Knowledge Hub
Access cutting-edge research, listen to expert insights on our podcast, and explore comprehensive resources advancing AI-powered healthcare simulation.
Made for Non-Simulationists
Essential resources and guides for healthcare professionals, administrators, and educators new to simulation technology and AI integration.
Made for Simulationists
Advanced tools, frameworks, and best practices designed specifically for experienced simulation professionals implementing AI technologies.
AI Unveiled Podcast
Join thought leaders, researchers, and practitioners as they discuss the latest developments, challenges, and innovations in AI-powered healthcare simulation.

About the Podcast
Expert Conversations
Hear from clinicians, educators, researchers, and technology leaders shaping the future of AI in healthcare simulation.
Evidence-Based Insights
Explore the latest research findings, best practices, and real-world case studies from pioneering institutions.
Regular Episodes
New episodes released regularly, covering trending topics, emerging technologies, and community updates.
Research Papers & Publications
Access peer-reviewed research, white papers, and guidelines from the AI-HCS community advancing the science of AI in healthcare simulation.

Future Directions for Integrating Artificial Intelligence in Simulation-Based Healthcare Education
Patel, A. P., Bajwa, M., Campbell, K., Huang, J., Park, H. S., Borkowski, A. A., LeMoine, J. E., Hong, E., Calhoun, A., Schneidereth, T. A., et al.
This whitepaper outlines gaps and considerations for incorporating AI into simulation training programs, aiming to improve learning outcomes for healthcare professionals. Created in collaboration with the Society for Simulation in Healthcare.

2024 AI Simulation Healthcare Inaugural Summit Proceedings: Navigating the Future of Collaborative Research and Practice
Palaganas JC, Bajwa M, Morton A, Bullock GD, Patel A, Gross IT
A landmark event bringing together experts from healthcare simulation and artificial intelligence to examine AI's evolving role in healthcare education and simulation. The summit addressed future directions, research priorities, and action steps for advancing AI integration in healthcare simulation through interdisciplinary collaboration.

2026 AI-HCS Summit Forum Proceedings
Kimble S, Palaganas JC, Bajwa M, Huang Y, Fayyaz J, Patel A, Gross IT.
Official proceedings from the 2026 AI Healthcare Simulation Collaborative Summit Forum, documenting key discussions, research presentations, and action steps for advancing AI integration in healthcare simulation.
Bajwa M, Morton A, Patel A P, et al.
Artificial intelligence is transformative, irreversible, and integrative—properties that align with the threshold concept in education, fundamentally reshaping how healthcare professionals learn, make decisions, and practice. This article explores AI's role as a threshold concept in healthcare education.
Bajwa M, LeMoine J E, Morris M, et al.
Integrating artificial intelligence in healthcare simulation offers significant educational benefits, yet collaboration between simulationists and AI developers remains challenging. This study introduces the AI-Simulation Partnership Framework, which aligns AI capabilities with healthcare simulation and instructional design principles to improve training quality and patient care outcomes.
Grove T R, Lucas A T, Martin M, et al.
This comparative study analyzes human versus AI recognition of emotions during learning conversations. The research reveals that while AI identifies a broader range of emotions, human identification more closely aligns with self-assessment, highlighting the importance of contextual understanding in emotional intelligence.
Palaganas J C, Bajwa M, Patel A, et al.
Toolkits & Guidelines
Practical resources to support implementation of AI technologies in healthcare simulation.
Implementation Toolkits
Step-by-step guides for deploying AI simulation technologies in your organization.
Best Practice Guidelines
Evidence-based recommendations for safe and effective AI implementation.
