Poquoson is a coastal community where many residents receive care through regional hospitals and facilities across Hampton Roads. That can create a familiar pattern after serious surgery:
- Records arrive in multiple formats (portal summaries, scanned documents, provider notes) that don’t always line up.
- Follow-up appointments happen after you’ve already left the hospital, so details can be harder to confirm.
- Electronic documentation may include references to automated transcription, decision-support, or “assisted” workflow steps that aren’t clearly explained.
When AI enters the picture—even indirectly—the safety question becomes: Did clinicians verify what the system produced, and did they respond appropriately to the patient’s real-world condition?


