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

Exploring Ambulatory Care Patterns to Understand Inpatient Diagnostic Risks

  • By

  • Taiju Miyagami

  • Amiran Baduashvili

  • Michelle Knees

  • July 16, 2026

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Clinical Scorecard: Exploring Ambulatory Care Patterns to Understand Inpatient Diagnostic Risks

At a Glance

CategoryDetail
ConditionDiagnostic Errors
Key MechanismsAmbulatory care transitions and diagnostic uncertainty
Target PopulationPatients with multiple outpatient encounters prior to hospitalization
Care SettingInpatient care

Key Highlights

  • Patients with two or more ambulatory encounters in 14 days before admission have over twice the odds of harmful diagnostic errors.
  • Traditional markers of complexity did not show a significant association with harmful diagnostic errors.
  • The study emphasizes the importance of communication between outpatient and inpatient clinicians.
  • Provisional diagnostic labels should be used to mitigate diagnostic momentum.
  • Clinical decision support tools could identify patients at risk for diagnostic errors.

Guideline-Based Recommendations

Diagnosis

  • Consider the context of outpatient encounters when assessing diagnostic risks.

Management

  • Utilize closed-loop communication between outpatient and inpatient clinicians.

Monitoring & Follow-up

  • Document uncertain diagnoses as working diagnoses and acknowledge discordant findings.

Risks

  • Recognize the potential for diagnostic errors during care transitions.

Patient & Prescribing Data

High-risk patients with repeated outpatient visits before admission.

Increased scrutiny and reassessment of diagnoses may be necessary.

Clinical Best Practices

  • Implement diagnostic time-outs and cross-checks to support diagnostic reasoning.
  • Flag patients with multiple outpatient encounters in EHR for increased diagnostic scrutiny.

Related Resources & Content

Original Source(s)

Ambulatory Care Trajectories as a Window into Inpatient Diagnostic Vulnerability

  • by Taiju Miyagami, Amiran Baduashvili, Michelle Knees

  • July 16, 2026

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