From authoring to editing: a competency framework for trainee use of ambient AI clinical documentation - Report - MDSpire
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A Competency Framework for Trainees Using Ambient AI Clinical Documentation: Shifting from Note Authoring to Editing

  • By

  • Yash Raka

  • Reed Van Deusen

  • Holly Wiberg

  • October 12, 2026

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Clinical Report: A Competency Framework for Trainees Using Ambient AI Clinical Documentation: Shifting from Note Authoring to Editing

Related Resources & Content

  1. JMIR Medical Informatics — The Potential of Ambient AI Innovations in Healthcare Education: Benefits and Safeguards
  2. JMIR Medical Informatics — A Framework for Understanding the Integration of Ambient AI: Insights from Academic and Industry Perspectives
  3. ASCO Publications — Early insights into the impact of an ambient AI scribe solution on clinical documentation to reduce clinician burnout in oncology.
  4. ASCO Publications — Selecting an ambient AI documentation platform in community oncology: A structured evaluation framework for vendor selection and implementation.
  5. Joint Commission and Coalition for Health AI (CHAI) Release Initial Guidance to Support Responsible AI Adoption Across U.S. Health Systems | Joint Commission
  6. Ambient AI Scribes in Clinical Practice: A Randomized Trial - PubMed
  7. Comparing ambient scribes: a randomized crossover clinical trial addressing ambient scribe technologies’ impact on physician burnout | Journal of the American Medical Informatics Association | Oxford Academic
  8. Changes in Clinician Time Expenditure and Visit Quantity With Adoption of Artificial Intelligence–Powered Scribes: A Multisite Study | Artificial Intelligence | JAMA | JAMA Network
  9. https://jamanetwork.com/journals/jamanetworkopen/articlepdf/2839542/olson_2025_oi_250979_1758815527.03283.pdf
  10. The use of ambient voice technology (AVT) for clinician–patient consultations in healthcare practice: A rapid systematic scoping review - PMC
  11. The Long road to AI–physician partnership starts with learners: a map for AI in medical education - PMC

Original Source(s)

From authoring to editing: a competency framework for trainee use of ambient AI clinical documentation

  • by Yash Raka, Reed Van Deusen, Holly Wiberg

  • October 12, 2026

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