The review approach involved a structured, consensus-based governance model conducted across three distinct phases. Investigators initiated the project with a comprehensive scoping exercise and a detailed documentary analysis of current challenges. They performed iterative co-drafting sessions that incorporated continuous human oversight from academic experts. The team facilitated a broad consultation period to gather feedback from diverse stakeholders within the medical community. They utilized formal validation procedures to ensure the final document met institutional requirements. Participants consisted exclusively of university professors and hospital practitioners, including many deans. This methodology prioritized transparency and collegiality throughout the entire development cycle. The final stage culminated in an official adoption process to establish the framework as a national reference.

The strongest finding is the unanimous adoption of the national charter by the French Conference of Deans of Medical Faculties on November 26, 2025. This document establishes six core components to guide the use of automated systems in academic activities. It emphasizes complementary use, transparency, and human accountability as foundational principles for all health students. The framework explicitly authorizes text structuring, synthesis, and translation while prohibiting data fabrication or plagiarism. It mandates that personal or sensitive information must never be entered into non-secure or non-sovereign systems. The results define clear responsibilities for students, supervisors, and institutions to ensure academic integrity. The charter includes specific oversight mechanisms and proportionate sanctions for non-compliance. Finally, the work provides forward-looking perspectives and capacity-building measures to support ongoing integration efforts.

The authors propose that this framework serves as a living document for national health education. They suggest that collective action allows institutions to maintain control over technological shifts. The findings indicate that balancing innovation with human oversight remains a priority for academic leaders. The researchers argue that transparency is a prerequisite for maintaining scientific rigor in student work. They conclude that clear accountability structures protect the integrity of medical degrees. The study shows that consensus-based processes foster broad institutional commitment to new policies. The authors emphasize that ongoing adaptation is required as these digital tools continue to evolve. They maintain that this charter provides a stable foundation for future ethical integration in health sciences.