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AI in Healthcare

A ~40-minute brief for hospital execs, clinical leaders, CMIOs, healthcare CIOs, payer leaders. Ambient scribing, clinical decision support, radiology, patient-facing AI, payer AI, 4-quadrant regulatory posture. Grounded in FDA SaMD, EU MDR, HIPAA, India DPDPA.

8

Chapters

~40 min

Duration

Intermediate

Level

No

Certification

How this course works

  • 8 audio-narrated slide chapters · ~40 min of focused content
  • Capstone with interactive Markdown builder you take to your team
  • Trust trip-wires on every play — what not to cross
  • Free verifiable certificate on completion

What you'll walk out with

Specific outcomes from this course — no fluff.

  • Read the healthcare AI landscape honestly — FDA's 1000+ AI-enabled device list (~80% radiology) and where each use case actually sits today
  • Stand up ambient scribing the right way — HIPAA BAA, in-tenant processing, 3-sentence patient consent script, EU AI Act Art. 50 + DPDPA
  • Hold the clinical-decision-support line — Epic Cosmos / UpToDate / Tempus as augmentation, ABIM + AMA + CMS responsibility on the clinician
  • Deploy diagnostic AI with discipline — Aidoc / Annalise / Heuron, FDA SaMD pathway, radiologist-in-the-loop, 3 deployment patterns
  • Handle patient-facing AI safely — Air Canada Moffatt cross-domain, EU Art. 50 + HIPAA + India DPDPA, real consent + honoured opt-out
  • Draw the payer-AI line that survives — ProPublica + CMS scrutiny, approvals AI-augmented, denials require clinician-in-the-loop
  • Defend a 5-section compliance + ethics document with FDA / HIPAA / EU AI Act / NIST AI RMF / ABIM, AMA, CMS
  • Walk out with a 2-quarter hospital AI roadmap and 4 trust trip-wires (physician responsibility · patient consent · no AI-only denials · no set-and-forget)

Course content

8 chapters · ~40 min

00

Welcome

A 1-minute orientation — what the course covers, how to navigate, and what you walk out with. No audio on this screen.

01

The healthcare AI landscape

FDA AI-enabled devices list: 1000+ by mid-2025 (~80% radiology). Microsoft+Nuance DAX ambient scribing widely deployed. Epic Cosmos/AI. Tempus/Flatiron oncology. Aidoc/Annalise/Heuron radiology. ABIM/AMA/CMS unambiguous: clinical decisions = physician responsibility. 3 failure modes (hallucination, bias, Air Canada).

02

Ambient scribing

Microsoft Nuance DAX, Abridge, Suki, Augmedix, DeepScribe — fastest-deploying healthcare AI use case. 2+ hours/day physician documentation saved. HIPAA BAA required. In-tenant/in-VPC processing. 3-sentence patient consent script. EU AI Act Art. 50 + India DPDPA.

03

Clinical decision support

Epic Cosmos+AI, UpToDate Clinical AI, Tempus/Flatiron oncology, Owkin multi-omics. ABIM+AMA+CMS responsibility line unambiguous: physician decides, AI supports. Stanford hallucination cross-domain = medical-error vector. Retrieval grounding + citations. Bias monitoring across demographic subgroups.

04

Radiology + diagnostic AI

Most-deployed FDA-cleared AI (~80% of 1000+ devices). Aidoc, Annalise, Heuron, Viz.AI, RapidAI. FDA SaMD pathway since 2017. Radiologist-in-the-loop required. 3 deployment patterns: workflow triage, second read, pre-screen. False-positive/negative trade-offs tracked.

05

Patient-facing AI + consent

Patient chatbots, symptom checkers, discharge instruction AI, post-discharge follow-up bots. Air Canada Moffatt cross-domain applies directly — coverage commitments + clinical statements = hospital's statement. EU AI Act Art. 50 + HIPAA + India DPDPA. 3-sentence consent script. Honour the opt-out.

06

Payer AI + the controversy

Most-contested healthcare AI use case. ProPublica + ABC News investigations of large-payer prior-auth denials. Class-action settlements through 2024. State AG investigations (CA, NY, TX) through 2025. Proposed CMS rules through 2025 on prior-auth AI transparency. The line: approvals can be AI-augmented, denials need clinician-in-loop.

07

Regulatory and ethical posture

4-quadrant compliance: FDA SaMD + EU MDR/IVDR (clinical AI as medical device) · HIPAA + India DPDPA + EU GDPR Art. 9/22 (health data protection) · EU AI Act (Annex III + Art. 26/27/50/99) · NIST AI RMF + CHAI + ABIM/AMA/CMS (ethics + voluntary). 5-section compliance and ethics document.

08

Making it stick: your hospital AI roadmap

2 use cases · 2 quarters · patient-safety through-line. Q1 = ambient scribing + radiology AI with controls. Q2 = one CDS use case with full physician-in-the-loop. 4 trust trip-wires: physician responsibility, patient consent, no AI-only denials, no "set and forget". Interactive roadmap builder.

Want this delivered inside your organisation?

The course is the starting point. The same content powers a 4-week pilot, an org-wide rollout, or a continuous build engagement — set up on your data, with your team, by Gennoor Tech.