Ambulatory Care Trajectories as a Window into Inpatient Diagnostic Vulnerability - Summary - MDSpire

Exploring Ambulatory Care Patterns to Understand Inpatient Diagnostic Risks

  • By

  • Taiju Miyagami

  • Amiran Baduashvili

  • Michelle Knees

  • July 16, 2026

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Objective:

To examine whether admission-based predictors available within the electronic health record (EHR) can identify patients at increased risk for harmful diagnostic errors during hospitalization.

Approach:
  • Predictors Evaluated: The six prespecified predictors evaluated included clinical complexity, diagnostic uncertainty, and care team structure.
Key Findings:
  • Patients with two or more ambulatory encounters in the 14 days preceding admission had more than twice the odds of experiencing a harmful diagnostic error, while traditional markers of complexity did not show a statistically significant association.
Interpretation:

The association between repeated outpatient encounters and harmful diagnostic errors may indicate a risk signal rather than a causal mechanism.

Limitations:
  • The study was underpowered and vulnerable to false negative findings.
  • The distinction between prediction and causation remains unclear.
Conclusion:

The study highlights the transition from ambulatory to inpatient care.

Sources:

Original Source(s)

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