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MAIA Collaborative Medical AI Platform

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MAIA is an open-source Medical Artificial Intelligence Assistant designed to facilitate collaboration among clinicians, researchers, and AI developers, aiming to integrate AI seamlessly into clinical workflows. Built on Kubernetes, MAIA offers a modular and scalable environment equipped with tools for data management, model development, annotation, deployment, and clinical feedback. Its project-based structure ensures isolation and independence between projects, each with dedicated instances of core services like DICOM servers. MAIA's modularity allows for the smooth integration of new tools without rigid packaging constraints. It supports active learning workflows, enabling models to interact with external PACS and be refined directly through user interfaces such as OHIF and 3D Slicer. By promoting interdisciplinary collaboration, MAIA accelerates the translation of AI research into impactful clinical solutions, enhancing reproducibility, transparency, and user-centered design. Key Features and Functionality: - Project Isolation: Ensures complete independence between projects with separate user management and dedicated core services. - Modular and Extensible Architecture: Facilitates the integration of new tools without rigid packaging requirements. - Active Learning Workflows: Allows models to interact with external PACS and be refined through user interfaces like OHIF and 3D Slicer. - Integrated Tools: Provides resources for data management, model development, annotation, deployment, and clinical feedback. - Kubernetes-Based Infrastructure: Offers a scalable and flexible environment suitable for various healthcare settings. Primary Value and User Solutions: MAIA bridges the gap between AI research and clinical application by fostering collaboration among clinicians, researchers, and AI developers. It streamlines the development and deployment of AI models within existing clinical workflows, ensuring compliance with healthcare security standards. By providing a unified platform for interdisciplinary collaboration, MAIA accelerates the integration of AI into healthcare, leading to improved patient outcomes and more efficient clinical processes.

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