<![CDATA[ABSTRACT The introduction of Electronic Medical Records (EMR) has revolutionized healthcare documentation, emphasizing the importance of compliance and completeness in medical data recording. This study aims to analyze the bibliometric data and visualize the publication trends related to compliance and completeness in EMR using VOSviewer. We employed a bibliometric approach to identify key clusters and relationships among terms in the literature from various journals and countries over recent years. The results highlight three main clusters: documentation and adherence, data completeness and quality, and accuracy and compliance in hospital settings. The analysis shows a significant global interest, with the USA, Germany, and Indonesia being major contributors. The study also reveals a rise in publications from 2018 to 2022, predominantly consisting of research articles. The most cited article, "Tools and Technologies for Registry Interoperability" by V. Ehrenstein et al., underscores the influence of registry interoperability on patient outcomes. Our conclusions indicate that while substantial progress has been made, further research is needed to explore factors affecting compliance and completeness across different healthcare systems, the long-term impact on patient outcomes, the integration of AI technologies, and real-time monitoring tools for data accuracy and compliance. Keywords: Electronic Medical Records, Compliance, Data Completeness, Bibliometric Analysis, Healthcare Documentation]]>
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