CAIHL read · Jun 8, 2026
Quality and Safety profiles of AI-Generated vs Clinician-Generated Handoffs in Hospital Medicine
Framework
What CAIHL does
Critical AI Health Literacy (CAIHL) is an analytical lens — Hugo Campos and Liz Salmi's 2025 National Academy of Medicine commentary, "Critical AI Health Literacy as Liberation Technology." It applies Paulo Freire's theory of critical literacy to health AI.
The central question CAIHL asks is whose interests does this AI actually serve? Four dimensions answer it: who is the primary user, where is it hosted, whose interests does it advance, and does it expand or constrain patient agency.
This deep-read separates the four dimensions on a single item from the day's scan, so you can see the specific structural shape of the AI in question — not just the bucket it landed in.
The four dimensions
How this item reads through CAIHL
Primary user
clinician
Clinicians or care teams are the primary users. Patients are affected downstream.
Hosting
institutional
Hosted inside a health system, insurer, or large employer. Access controlled by the institution.
Interests
patient-aligned
Interest structure prioritizes patients. Operates on a philanthropic, public-service, or advocacy footing.
Agency
expanding
Expands patient capabilities, supports their questions, increases their ability to act on their own values across and beyond health systems.
Editor's CAIHL read
One-sentence synthesis
Evaluation of AI substitution in a safety-critical clinical communication; expanding clinician agency in the operational layer; patient-facing implications unaddressed.
In the scan
How this item appeared in the daily scan
Editor's note: The handoff is the highest-stakes communicative artifact in the hospital. If the AI-generated version is even comparable, the workflow argument is over; if it is materially worse on safety-critical omissions, the patient-facing consent infrastructure has not caught up.
Summary: medRxiv: Head-to-head comparison of AI-generated versus clinician-generated handoff notes in hospital medicine, evaluating completeness, safety-critical omissions, and downstream incident signal.
methodology
Limitations
CAIHL is a lens, not a verdict. The four dimensions are conditions of use — reassess them when a tool's business model, deployment context, or patient behavior changes. See the NAM commentary for the full framework.