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Guideline Adherence Modeled as Temporal Logic: A Conformance Verification Framework for Order-Set Evaluation
In the evolving landscape of healthcare systems, ensuring adherence to clinical guidelines through order-sets remains a critical challenge, particularly when temporal dynamics influence decision-making processes. This conceptual manuscript introduces a novel framework for modeling guideline adherence as temporal logic constructs, enabling systematic conformance verification within order-set evaluation environments. By leveraging linear temporal logic (LTL) and computational tree logic (CTL) principles, the proposed system architecture facilitates the theoretical assessment of sequential and branching compliance pathways without relying on empirical data or simulations. Key components include a layered temporal abstraction module, a verification engine for detecting deviations in real-time clinical workflows, and a feedback topology that integrates governance constraints to mitigate potential risks. The framework emphasizes infrastructural uniqueness by incorporating a unique acronym, TCV-OS (temporal conformance verification for order-sets), with distinct layers for logic encoding, state monitoring, and adaptive reconciliation. Conceptual formulas are presented to interpret risk propagation across temporal states and decision confidence in adherence scenarios. This work synthesizes recent literature on temporal reasoning in medical decision support, highlighting gaps in current approaches and proposing architectural innovations for enhanced guideline orchestration. Ultimately, the framework offers a theoretical foundation for improving healthcare analytics integrity, fostering safer and more efficient order-set deployments in diverse clinical settings.
Journal of Health Informatics and Digital Systems
Original Research | Open access | 10 January 2026 | Article: 56
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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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