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Quantum-Enhanced AI-Driven Multifunctional Portable Diagnostic Device: A Conceptual Framework for Precision Preliminary Cardiovascular and Respiratory Assessment

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Zenodo2025-12-08 更新2026-05-26 收录
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This conceptual framework delineates a groundbreaking multifunctional portable diagnostic device integrating quantum-enhanced sensors with artificial intelligence (AI) to surmount the constraints of conventional stethoscopes. Facilitating precise preliminary evaluations of cardiovascular and respiratory pathologies via heart auscultation, blood oxygen saturation (SpO\( _2 \)), electrocardiography (ECG), and vital sign monitoring, the device exploits nitrogen-vacancy (NV) centers in diamond for femtotesla-sensitive magnetocardiography (MCG), synergized with AI-driven signal processing. Anchored in stringent scientific methodology, the framework incorporates mathematical modeling, reproducible simulations via open-source Python implementations, exhaustive sensitivity analyses, Bayesian frameworks for uncertainty quantification, and rigorous falsifiability assessments. Theoretical simulations evince a 20 dB augmentation in signal-to-noise ratio (SNR) and a 13% escalation in diagnostic precision. Prioritizing scalability, affordability, and rapid prototyping, the design appraises economic viability, clinical translatability, ethical imperatives, inherent limitations, and a phased implementation roadmap. By fusing quantum sensing with clinical diagnostics, this paradigm heralds equitable point-of-care healthcare, potentially mitigating 20--30% of adverse outcomes in resource-constrained environments [3].

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Zenodo
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2025-11-09
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