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Accepted for/Published in: Journal of Medical Internet Research

Date Submitted: Aug 15, 2026
Date Accepted: Oct 7, 2026

The final, peer-reviewed published version of this preprint can be found here:

The Myth of Effortless Clinical Documentation Automation: A Critical Sociotechnical Commentary on Ambient Digital Scribes

Preston K, Habli I, Lawton T, Hayat Y, Cunningham A, Sujan M

The Myth of Effortless Clinical Documentation Automation: A Critical Sociotechnical Commentary on Ambient Digital Scribes

J Med Internet Res 2026;28:e109717

DOI: 10.2196/109717

The Myth of Effortless Clinical Documentation Automation: A Critical Sociotechnical Commentary on Ambient Digital

  • Kate Preston; 
  • Ibrahim Habli; 
  • Tom Lawton; 
  • Yasmeen Hayat; 
  • Alice Cunningham; 
  • Mark Sujan

ABSTRACT

Ambient digital scribes (ADS) are promoted to reduce clinical documentation burden, improve efficiency and allow clinicians to focus on patients. Their appeal rests on two reassuring assumptions: that documentation work can be cleanly automated, and that residual risks can be controlled because clinicians remain responsible for reviewing and correcting the output. This article argues that both assumptions are sociotechnically implausible. Automating the draft note does not eliminate documentation work. It transforms and redistributes it, moving clinicians from composing notes to evaluating, correcting and editing AI-generated accounts, potentially transferring additional verification and reconciliation work to other people and later stages of care. Clinician oversight should not be treated as an automatic safety backstop. Plausible outputs may encourage cursory review, while omissions and subtle shifts in meaning can be difficult to detect. Time pressure, perceived system reliability and organisational expectations for productivity may further weaken scrutiny. ADS should not be designed and implemented through simple substitution of AI for documentation tasks, followed by reliance on human checking. Safe integration requires sociotechnical design at the level of the wider work system, including deliberate choices about task design, organisational arrangements and organisational learning. Participatory and context-sensitive sociotechnical design can inform explicitly what an ADS should and should not do, how the resulting documentation work should be distributed, and how impacts will be managed across the wider care system.


 Citation

Please cite as:

Preston K, Habli I, Lawton T, Hayat Y, Cunningham A, Sujan M

The Myth of Effortless Clinical Documentation Automation: A Critical Sociotechnical Commentary on Ambient Digital Scribes

J Med Internet Res 2026;28:e109717

DOI: 10.2196/109717

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