Abstract: Methods and systems for evaluating claims are described. A system includes a large language model (LLM) subsystem configured to (a) adapt code or instructions to learn from a training dataset, (b) receive data comprising procedure data, (c) ingest the procedure data and a self-assigned level of care, and (d) alter feature vectors in response to new data, a prediction subsystem configured to (a) determine a respective score for each procedure, (b) apply a respective weight to each respective score, (c) determine a final score based on the respective weight applied to each respective score, (d) compare the final score to one or more thresholds to determine a predicted level, and (e) compare the predicted level to the self-assigned level; and a level adjuster subsystem configured to amend the data with the predicted level when the predicted level is different than the self-assigned level.

Abstract: The invention pertains to the conversion of waste materials derived from gypsum mining and processing, such as existing gypsum stacks, into waste containment or landfill facilities. Advantageously, waste containment facilities and business methods according to the invention enable the creation of a positive revenue stream from previously negative assets such as gypsum stacks. Methods of the invention include the creation of waste containment facilities from existing gypsum stacks, or from the on-site formation of containment facilities from waste gypsum or other waste minerals as they are transported and positioned at a waste site. Waste containment facilities created according to the invention can be used for the short-term, long-term or permanent storage of waste materials such as solid waste, community refuse materials, biomass, industrial waste, phosphate waste, and for composting or otherwise processing materials such as biomass.

Abstract: An improved portable or traveling pet bed has a generally laminar panel that is at least partially covered on one side with material adapted to be comfortable to a pet lying on the panel. At least one hinge member is formed in the panel and divides it into first and second portions on each side of the hinge member. The first and second portions of the panel can be folded toward one another into a closed position.