CAIHL read · Jun 11, 2026
Applicability of Artificial Intelligence-Enabled Chatbots in Medical Physics
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
neutral
Neither clearly expanding nor constraining patient agency.
Editor's CAIHL read
One-sentence synthesis
Specialty-applicability mapping inside the clinical workflow; the patient surface is downstream of the dosimetry decision.
In the scan
How this item appeared in the daily scan
Editor's note: Specialty-applicability mapping is the methodology the AMA's just-adopted transparency policy will need at scale. Medical physics is one specialty; the same mapping is what every other specialty now has to publish before its tools become institutionally deployed.
Summary: Cureus: Peer-reviewed paper mapping the applicability of AI-enabled chatbots inside medical physics — radiation oncology dosimetry, QA documentation, imaging-protocol generation — with explicit boundaries between supported and unsupported workflows.
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.