Gaining Process Information from Clinical Practice Guidelines Using Information Extraction
نویسندگان
چکیده
Formalizing Clinical Practice Guidelines for a subsequent computer-supported processing is a cumbersome, challenging, and time-consuming task. But currently available tools and methods do not satisfactorily support this task. We propose a new multi-step approach using Information Extraction and Transformation. This paper addresses the Information Extraction task. We have developed several heuristics, which do not take Natural Language Understanding into account. We implemented our heuristics in a framework to apply them to several guidelines from the specialty of otolaryngology. Our evaluation shows that a heuristic-based approach can achieve good results, especially for guidelines with a major portion of semi-structured text. Chapter
منابع مشابه
Supporting the Abstraction of Clinical Practice Guidelines Using Information Extraction
Modelling clinical practice guidelines in a computer-interpretable format is a challenging and complex task. The modelling process involves both medical experts and computer scientists, who have to interact and communicate together. In order to support both modeller groups we propose to provide them with helpful information automatically generated using NLP methods. We identify this information...
متن کاملOntology Mapping: A Way Out of the Medical Tower of Babel?
Human computer interaction in context aware wearable systems p. 7 A new approach to the abstraction of monitoring data in intensive care p. 13 Learning rules with complex temporal patterns in biomedical domains p. 23 Discriminating exanthematic diseases from temporal patterns of patient symptoms p. 33 Probabilistic abstraction of multiple longitudinal electronic medical records p. 43 Using a Ba...
متن کاملHow can information extraction ease formalizing treatment processes in clinical practice guidelines?: A method and its evaluation
OBJECTIVE Formalizing clinical practice guidelines (CPGs) for a subsequent computer-supported processing is a challenging, but burdensome and time-consuming task. Existing methods and tools to support this task demand detailed medical knowledge, knowledge about the formal representations, and a manual modeling. Furthermore, formalized guideline documents mostly fall far short in terms of readab...
متن کاملModeling Treatment Processes Using Information Extraction
Clinical Practice Guidelines (CPGs) are important means to improve the quality of care by supporting medical staff. Modeling CPGs in a computerinterpretable form is a prerequisite for various computer applications to support their application. However, transforming guidelines in a formal guideline representation is a difficult task. Existing methods and tools demand detailed medical knowledge, ...
متن کاملVersioning computer-interpretable guidelines: Semi-automatic modeling of 'Living Guidelines' using an information extraction method
OBJECTIVE Clinical practice guidelines (CPGs) are means to provide evidence-based medical knowledge. In order to make up-to-date "best" scientific evidence available these documents need to be updated on an ongoing basis. An effective method to accomplish this aim is offered by the so-called "living guidelines": Living guidelines are documents presenting up-to-date and state-of-the-art knowledg...
متن کاملذخیره در منابع من
با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید
عنوان ژورنال:
دوره شماره
صفحات -
تاریخ انتشار 2005