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Clinical Vocabulary Alignment at Scale: A Formal Harmonization Theory for Cross-System Procedure Code Mapping
The rapid proliferation of heterogeneous electronic health record (EHR) systems has exacerbated challenges in achieving seamless interoperability, particularly in the alignment of clinical vocabularies for procedure code mapping across disparate platforms. This conceptual manuscript introduces a formal harmonization theory tailored to large-scale clinical environments, emphasizing theoretical constructs for vocabulary alignment without reliance on empirical data or model evaluations. Grounded in systems architecture principles, we propose the vocabulary harmonization orchestration lattice (VHOL), a novel framework comprising layered modules for semantic mapping, contextual reconciliation, and governance oversight. VHOL integrates feedback topologies to mitigate alignment drifts theoretically, incorporating interpretive formulas for risk propagation and decision confidence in cross-system interactions. By synthesizing literature on clinical AI architectures, healthcare analytics infrastructures, and interoperability frameworks, this theory addresses gaps in procedure code harmonization, offering architectural blueprints for scalable deployment. The framework’s unique lattice structure facilitates modular integration into EHR ecosystems, enhancing theoretical robustness against vocabulary discrepancies. Implications extend to improved decision support pipelines and governance in multi-system healthcare settings, fostering a unified semantic foundation for procedure representations. This work advances conceptual discourse on clinical vocabulary management, providing a scalable theoretical lens for future infrastructural innovations in healthcare analytics.
Journal of Health Informatics and Digital Systems
Original Research | Open access | 10 January 2022 | Article: 7
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AI-driven Diagnostics Artificial Intelligence in Health Informatics Artificial Intelligence in Healthcare Big Data in Healthcare Clinical Data Mining Clinical Decision Support Systems Clinical Informatics Computer Vision Connected Health Systems Deep Learning Digital Health Digital Healthcare Innovation Digital Transformation in Healthcare Electronic Health Records Ethical AI in Healthcare Explainable AI Health Data Analytics Health Data Privacy Health Informatics Health Information Management Health Information Systems Health System Optimization Health Technology Assessment Healthcare Data Science Healthcare Informatics Healthcare Information Security Healthcare Management Healthcare Management Information Systems Intelligent Medical Systems Internet of Medical Things (IoMT) Interoperability in Healthcare Systems Machine Learning Medical Data Analytics Medical Data Management Medical Imaging Mobile Health (mHealth) Natural Language Processing Precision Medicine Predictive Analytics Remote Patient Monitoring Smart Healthcare Systems Telemedicine Wearable Health Technologies e-Health




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