Artificial intelligence is reshaping hospital care delivery through federated learning pipelines, edge-cloud inference architectures, and AI-driven clinical decision support. Yet the translation of these AI capabilities into patient-centred, institutionally governable, and humanised hospital systems remains fragmented across the literature. This paper addresses that gap through a PRISMA-compliant systematic evidence synthesis of 116 included studies and reports (inter-rater reliability κ = 0.884 , 95
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Artificial intelligence in healthcare,Industry 5.0,Explainable AI,Federated learning,Human-centred AI governance,PRISMA systematic review