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This study explored the potential of RPA in complex EMR systems with its role as “a canary in a coal mine” [11], presenting generalizable findings from a 3-year project at Seoul National University Bundang Hospital (SNUBH).
The paper posits RPA as a means to bridge the gap between the limitations of both component-level system monitoring and application-level monitoring.
JMIR Med Inform 2025;13:e59801
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Following a patient visit, physicians document their note in an EMR often in the SOAP (subjective, objective, assessment, plan) format. To submit an invoice, physicians must select 1 or more diagnostic codes and 1 or more billing codes. Invoices are compiled electronically in the EMR, reviewed by FHT billing personnel, and subsequently submitted to the provincial health insurance plan for payment every month.
JMIR AI 2025;4:e64279
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25 Years of Electronic Health Record Implementation Processes: Scoping Review
Although the terms “EHR” and “EMR” are conceptually distinct, they are often used interchangeably in the literature. We recognize that the definitions we used for EHRs and EMRs in our review are not universally observed, and the terminology used in the literature and in practice often reflects the contexts in which these systems are implemented rather than the strict definitional boundaries placed upon them.
J Med Internet Res 2025;27:e60077
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For example, in the EMR text “依据头颅 CT：多发脑梗死，故多发脑梗死诊断明确 (Based on cranial CT: multiple cerebral infarctions, hence the diagnosis of multiple cerebral infarctions is clear),” the disease entity “多发脑梗死 (multiple cerebral infarctions)” and the treatment entity “单硝酸异山梨酯扩冠 (isosorbide mononitrate vasodilation)” in the phrase “单硝酸异山梨酯扩冠改善心肌缺血 (isosorbide mononitrate vasodilation to improve myocardial ischemia)” appeared only once in the original dataset and they were not recognized by the baseline model.
JMIR Med Inform 2024;12:e60334
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Development of a robust, interpretable prediction model that can estimate the risk of inpatient falls using solely routinely recorded electronic medical record (EMR) data to guide the assignment of effective inpatient fall prevention strategies remains a priority.
J Med Internet Res 2024;26:e59634
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The algorithm was validated using both (1) electronic data from a cohort of patients from a large EMR system and (2) medical record abstraction data from all TDF/FTC-treated patients from a large urban sexual health clinic.
JMIR Form Res 2024;8:e55614
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