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Deep Multimodal Diagnostic Fusion of Medical Imaging and Structured Clinical Data
The integration of multi-modal data sources in healthcare represents a pivotal advancement for enhancing diagnostic precision and clinical decision-making. This conceptual manuscript proposes a novel architectural framework, termed the diagnostic fusion intelligence lattice (DFIL), designed to orchestrate the seamless fusion of imaging modalities—such as MRI, CT, and X-ray—with structured clinical data from electronic health records (EHRs). By emphasizing interoperability, governance, and workflow integration, DFIL addresses the challenges of data heterogeneity, diagnostic latency, and human-AI collaboration in clinical environments. The framework incorporates layered structures for data ingestion, fusion orchestration, and decision augmentation, incorporating feedback topologies to mitigate diagnostic drift and ensure ethical oversight. Theoretical analyses explore operational dynamics, including risk propagation models and governance sensitivities, without empirical validation. Drawing on recent literature in clinical AI architectures and healthcare analytics, this work synthesizes insights into how such systems could transform diagnostic pipelines in settings like oncology, neurology, and cardiology. Key contributions include conceptual formulas for fusion confidence and resource allocation, highlighting trade-offs in multi-modal integration. Ultimately, DFIL offers a blueprint for future AI-driven diagnostic ecosystems, promoting safer, more efficient healthcare delivery through theoretical infrastructural innovation.
Journal of Artificial Intelligence for Healthcare Systems
Original Research | Open access | 20 January 2024 | Article: 23
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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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