Gainesville patients often move between multiple providers and locations—urgent care, emergency departments, specialty clinics, and follow-up imaging—sometimes across short windows of time. That “handoff” pattern matters because diagnostic errors frequently occur when:
- symptoms change while a patient is waiting for follow-up
- abnormal test results aren’t clearly communicated to the right clinician
- imaging or lab findings are documented but not acted on promptly
- discharge instructions rely on the patient to recognize worsening signs
In Florida, where healthcare access and scheduling can vary by facility and demand, delays can be especially painful—particularly for time-sensitive conditions (infections, strokes, sepsis, certain cancers, and serious complications that require earlier intervention).
When automated tools were part of the workflow, the question becomes not only what diagnosis was reached, but how the team used (or failed to use) the tool’s output alongside real clinical findings.


