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МУЛЬТИОМИЧЕСКИЙ ИИ ДЛЯ ПЕРСОНАЛИЗИРОВАННОЙ ИНТЕНСИВНОЙ ТЕРАПИИ: ОБЗОР ЦИФРОВЫХ ДВОЙНИКОВ, CRISPR И ОБЪЯСНИМЫХ СИСТЕМ
Research Gap Matrix
Area | Current State | Gap | Opportunity |
Multi-Omics | Separate analysis | Lack of integration | Unified models |
AI Models | High accuracy | Low interpretability | Explainable AI |
Digital Twins | Experimental | Not real-time | ICU deployment |
CRISPR | Lab success | Clinical integration missing | AI-driven therapy |
Drug Systems | Static rules | No personalization | RL-based systems |
Security | Basic encryption | No unified framework | Blockchain + Federated Learning |
