26 axioms

Healthcare

What changes for medicine and healthcare with AI?

What changes for clinical trials with AI?

When AI flags every caries on the radiograph, does the dentist's job shift from diagnosis to defending against over-treatment?

If AI generates a competent meal plan for free, is the registered dietitian's value the clinical-risk catch rather than the plan?

What changes for drug discovery and pharma R&D with AI?

What changes for elder care with AI?

If ML triage out-performs the call-taker's protocol, does accountability for the dispatch decision move to the model — and who's liable for the under-triage that kills?

Does hospital administration still need large administrative staff when AI handles scheduling, billing, and compliance?

Who's accountable when an AI-driven health insurance denial affects patient care?

Does public health surveillance still require large epidemiology teams when AI can detect outbreak signals from data in real time?

What's the point of a GP visit now that patients arrive with an AI-generated differential diagnosis?

Should liability for an AI-influenced misdiagnosis sit with the clinician, the hospital, or the model vendor?

Is the radiologist obsolete now that AI reads scans as well as humans, or did the job just move to accountability?

Do we still need a human medical scribe when ambient AI drafts the note during the visit?

Is "getting a second opinion" still worth paying a human for when AI opinions are free and instant?

If an AI scribe drafts the progress note from a session, who owns the medical-necessity language and the liability when it's wrong?

What changes for nursing with AI?

When AI drafts the charting and flags risks, does the nurse's job move fully to bedside judgment and hands-on care?

Do AI early-warning scores replace the nurse's read of a deteriorating patient, or just add alarm fatigue?

If AI refraction and retinal-scan reads produce the prescription and the screening, is the in-person optometrist the gatekeeper or just the legal signer?

Is the pharmacist's checking role obsolete when AI verifies interactions and dispensing, or does accountability keep them?

What changes for pharmacy with AI?

What changes for physical therapy with AI?

What changes for surgery with AI?

Who's accountable when a semi-autonomous surgical robot, guided by AI, is involved in a bad outcome?

When every client arrives with a ChatGPT diagnosis, does the vet's job move from diagnosing the animal to adjudicating the owner's AI?