消除叙述评估的识别,以促进医学教育中的数据共享
概括
在医学教育中自动化对叙事评估的非识别,增强了用于系统改进的数据共享. 这种工具达到99.4%的准确性,简化了流程,同时承认了小错误的可能性.
科学领域:
- 医学教育 医学教育
- 医疗信息学 医疗信息学
- 数据安全 数据安全
背景情况:
- 基于能力的医学教育 (CBME) 依赖于叙事评估.
- 分享CBME评估数据对于系统评估至关重要,但受到安全问题的限制.
- 手动删除叙事数据的身份是耗时的,昂贵的,容易出错的.
研究的目的:
- 开发和测试一个工具,用于自动化医疗教育中叙事评估的非识别.
- 促进安全的数据共享,以改善评估系统的评估.
主要方法:
- 一个非识别算法和审查接口 (2021-2022) 的代设计,测试和改进.
- 使用紧急医疗计划数据进行初步测试.
- 正式测试涉及3个机构在紧急医疗,麻醉和外科手术项目.
主要成果:
- 该自动化工具在最后一轮审查中实现了99.4%的准确性,完全消除了叙事评估的识别.
- 在不同机构和医疗专业中,准确性是一致的.
- 发现数据审查界面是直观的,并通过用户反改进.
结论:
- 一种算法方法去识别评估叙述是可行的和有效的.
- 虽然该工具的准确性很高,但仍然需要人类的审查来捕捉剩余的错误.
- 未来的工作重点是提高算法准确性和扩大界面的数据格式兼容性.
更多相关视频
13:44Project-Based Learning Guidelines for Health Sciences Students: An Analysis with Data Mining and Qualitative Techniques
Published on: December 9, 2022
3.6K
12:55Multimodal Protocol for Assessing Metacognition and Self-Regulation in Adults with Learning Difficulties
Published on: September 27, 2020
8.5K
相关概念视频
Data Reporting and Recording
4.7K
Reporting and recording are crucial in data documentation. The timely, thorough, and accurate documentation of facts is essential when recording patient data. Failure to record findings during an assessment or interpretation of a problem will result in loss of information and make the patient document unreliable. The reader is left with general impressions if the information is not specific. A recording is documenting data of the individual's health information in a traceable, secure, and...
4.7K
Methods of Documentation III: PIE
1.4K
Problem-intervention-evaluation (PIE) is a systematic approach to documentation used in healthcare settings for clinical decision-making and patient care planning. It is a structured approach to organizing patient data based on problems, interventions, and evaluations. Here's a breakdown of its key features and considerations:
1.4K
Nursing Process for Patient and Caregiver Teaching I: Assessment and Diagnosis
1.6K
The nursing process provides a clinical decision-making framework for patients and families to establish and implement a personalized care plan. Since part of the nurse's duties is to teach patients, the steps of the nursing process are the most effective way to approach instruction. The nursing process and the teaching-learning process are inextricably linked.
It is critical to determine the patient's learning needs during the assessment. Determination of learning needs compounds data...
It is critical to determine the patient's learning needs during the assessment. Determination of learning needs compounds data...
1.6K
Data Validation
5.1K
Data validation is an essential part of a comprehensive assessment. Validation is confirming or verifying and opening the door to gathering more assessment data as it clarifies vague or unclear data. The process of checking and verifying the collected information is called data validation. The primary purpose of data validation is to ensure data is as free from error, bias, and misinterpretation as possible.
Nursing assessment guides are generally based on holistic models rather than medical...
Nursing assessment guides are generally based on holistic models rather than medical...
5.1K
Data Collection I
6.2K
Data collection gathers information needed to make accurate judgments about a patient's present condition. During a health history interview, subjective data is collected from the patient, their caregivers, or family members, and objective data is collected through observations and physical assessment. Patients are the primary source of subjective data. Thus information gathered from patients through interviews, observations, and physical examination is primary data. Secondary sources of...
6.2K
Ethical Standards II
681
Ethical standards are the backbone of nursing practice, guiding nurses as they interact with patients, families, and colleagues. These standards are crucial for providing safe, empathetic care centered on the patient's needs.
Nurses are entrusted with upholding various ethical principles and standards. Nurses forge solid therapeutic relationships using trust, empathy, autonomy, confidentiality, and professional competence.
Confidentiality is crucial, embodying respect for individual privacy...
Nurses are entrusted with upholding various ethical principles and standards. Nurses forge solid therapeutic relationships using trust, empathy, autonomy, confidentiality, and professional competence.
Confidentiality is crucial, embodying respect for individual privacy...
681
