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Research on Application of Meticulous Nursing Scheduling Management Based on Data-Driven Intelligent Optimization
YanPing Zhai1, Run Li2, ZhiLi Yan2
1Internal Medicine Teaching and Research Section, Shanxi Bethune Hospital, Shanxi, Taiyuan 030032, China.
This study introduces an intelligent medical platform for optimized nursing scheduling, leveraging big data and AI to improve hospital resource allocation and informatization. It enhances efficiency and user needs in modern healthcare management.
Area of Science:
- Healthcare Management
- Data Science
- Artificial Intelligence
Background:
- The COVID-19 pandemic highlighted challenges in nursing scheduling within healthcare facilities.
- Advancements in big data and artificial intelligence necessitate data-driven intelligent medical services.
Purpose of the Study:
- To propose solutions for refined nursing scheduling using scientific technologies.
- To accelerate hospital informatization and establish a scientific, intelligent medical platform.
- To address nursing scheduling issues in medical service data research.
Main Methods:
- Establishment of an intelligent medical service platform.
- Data-driven analysis of medical management using optimized algorithms.
- Application of a decision classification model for emergency medical treatment scenarios.
Main Results:
- Development of a basic nursing scheduling plan meeting institutional needs.
- Identification of an optimal management scheme for modern medical treatment.
- Improved allocation of human resources through refined scheduling.
Conclusions:
- The proposed intelligent medical platform effectively addresses nursing scheduling challenges.
- Integration of big data and AI enhances hospital informatization and efficiency.
- Data-driven approaches are crucial for optimizing modern medical treatment management.
Related Concept Videos
Nursing Clinical Information System
A Nursing Clinical Information System (NCIS) is a specialized type of healthcare information system tailored to meet the unique needs of nursing practice. It incorporates the principles of nursing informatics to streamline information management and improve the quality of care delivery.
Critical attributes of NCIS include:
Current Trends in Nursing I
Planning Nursing Care I
Current Trends in Nursing II
Nursing Implementation
The five steps to implementing effective nursing care include reassessing the patient, reviewing and revising the existing nursing care plan, organizing the resources and care delivery, anticipating and preventing complications, and implementing nursing interventions.
Nursing Interventions II: Selecting and Classifying the Nursing Interventions

