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Duplicate Medical Records Associated with Fivefold Increase in Inpatient Mortality Risk

February 4, 2026
in Technology and Engineering
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Patients suffering from duplicate medical records in healthcare systems are facing alarming risks that could potentially jeopardize their outcomes and overall survival. A recent study published in the esteemed journal BMJ Quality & Safety reveals that possessing multiple medical record numbers greatly increases the likelihood of negative health outcomes for these individuals. The findings are astounding: patients with duplicate records are five times more likely to succumb following admission to hospitals and three times more likely to require intensive care than those who possess a single, cohesive medical record.

This study is imperative not just for healthcare practitioners but also for administrators and policymakers who aim to enhance patient safety through improved data management practices. The researchers advocate for immediate policy changes and technological enhancements aimed at fostering data integrity within electronic health record systems. The prevalence of duplicate medical records, estimated between 5% to 10% across the healthcare landscape, underscores a significant oversight in medical data management.

The intricacies of healthcare information systems can often lead to fragmented patient information. When a single patient is assigned multiple medical record numbers, vital details—such as allergies, prior diagnoses, or critical medical histories—may become scattered and inaccessible to healthcare providers. This fragmentation can result in care delays or even the administration of inappropriate treatments, further increasing the risks faced by these patients.

The study meticulously examined a substantial pool of patients aged up to 89 who were admitted to 12 partner hospitals within a large U.S. multi-region health system during a one-year period, from July 2022 to June 2023. A total of 103,190 medical records were meticulously scrutinized, resulting in 73,275 eligible patients for inclusion in the analysis. The researchers identified 6,086 patients, 1,698 of whom had duplicate records, while 4,388 did not.

Using propensity score matching, the researchers ensured a balanced comparison between the two groups, which similarly accounted for various demographic and health characteristics. This statistical method enhances the validity of the findings by minimizing differences that could influence outcomes. The analysis of patient data revealed a concerning trend: those with duplicate records exhibited significantly increased odds of negative health outcomes.

Examining the outcomes, the statistics speak for themselves. Individual patient data illustrated that inpatient deaths were alarmingly present in 11% of patients with duplicate records, in stark contrast to just 2.5% in the cohort without duplicates. The average hospital stay for those with duplicate records spanned an extended duration of 101 hours compared to 74 hours for single-record patients. Furthermore, emergency interventions were more frequently required by patients with duplicate records (6% versus 5%), and the need for intensive care was pronounced, with 46% of this group needing such care versus 19% despite being seemingly similar in health status.

Delving deeper into the aftermath of hospitalization, the study also highlighted that patients with duplicate medical records faced a higher likelihood of readmission. The statistics showed a 12% readmission rate for those with duplicates compared to 11% for those without, with adjustment for various influencing factors indicating a 30% increased risk in readmission for the former group. When adjustments were applied for additional elements, it was evident that the odds of requiring intensive care were 3.5 times higher for patients with duplicate records, while they were nearly five times more likely to die during their hospital stay.

Despite the rigorous methodology, the researchers acknowledge the limitations inherent in the study, including the constraints of an observational approach that precludes definitive cause-and-effect conclusions. Furthermore, the data derived from a single health system may limit the broader application of the findings across different healthcare settings. The researchers call upon other health systems to conduct similar investigations to uncover their patterns of duplicate medical records and evaluate the repercussions on patient care.

The potential reasons behind the dire association between duplicate medical records and adverse patient outcomes are multifaceted. Accessibility to critical patient information could be substantially obstructed due to duplication. Healthcare providers may struggle to find accurate medical histories, which could subsequently lead to ill-informed treatment decisions. Efficiency in care may also be compromised—healthcare teams could mismanage patient orders while grappling with multiple records, impacting their delivery of timely care.

In conclusion, this research amplifies the need for immediate action in addressing the issue of duplicate medical records within healthcare systems. The findings highlight a concerning relationship between data issues and patient care, stressing the need for further studies to thoroughly comprehend how duplicate records affect patient outcomes. The call for enhanced data integrity solutions—along with expedited interventions to prevent the emergence of duplicate records—should resonate within healthcare policy discussions, ultimately enhancing the safety and well-being of patients.

As the medical community contemplates future strategies, it remains clear that a technological overhaul alongside policy reform is essential in combating the challenges posed by duplicate medical records. The movement towards establishing robust health information management systems is crucial for ensuring that patients receive high-quality, uninterrupted care in an increasingly complex healthcare environment.

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Tags: data integrity in medicineduplicate medical recordselectronic health record systemsfragmented patient informationhealthcare administration challengeshealthcare data managementinpatient mortality riskintensive care requirementsmedical data management practicesnegative health outcomespatient safety in healthcarepolicy changes in healthcare
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