Redundancy in French Electronic Health Records: A preliminary study
نویسندگان
چکیده
The use of Electronic Health Records (EHRs) is becoming more prevalent in healthcare institutions world-wide. These digital records contain a wealth of information on patients’ health in the form of Natural Language text. The electronic format of the clinical notes has evident advantages in terms of storage and shareability, but also makes it easy to duplicate information from one document to another through copy-pasting. Previous studies have shown that (copy-paste-induced) redundancy can reach high levels in American EHRs, and that these high levels of redundancy have a negative effect on the performance of Natural Language Processing (NLP) tools that are used to process EHRs automatically. In this paper, we present a preliminary study on the level of redundancy in French EHRs. We study the evolution of redundancy over time, and its occurrence in respect to different document types and sections in a small corpus comprising of three patient records (361 documents). We find that average redundancy levels in our subset are lower than those observed in U.S. corpora (respectively 33% vs. up to 78%), which may indicate different cultural practices between these two countries. Moreover, we find no evidence of the incremental increase (over time) of redundant text in clinical notes which has been found in American EHRs. These results suggest that redundancy mitigating strategies may not be needed when processing French EHRs.
منابع مشابه
How to Standardize Electronic Medical Records
Introduction: One of the key elements of success of health institutions is Standardization. This study introduces the methods and stages of electronic medical records standardization. Methods: The present study is a narrative review of the studies on the stages and methods of electronic medical records standardization. Results: The process of standardization of electronic medical records incl...
متن کاملالزامات و حوزههای مرتبط با ارزیابی آمادگی سازمانها برای پیاده سازی پرونده الکترونیک سلامت
Introduction: With huge advances in information technology, in general, and health care services in particular during the past 20 years, various forms of electronic records have been introduced, designed or implemented. This study aimed to review the status of readiness assessment in the implementation process of electronic records with a detailed focus on required and associated areas and to p...
متن کاملThe Content and Structure of Electronic Personal Health Records: A Systematic Review
Introduction: The electronic Personal Health Record (ePHR) improves people’s awareness and care management and leads to health promotion. One of the most important factors that contributes to the development of ePHR is identifying and understanding its content and structure. No comprehensive studies have so far been performed on the content and structure of ePHRs. Therefore, the purpose of this...
متن کاملThe Content and Structure of Electronic Personal Health Records: A Systematic Review
Introduction: The electronic Personal Health Record (ePHR) improves people’s awareness and care management and leads to health promotion. One of the most important factors that contributes to the development of ePHR is identifying and understanding its content and structure. No comprehensive studies have so far been performed on the content and structure of ePHRs. Therefore, the purpose of this...
متن کاملRedundancy-Aware Topic Modeling for Patient Record Notes
The clinical notes in a given patient record contain much redundancy, in large part due to clinicians' documentation habit of copying from previous notes in the record and pasting into a new note. Previous work has shown that this redundancy has a negative impact on the quality of text mining and topic modeling in particular. In this paper we describe a novel variant of Latent Dirichlet Allocat...
متن کامل