在临床领域的交互过程发现的宣言方法
Carlos Fernández-Llatas1, Begoña Martínez-Salvador2, Mar Marcos2
1SABIEN-ITACA, Universitat Politècnica de València, Spain; Dept. of Clinical Science, Intervention and Technology, Karolinska Institutet, Sweden.
医疗保健中的过程挖掘现在整合了临床知识,以更好地理解. 这种宣言式方法增强了过程发现,使模型更易于理解,并与处理程序保持一致.
科学领域:
- 医疗信息学 医疗信息学
- 过程采矿采矿采矿
- 临床信息学 临床信息学
背景情况:
- 过程挖掘 (PM) 在医疗保健中越来越多地用于分析电子健康记录数据.
- 来自PM的临床过程往往产生复杂的,难以解释的网络.
- 现有的PM方法很难与临床现实和算法保持一致.
研究的目的:
- 将专门的临床知识集成到过程采矿发现算法中.
- 开发一种用于临床过程发现的交互式方法.
- 提高发现过程模型的可理解性和临床相关性.
主要方法:
- 建议采用声明形式主义的声明方法.
- 临床医生可以通过交互方式将他们的专业知识纳入PM算法.
- 这种方法在I-PALIA PM发现算法中实现.
主要成果:
- 声明式交互式方法已成功实施.
- 一个涉及前列腺癌治疗的用例证明了该方法的实用性.
- 该方法有效地解决了临床PM中常见的挑战.
结论:
- 介绍了一种用于临床领域的新型交互过程发现方法.
- 这种方法使临床专家能够为PM注入专业知识.
- 由此产生的过程模型更易于理解,并更准确地反映了治疗途径.
更多相关视频
05:47Evidence-based Knowledge Synthesis and Hypothesis Validation: Navigating Biomedical Knowledge Bases via Explainable AI and Agentic Systems
Published on: June 13, 2025
05:48The Adventures of Fundi Intervention Based on the Cognitive and Emotional Processing in Attention Deficit Hyperactive Disorder Patients
Published on: June 12, 2020
相关概念视频
Methods of Documentation VI: Case Management Model
For example, a patient with a chronic...
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:
Interdisciplinary Care: The Health Care Team-II
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...
Role of Communication in the Nursing Process I: Assessment and Diagnosis
The nursing process considers the patient's emotional and physical well-being. The process can be repeated or stopped at any point if judged essential. Assessment is the first step in the nursing...
Interdisciplinary Care: The Health Care Team-I
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...
Nursing Process for Patient and Caregiver Teaching I: Assessment and Diagnosis
It is critical to determine the patient's learning needs during the assessment. Determination of learning needs compounds data...
