In a smaller community like Altus, delays can compound. A missed diagnosis, a slow response to worsening symptoms, or a postponed referral can mean the injury evolves before anyone realizes something went wrong.
Many AI calculators treat timelines as neat variables—“diagnosis earlier” versus “diagnosis later.” In real life, the timeline is messy:
- Patients may have seen multiple providers before the correct diagnosis.
- Medical records may reflect gaps in reporting, follow-up cancellations, or communication breakdowns.
- Symptoms can change between visits, making causation harder to prove.
That’s why an AI estimate can underestimate or overestimate. The calculator doesn’t know whether the chart supports a clear chain of causation from negligence to harm.


