In smaller communities like Macomb, people often receive care across multiple settings—local clinics, larger regional facilities, emergency departments during off-hours, and follow-up visits scheduled weeks apart. That creates practical risk:
- Handoffs get fragmented. A result reviewed in one system may not be acted on promptly when you’re seen again.
- Follow-up depends on reliability. If an abnormal finding isn’t routed correctly or your symptoms evolve before the next appointment, the delay can become critical.
- Time pressure is real. Busy schedules and short visit windows can lead to incomplete histories or rushed documentation—especially when automated tools produce outputs that appear “confident.”
If AI or software recommendations were part of the workflow, the question becomes not just “was the diagnosis wrong?” but whether the system was used and verified appropriately in the care you received.


