Dies ist eine Übersichtsseite mit Metadaten zu dieser wissenschaftlichen Arbeit. Der vollständige Artikel ist beim Verlag verfügbar.
AI Assisted Clinical Diagnosis Treatment, and Development Strategy
18
Zitationen
3
Autoren
2018
Jahr
Abstract
The integration of healthcare data, open access to healthcare data, and use of artificial intelligence to organize and analyze fragmented medical information can improve medical and health services, promote the level of rational decision-making by the government, and reduce any inequality in the allocation of medical and health resources. This paper summarizes the current status of artificial intelligence technologies and their applications in the fields of medical information semantic fusion and image analysis. This study also analyzes the current problems and challenges associated with these technologies. First, the construction of clinical terminology standards by standardized representation and structural integration of medical information is key. Second, using medical knowledge to construct an intelligent diagnosis and treatment model with the capability to combine multimodal data analysis and structured knowledge reasoning is currently the focus of development in image intelligence. Thus, we propose a nationwide healthcare open data cloud platform that can open new data markets, improve the integration of healthcare data, and provide new services pertaining to knowledge discovery and utilization. We also suggest some basic industry standards for medical and health information to strengthen the research and development of domestic medical devices, promote the development of intelligent medical devices and smart wearable devices, and guide the industry toward new frontiers in the combination of artificial intelligence and medical devices.
Ähnliche Arbeiten
Explainable Artificial Intelligence (XAI): Concepts, taxonomies, opportunities and challenges toward responsible AI
2019 · 8.231 Zit.
Stop explaining black box machine learning models for high stakes decisions and use interpretable models instead
2019 · 8.084 Zit.
High-performance medicine: the convergence of human and artificial intelligence
2018 · 7.444 Zit.
Proceedings of the 19th International Joint Conference on Artificial Intelligence
2005 · 5.776 Zit.
Peeking Inside the Black-Box: A Survey on Explainable Artificial Intelligence (XAI)
2018 · 5.423 Zit.