Residents may notice clues after the fact, especially when records don’t line up with what they recall from pre-op, the procedure itself, or follow-up visits. In many matters, the AI connection shows up as:
- Charting that appears machine-generated or auto-populated, with wording that doesn’t match the timeline you were given
- Imaging or report language that references automated interpretation or decision support
- Pre-op planning or risk scoring that seems to have influenced clinical decisions
- Inconsistent documentation about monitoring, alarms, verification steps, or follow-up recommendations
None of these items alone proves negligence—but they can be important leads. The key is determining whether the clinical team met the standard of care while using (or relying on) those tools.


