The AI Learning Hub Journal
◆ Free course · 4 modules · 21 lessons

AI for Healthcare

Where AI is actually used in clinical settings, what the evidence supports, and the regulatory reality — for clinicians, builders, and administrators evaluating it.

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Module 1 · 5 lessons

Where AI Actually Sits in Care

Read the safety framing first, then the honest map: documentation, decision support, imaging, triage, patient-facing tools — and why most pilots never reach production.

  1. Read This First: Scope and Safety
  2. The Honest Map of Clinical AI
  3. Documentation and Ambient Scribes
  4. Decision Support, Triage, and Patient-Facing Tools
  5. From Demo to Deployment: Why Pilots Stall
Module 2 · 5 lessons

Medical Imaging and Diagnostics

What imaging AI genuinely does well, reader assistance versus autonomous reading, the sensitivity–specificity dial, distribution shift, and automation bias.

  1. What Imaging AI Genuinely Does Well
  2. Reader Assistance vs Autonomous Reading
  3. Sensitivity, Specificity, and Population
  4. Distribution Shift: Scanners, Sites, and People
  5. Automation Bias and Deployment Design
Module 3 · 5 lessons

Evidence, Validation, and Bias

Reading an AI study critically, why AUC is not clinical utility, documented dataset bias in health, local validation as a requirement, and monitoring for drift.

  1. How to Read an AI Study Critically
  2. AUC Is Not Clinical Utility
  3. Dataset Bias and Documented Harms
  4. Local Validation Is a Requirement
  5. Drift and Monitoring After Go-Live
Module 4 · 6 lessons

Regulation, Privacy, and Governance

Software as a Medical Device and intended use, the regulatory landscape conceptually, change control for updating models, patient data protection, accountability, and institutional governance.

  1. Software as a Medical Device and Intended Use
  2. The Regulatory Landscape, Conceptually
  3. Change Control for Models That Update
  4. Patient Data, De-identification, and Consent
  5. Accountability and the Governance Committee
  6. Checking This Course Against the Sources

Every lesson is free, with no sign-up. Reading happens in the library, where your progress is saved on your device.