CAIHL read · Jun 11, 2026
AI tools shaping patient care are operating outside regulatory oversight. Researchers say it's time to change that
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
mixed
Both patients and clinicians interact directly with this AI.
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
Researcher voice on the regulatory-floor absence; expanding agency by naming the structural gap explicitly.
In the scan
How this item appeared in the daily scan
Editor's note: The 'operating outside regulatory oversight' framing is the framing the AMA's transparency-policy bundle now picks up. Researcher voice in week one, organized-physician policy in week two; what comes in week three is the question the patient can now ask their own clinician.
Summary: Medical Xpress: Researcher-voice piece arguing that the AI tools currently shaping patient care are operating outside the established regulatory floor — and identifying which specific authorities would have to act for that to change.
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.