CAIHL read · Jun 5, 2026
Tiny HHS office tasked with protecting research participants' safety is running on fumes
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
constraining
Channels patients toward predetermined pathways or substitutes for patient capabilities.
Editor's CAIHL read
One-sentence synthesis
Federal protection infrastructure for research subjects degrading; patient-side agency narrows as the institutional check fades.
In the scan
How this item appeared in the daily scan
Editor's note: If the federal floor for human-subjects research erodes while AI-augmented protocols proliferate, the patient becomes the de facto IRB. CAIHL is no longer a literacy framework; it's a substitute for absent institutional review.
Summary: STAT: The HHS Office for Human Research Protections — the body that enforces IRB rules across federally funded research — is operating with skeletal staff after recent HHS cuts, raising questions about oversight of AI-augmented clinical research.
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.