In a place like Alhambra, many residents receive care across multiple settings—urgent care, primary care, imaging centers, ER visits, and follow-up appointments. That creates real-world “handoff risk.”
Common local scenarios we see:
- Abnormal results not escalated quickly (for example, imaging findings that should have triggered immediate follow-up)
- Symptoms treated as routine during a short visit, even though they warranted additional testing
- Test results arriving after the visit with limited review or delayed communication
- Language and documentation gaps that lead to incomplete symptom histories—sometimes compounded by templated intake tools
- AI-assisted workflows where a tool suggests a likely condition, but clinicians rely on the output without sufficient verification
These aren’t just inconveniences. They can affect the timeline for treatment and the medical “window” where intervention makes the most difference.


