Author

M. Morales-Cevallos

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#generative ai Review Open access Sep 2026

Use of artificial intelligence in education and training of radiology

AI has significant potential to strengthen radiology education through personalized learning, competency development, and technology-enhanced training, Nevertheless, sustainable implementation requires standardized curricula, faculty development, competency frameworks, and robust ethical oversight.

M. Morales-Cevallos, Canva Ma Lam, María José López Pino et al. · Frontiers in Radiology · 0 citations

Review Open access Aug 2026

Development of AI competencies within the medical curriculum

Evidence indicates a transition from isolated AI educational initiatives toward competency-based and longitudinal curriculum integration and effective AI education extends beyond technical literacy and increasingly incorporates ethical, clinical, and professional competencies necessary for responsible AI adoption in healthcare.

M. Morales-Cevallos, Diego Fabián Vique López, Catherine Hortensia Martínez Avalos et al. · Frontiers in Medicine · 0 citations