Abstract: A floor mat for a vehicle having a floor, where the floor mat includes a mat body having a core, an upper surface and an opposing lower surface. A grommet is attached to or integrally formed with the mat body and contained between the upper surface and the lower surface, where the grommet includes a body having a wall and a flange extending outwardly from the wall. The wall has an outer surface and an inner surface, where the inner surface defines a throughbore with a closed top end.

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: 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 inhalable formulation comprising at least one amino acid and at least one beta-2-agonist is disclosed. The inhalable formulation may be administered by pressurized metered dose inhaler.

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 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: A plastic article with faux stitching, comprising an applique having a front side and a rear side opposite the front side, and formed of a preformed plastic sheet; a molded plastic platform; wherein the applique is insert-molded to the platform with the rear side of the applique bonded with the platform; wherein at least one faux stitch line is formed on the front side of the applique; wherein the at least one faux stitch line comprises faux stitches, which each comprise a stress-whitened region of the applique.

Abstract: A method of producing 1,8-dihydroxy naphthalene (DHN) is provided. The method includes culturing cells under suitable culture conditions for the production of DHN. The cells include a nucleic acid encoding a polyketide synthase polypeptide and one or more nucleic acids encoding one or more protein enzymes used in the DHN melanin pathway. DHN melanin pathway genes may be expressed in the cells, which may recombinant E. coli cells. The cells may include inhibitors to stop the conversion of DHN into melanin within the cells. The cells may include glucose as a cell nutrient. The glucose may be derived from biomass. DHN may be produced, harvested and the harvested DHN may be catalyzed into a cyclic hydrocarbon.

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. 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 first care plan is configured to be used to treat the wound for the patient.

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: 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: Certain aspects of the present disclosure provide a wound management system and method for predicting and avoiding wounds in a healthcare facility. The method includes collecting data relating to a patient’s health and applying a machine learning model to the data relating to the patient’s health to predict a first probability that the patient will sustain a first wound while the patient is at a first healthcare facility. The method also includes determining an action that reduces the first probability that the patient will sustain the first wound and communicating, to the first healthcare facility, a message indicating that the action should be taken to reduce the first probability that the patient will sustain the first wound while the patient is at the first healthcare facility.

Abstract: Certain aspects of the present disclosure provide a wound management system and method for predicting and treating wounds. The method includes collecting data relating to a patient's health and applying a machine learning model to the data relating to the patient's health to predict a first probability that the patient will sustain a first wound type outside of a care setting. The method also includes, in response to determining that the first probability exceeds a threshold, determining an action that reduces the first probability and communicating, to the patient, a message indicating the action should be taken to reduce the first probability that the patient will sustain the first wound type.

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. 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 first care plan is configured to be used to treat the wound for the patient.

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.