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February 5, 2026BMJ Quality & Safety2 citations

Double trouble: a propensity-matched cohort study evaluating the associations between duplicate medical records and patient outcomes

GRGavriel RodaAKAngela KenistonNWNicholas Wood

Key Result

Duplicate medical records were associated with significantly higher odds of in-hospital mortality (OR 4.7; 95% CI 3.7-6.0; p<0.0001), ICU level of care, and 30-day readmission.

Key Points

  • To evaluate how duplicate medical records affect various patient outcomes in a large hospital system.
  • Retrospective cohort study of hospitalized patients aged 18-89 across 12 hospitals
  • Utilized propensity score matching to balance patient characteristics
  • Analyzed outcomes such as in-hospital mortality, ICU level of care, and 30-day readmission using regression models.
  • Patients with duplicate records had 30-day readmission odds of 1.3 times higher
  • The odds of requiring ICU care were 3.5 times greater for those with duplicates
  • The risk of in-hospital mortality increased 4.7 times for patients with duplicate records
  • Hospital length of stay was 32% longer for patients with duplicate charts

Study Design

Type

Cohort (n=6,086)

Multicenter

Yes

Structured PICO

Does the presence of duplicate medical records increase adverse outcomes in hospitalized patients?

P
Population
6,086 hospitalized patients aged 18-89 across 12 hospitals, evaluated to examine the association between duplicate medical records and patient outcomes.
E
Exposure
Presence of duplicate medical records (multiple medical record numbers within an EHR instance)
C
Comparator
Absence of duplicate medical records (propensity score matched)
O
Outcome
In-hospital mortality, rapid response events, ICU level of care, hospital length of stay, 30-day readmission, and 30-day emergency department visitshard clinical

Duplicate medical records are associated with significantly higher odds of adverse outcomes, including a nearly 5-fold increase in in-hospital mortality, highlighting the clinical risks of fragmented care in electronic health records.

Main Result

Odds Ratio: 4.7 (95% CI 3.7–6)

p-value: p=<0.0001

Abstract

Introduction Duplicate medical records occur when a single patient is assigned multiple medical record numbers within an instance of an electronic health record, potentially associated with fragmented care and adverse outcomes. Despite these concerns, limited research has evaluated the correlation between duplicate charts and patient outcomes. Objective To examine the association between duplicate charts and patient outcomes, including hospital length of stay, 30-day readmission, rapid response events, intensive care unit (ICU) level of care, and in-hospital mortality. Methods This retrospective cohort study analysed hospitalised patients aged 18–89 across 12 hospitals within a large multi-region health system from July 1, 2022 to June 30, 2023. Propensity score matching balanced covariates between patients with and without duplicate charts. Primary outcomes included in-hospital mortality, rapid response events, ICU level of care, hospital length of stay, 30-day readmission and 30-day emergency department visits. Standardised mean differences assessed group balance, and multivariable logistic or linear regression models, adjusted for discharge service and disposition, examined the relationship between patients with and without duplicate records and the selected outcomes. Results After matching, 1698 patients with duplicate charts were compared with 4388 without. Patients with duplicate records had significantly higher odds of adverse outcomes, including 30-day readmission (OR=1.3, 95% CI 1.1 to 1.5, p=0.0122), ICU level of care (OR=3.5, 95% CI 3.1 to 4.0, p<0.0001), and in-hospital mortality (OR=4.7, 95% CI 3.7 to 6.0, p<0.0001). Additionally, hospital length of stay was 32% longer (p<0.0001) for patients with duplicate charts. Conclusion Patients with duplicate medical records demonstrated higher odds of adverse patient outcomes compared with those without, including increased mortality, ICU level of care, and prolonged hospitalisation. These findings highlight the need for research to understand the impacts of duplicate charts.

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Cite This Study

Roda et al. (2026) conducted a cohort in Hospitalised patients (n=6,086). Duplicate medical records vs. No duplicate medical records was evaluated on In-hospital mortality (OR 4.7, 95% CI 3.7-6.0, p=<0.0001). Duplicate medical records were associated with significantly higher odds of in-hospital mortality (OR 4.7; 95% CI 3.7-6.0; p<0.0001), ICU level of care, and 30-day readmission.

synapsesocial.com/papers/698435c9f1d9ada3c1fb4f67https://doi.org/10.1136/bmjqs-2025-019112
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