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Transforming chronic disease data into actionable knowledge: a comprehensive systematic review for data science models in healthcare knowledge management
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Orientador(es)
Resumo(s)
The increasing prevalence of chronic disease, responsible for high mortality and disability, is of considerable concern to healthcare. The ongoing care and management requirements contribute to extreme health costs which affect economies worldwide. Chronic diseases patients require understanding of the existing care models to address their complex and involved health needs. Centers for Disease Control and Prevention shows that providing data to guide, prioritize, deliver and monitor population health is a vital domain to improve Chronic Disease Management. The twenty-first century led to a new age of Data Science and Analytics. Big Data has become a core technology for providing innovative solutions in numerical applications and healthcare services. Embedded in Big Data is valuable information and knowledge. That’s when Data Science becomes an important tool to transform actionable data into knowledge, a requirement to make better decisions, solve complicated problems and optimize health processes. This aims for a Data Science Model as a Healthcare Knowledge Management System tool, which emerges as an important paradigm for innovating healthcare that depends on developing more adaptive, intelligent and user-centric systems that can effectively manage the increasingly dense healthcare knowledge ecosystem. Under this context, there is also a critical need to develop Healthcare Intelligent Systems based on Data Science. This article provides a comprehensive overview of these systems, synthesizing current research and highlighting the critical role of these systems in modern healthcare. It also proposes a model for Healthcare Knowledge Management System based on integrated data science tools transforming healthcare data into actionable knowledge.
Descrição
Palavras-chave
Data science Knowledge management Intelligent healthcare systems Healthcare knowledge management Big data Chronic disease management
Contexto Educativo
Citação
Editora
Springer Nature Switzerland
Coleções
Licença CC
Sem licença CC