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This article provides details about the Sunnyside Dispensary located at 180 Main St, Wintersville, Ohio. It offers both medical and non-medical cannabis and is open for in-store purchases only. The dispensary features amenities like ATM access and debit card acceptance.
This article explores how advanced AI models can generate detailed image descriptions and reasoning without actual image input, a phenomenon called mirage reasoning. It highlights vulnerabilities in these models, particularly in medical contexts, and introduces B-Clean, a method for better evaluating multimodal AI systems by minimizing non-visual inference.
MedReason is a comprehensive medical reasoning dataset that enhances large language models (LLMs) by utilizing a structured medical knowledge graph to create detailed reasoning paths from clinical question-answer pairs. The dataset includes 32,682 QA pairs with step-by-step explanations, and the MedReason-8B model, fine-tuned on this data, achieves state-of-the-art performance in medical reasoning tasks. The project is open-sourced, providing access to models, data, and deployment codes for further research and applications.
A novel diffusion-based method called DIME is introduced for learning the joint distribution of multiple interdependent medical treatment outcomes. DIME addresses the limitations of existing machine learning approaches by capturing dependence structures and handling mixed outcome types, thereby enabling more reliable decision-making with uncertainty quantification. Experimental results demonstrate its effectiveness in learning the multi-outcome distribution of medical treatments.