Abstract: The present disclosure provides systems and methods that generating health diagnostic information from an audio recording. A computing system can include a machine-learned health model comprising that includes a sound model trained to receive data descriptive of a patient audio recording and output sound description data. The computing system can include a diagnostic model trained to receive the sound description data and output a diagnostic score. The computing system can include at least one tangible, non-transitory computer-readable medium that stores instructions that, when executed, cause the processor to perform operations. The operations can include obtaining the patient audio recording; inputting data descriptive of the patient audio recording into the sound model; receiving, as an output of the sound model, the sound description data; inputting the sound description data into the diagnostic model; and receiving, as an output of the diagnostic model, the diagnostic score.

Abstract: A method for plan generation is provided. One or more initial plans are generated and evaluated to determine quality scores for the plans. One or more of the plans is selected according to the quality scores and modified to generate modified plans. The modified plans are evaluated to determine updated quality scores for the modified plans. Selection, modification and evaluation of modified plans are repeated until one of the modified plans is satisfactory.

Abstract: The present invention is directed to a sprayable coating composition having improved water resistance, improved mar resistance and generally improved physical properties, and a method of using such a coating. The sprayable coating composition comprises a resin system comprising from about 30 to about 96 weight percent of a resin component, from about 1 to about 30 weight percent of a multifunctional acrylate component, and from about 1 to about 15 weight percent of a monofunctional acrylate component; and a catalyst component. The resin system is blended with the catalyst component, either internally or externally of a spray nozzle, and the resultant sprayable coating composition is sprayed onto a substrate. The resulting cured coating provides a surface which is water resistant, is mar resistant, and has generally improved physical properties.

Abstract: A sprayable, high solids, low-volatiles composition is provided which may be used as a coating on a variety of substrates. The sprayable filler composition comprises a first filler/glazing component formed from a mixture of a resin, a filler, a mixture of thixotropic clays, a phosphosilicate, and a first organic solvent. The coating also has a second organic solvent component as well as a second catalyst component. The coating as applied to a substrate has a thickness of up to 6 mils without sagging, running or cracking.