where the grommet includes an outer surface having a protruding member. A retainer includes a body having an inner surface and a flange extending radially outwardly from the inner surface, where the inner surface includes a protruding member, such that the retainer is removably secured to the grommet by engaging the protruding member of the grommet with the protruding member of the retainer.

Abstract: A retainer for a floor mat positioned on a vehicle floor, where the floor mat includes at least one grommet. The retainer includes a body having a top edge and a bottom edge, a flange extending radially outwardly from the top edge of the body and a protruding member extending radially outwardly from an inner surface of the body, where the protruding member is between the top edge and the bottom edge of the body, and the body is removably attached to the at least one grommet by engaging the protruding member with the grommet.

Abstract: Certain aspects of the present disclosure provide techniques for wound management and treatment. This includes determining characteristics of a wound for a patient based on an image of the wound, including detecting the characteristics based on analyzing the image using a first ML model trained to detect wound characteristics from a captured image. The techniques further include identifying patient medical data including characteristics relating to a medical history for the patient, and predicting a first care plan for the patient based on providing the characteristics of the wound and the patient medical data to a second ML model. The second ML model is trained to predict the first care plan using prior wound care outcome data including a prior wound care outcomes relating to prior patients. The first care plan is configured to be used to treat the wound for the patient.

Abstract: A floor mat for a vehicle having a floor is provided and includes a mat body having a core, an upper surface and an opposing lower surface. A grommet is integrally formed with the mat body and is contained between the upper surface and the lower surface of the mat body, where the grommet includes an outer surface having a protruding member. A retainer includes a body having an inner surface and a flange extending radially outwardly from the inner surface, where the inner surface includes a protruding member, such that the retainer is removably secured to the grommet by engaging the protruding member of the grommet with the protruding member of the retainer.

Abstract: A floor mat for placement on a vehicle floor, where the floor mat includes a body having a bottom wall, an upper surface, and a bottom surface, and a front wall extending from the bottom wall. The upper surface and the bottom surface extending along the bottom wall and the front wall. A first portion of the bottom surface of the bottom wall having a support structure provided with a variable height such that the shape of the support structure complements the irregularities in the vehicle floor, where the support structure extends from the bottom surface of the bottom wall, and a second portion of the bottom surface of the bottom wall has a flat surface, where upon the vehicle floor mat being placed on the vehicle floor, the support structure engages the irregularities in the vehicle floor so that the upper surface of the bottom wall is generally level.

Abstract: An apparatus for collecting aerosolized respirable particles of an inhalable medicinal formulation, having a dose collection section having an air-permeable filter extending across the pathway of the aerosolized respirable particles to retain particulate material on the filter. The dose collection section having an upper filter support member and a lower filter support member, the filter being circumferentially retained between the upper and lower support members to form a filter unit; a lower body receiving the filter unit, the lower body having recesses; and a quick-release system having hooks, movable between an open position and a closed position The hooks, in the open position, can enter the recesses around the filter unit, and in the closed position, can grab the filter unit, allowing removal of the filter unit without any human contact.

Abstract: An in vitro release testing (IVRT) device for orally inhaled drug products, for use in an IVRT apparatus, the device having an air-permeable filter loaded with particulate material representing a dose of an orally inhaled drug product. The device has an upper filter support element and a lower filter support element, the loaded filter being circumferentially retained between the upper and lower support elements, a filter cover to cover the upper surface of the loaded filter, and a filter cover retainer provided to assemble and seal the IVRT device.

Abstract: A nuclear radiation monitoring apparatus comprising: communication circuitry configured to receive nuclear radiation data generated by a nuclear radiation detector, the nuclear radiation data being indicative of nuclear radiation emitted from each of a plurality of portions of an object and detected by the nuclear radiation detector; classification circuitry configured to classify the detected nuclear radiation using the nuclear radiation data; intensity determination circuitry configured to determine a value of an intensity parameter indicative of an intensity of the classified nuclear radiation for each portion of the object using the nuclear radiation data; visualisation data generation circuitry configured to generate visualisation data indicative of the classification of the classified nuclear radiation and, for each portion of the object, visualisation data indicative of the portion of the object and the determined intensity parameter value of the portion of the object; and display output circuitry conf

Abstract: An engine assembly includes a small air-cooled engine and a dry sump lubrication system including an external oil reservoir, wherein the dry sump lubrication system has an overall oil capacity that provides at least five hundred hours of engine oil life.

Abstract: One embodiment provides a robotic system comprising: a robot, the robot further comprising a moveable robotic arm that moves within the robot's reference space; a depth-sensing camera, the camera having a reference frame that is in substantial view of the robot's reference space; a controller, the controller further comprising a processor and a computer readable memory that comprises instructions such that, when read by the controller, the controller inputs image data from the camera and sends signals to the moveable robotic arm, the instructions further comprising the steps of: calibrating the camera to the robot by instructing the robot to engage in a number of robot poses; extracting the location of the robot poses to obtain the robot poses in the camera reference frame; and creating a transformation that transforms robot points afterwards to camera points.

Abstract: A policy based on a compound reward function is learned through a reinforcement learning algorithm at a learning network. The policy is used to choose an action of a plurality of possible actions. A state-action value network is established for each of the two or more reward terms. The state-action value networks are separated from the learning network. A human-understandable output is produced to explain why the action was taken based on each of the state action value networks.

Abstract: An internal combustion engine includes an engine block including a cylinder having a cylinder axis, a piston positioned within the cylinder and configured to reciprocate along the cylinder axis, a crankshaft configured to rotate about a crankshaft axis, an air-fuel mixing device configured to provide an air-fuel mixture to the cylinder, a cyclonic air filter positioned entirely below the air-fuel mixing device, and a duct coupling the cyclonic air filter to the air-fuel mixing device and configured to provide air filtered by the cyclonic air filter to the air-fuel mixing device.

Abstract: A storage organizing article, comprising a foundation comprising a horizontal floor; a first container having a plurality of engagement footings; wherein the first container is releasably connectable to the foundation via the plurality of engagement footings; wherein the horizontal floor has a base wall, a plurality of retention members and a plurality of engagement receptacles; wherein each engagement receptacle is formed by a sub-grouping of the plurality of retention members, respectively; and wherein, when the foundation and the first container are connected, each of the engagement footings is respectively disposed in one of the engagement receptacles and forms a releasable interference fit with the sub-grouping of the plurality of retention members which form the engagement receptacle.