In Martinez (and across Contra Costa County), people commonly experience delays or care gaps that happen in the real world: rushed visits, handoffs between specialties, referral processing times, and practical barriers to follow-up (work schedules, transportation, childcare, and traffic).
AI tools typically assume a simplified injury pattern. They may not account for the case-specific issues that often matter most in California:
- Whether follow-up care was timely and appropriate (especially after imaging, lab work, or referrals)
- Whether symptoms were documented clearly enough for a later expert to establish causation
- Whether records show a consistent timeline between the alleged negligence and the worsening condition
- How the alleged error affected day-to-day function, not just the diagnosis
When these details are missing—or when the AI inputs are incomplete—the resulting “range” can be misleading.


