相关实验视频
Updated: Jan 29, 2026
10:07
Using Learning Outcome Measures to assess Doctoral Nursing Education
Published on: June 21, 2010
19.4K
开发深度学习模型,用于人工智能增强的远程医疗在养老院护理
Nuria Luque-Reigal1,2,3, Vanesa Cantón-Habas1,2,3, Manuel Rich-Ruiz1,2,3,4
1Department of Nursing, Pharmacology and Physiotherapy, Faculty of Medicine and Nursing, University of Cordoba, 14071 Córdoba, Spain.
Journal of clinical medicine
|January 28, 2026
概括
远程医疗成功地管理了养老院90%的急性健康事件,减少了医院转诊. 一个深度学习模型提高了这些事件的预测准确性,提高了对老年人的护理.
科学领域:
- 老年学是一门学科.
- 医疗信息学 医疗信息学
- 医疗保健中的人工智能
背景情况:
- 住院老年人的急性健康事件经常导致不必要的住院治疗.
- 远程医疗为远程评估和养老院的护理连续性提供了一个解决方案.
- 有效的远程决策对于管理住院护理设施中的急性情况至关重要.
研究的目的:
- 评估远程医疗支持的急性事件管理在居住在护理机构的老年人的结果.
- 开发和评估一种深度学习模型,用于分类急性发作和预测医院转诊.
- 加强临床决策和减少可避免的医院转移.
主要方法:
- 一项涉及5202个急性事件的准实验性研究,通过24/7远程医疗系统管理.
- 数据预处理包括归算,规范化,编码和缩小维度 (Truncated SVD).
- 通过重新采样技术 (SMOTEENN) 和交叉验证,训练和优化了一个深度前神经网络.
主要成果:
- 远程医疗促进了在养老院环境中解决大约90%的急性事件.
- 深度学习模型实现了0.91的AUC和0.88的准确性,超过了传统算法.
- 该模型在预测医院转诊方面表现得更好,F1得分为0.63.
结论:
- 通过人工智能增强的远程医疗提供了一个可靠的策略,用于准确的分拣和减少养老院的住院转移.
- 人工智能辅助的远程医疗系统可以优化临床决策,改善机构住院老年人的护理连续性.
- 建议将这些系统整合到长期护理工作流程中,以改善患者的治疗结果和医疗保健效率.
相关概念视频
01:29Planning Nursing Care II
3.6K
A nursing care plan can present in two forms: informal and formal. Informal is a care plan for the individual use of the nurse and goals they wish to accomplish during their shift. Informal care plans are not included in the patient chart. A formal nursing care plan is a written or computerized guide that organizes patient care. It is further subdivided into two: standardized and individualized care plans. Standardized care plans are pre-populated care plans for specific patient populations,...
3.6K
01:21Planning Nursing Care I
5.7K
The planning phase of the nursing process helps nurses set priorities, outline patient-centered goals and expected outcomes, and tailor nursing interventions to align with the aligned care plan. Through the planning phase, the nurse applies critical thinking skills to align and develop interventions according to the patient's needs. It provides continuity of care allowing patients to receive the maximum benefit from treatment. It serves as a pilot plan for allocating individual staff to a...
5.7K
01:25Peptic Ulcer Disease V: Surgical Management and Nursing Care
886
Surgical management and nursing care are crucial in treating Peptic Ulcer Disease (PUD). Here is an organized and enhanced overview of the surgical interventions and the associated nursing care for PUD:
Surgical Interventions for Peptic Ulcer Disease
Surgical Interventions for Peptic Ulcer Disease
886
01:21Interdisciplinary Care: The Health Care Team-I
2.6K
An interdisciplinary team includes many healthcare professionals working together and utilizing their skills, knowledge, and expertise to provide holistic and quality patient care.
Physicians
The physician's primary responsibility is to diagnose illness and direct the medical or surgical treatment of the condition. The authority to admit patients to a healthcare agency or institution and practice care within that setting is granted to physicians by the healthcare agency or institution...
Physicians
The physician's primary responsibility is to diagnose illness and direct the medical or surgical treatment of the condition. The authority to admit patients to a healthcare agency or institution and practice care within that setting is granted to physicians by the healthcare agency or institution...
2.6K
01:18Interdisciplinary Care: The Health Care Team-II
2.2K
An interdisciplinary team includes many healthcare professionals working together and utilizing their skills, knowledge, and expertise to provide holistic and quality patient care. Here are a few more healthcare professionals.
Physical Therapist
A physical therapist (PT) aims to restore function or prevent additional impairment in a patient following an injury or disease. Massage, heat, cold, water, sonar waves, exercises, and electrical stimulation are some treatments used by PTs to treat...
Physical Therapist
A physical therapist (PT) aims to restore function or prevent additional impairment in a patient following an injury or disease. Massage, heat, cold, water, sonar waves, exercises, and electrical stimulation are some treatments used by PTs to treat...
2.2K
01:14Avoidance Learning and Learned Helplessness
2.6K
Avoidance learning and learned helplessness are critical concepts in understanding behavioral responses to negative stimuli.
Avoidance learning occurs when an organism learns that a specific behavior can prevent an unpleasant outcome. For example, a student who receives a bad grade may start studying harder to avoid future poor grades. This behavior persists even when the negative outcome is no longer present. Avoidance learning is powerful because it maintains behavior in the absence of the...
Avoidance learning occurs when an organism learns that a specific behavior can prevent an unpleasant outcome. For example, a student who receives a bad grade may start studying harder to avoid future poor grades. This behavior persists even when the negative outcome is no longer present. Avoidance learning is powerful because it maintains behavior in the absence of the...
2.6K