{ "item_title" : "Resilient AI for Healthcare 5.0", "item_author" : [" Bipin Kumar Rai", "Rupa Rani", "Sushil Kumar Singh "], "item_description" : "Resilient AI for Healthcare 5.0: Privacy, Ethics, and Trust covers the evolution from Industry 4.0 to human-AI centric Healthcare 5.0 ecosystems with IoT and edge analytics, core resilience principles like reliability/robustness/recoverability, privacy threats and advanced technologies including federated learning, differential privacy, homomorphic encryption, and blockchain for secure sharing/smart contracts, ethical frameworks with bias mitigation via AIF360/Fairlearn, dynamic informed consent models, explainable AI techniques such as LIME/SHAP/counterfactuals, human-AI collaboration interfaces reducing clinician overload, regulatory compliance for EU AI Act/FDA/HIPAA with checklists, cybersecurity through zero-trust architectures and adversarial defenses, model drift countermeasures with continuous monitoring, and case studies in diagnostics/telemedicine/wearables, plus future quantum-safe governance. ", "item_img_path" : "https://covers2.booksamillion.com/covers/bam/3/03/242/021/3032420210_b.jpg", "price_data" : { "retail_price" : "219.99", "online_price" : "219.99", "our_price" : "219.99", "club_price" : "219.99", "savings_pct" : "0", "savings_amt" : "0.00", "club_savings_pct" : "0", "club_savings_amt" : "0.00", "discount_pct" : "10", "store_price" : "" } }

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