Building Clinical Trust in Automated Knowledge Acquisition

نویسنده

  • Anna Shillabeer
چکیده

The aim of this chapter is to describe the process of medical knowledge acquisition from a historical context and to define the requirements for producing knowledge which is able to be trusted and applied in a clinical setting. This is related to modern data mining approaches which do not yet adequately address these requirements. This is believed to be the most critical issue in the acceptance of data mining in the medical domain. The chapter will discuss how data mining can address these needs and will provide discussion of a technical solution to the stated issues. Overall this chapter aims to demonstrate that the individual needs of all medical professionals can be addressed and that data mining can be a valuable tool in the diagnostic and decision making toolkit. It will also empower medical professionals to take a greater role in the development of such systems by providing a checklist of features to include and pitfalls to avoid, thus ensuring greater success in future systems.

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

منابع مشابه

Trust Based Knowledge Acquisition for Conversation Agents

This paper explores the study of conversation agent knowledge bases particularly, its relationship to the related study of information trustworthiness and knowledge acquisition. Some important methods for knowledge extraction from online documents are discussed in this paper. This is done in relation to the purpose of the design and development of domain-specific information for CAs’ knowledge ...

متن کامل

Towards Semi-automatic Ontology Building Supported by Large-Scale Knowledge Acquisition

Knowledge acquisition is usually the first step in building ontologies. On the one hand, knowledge is typically implicitly contained in large collections of unstructured documents. Therefore it is extremely troublesome to manually identify relevant concepts. On the other hand, users are often not fully satisfied with the results of automated stateof-the-art ontology learning techniques. In this...

متن کامل

Self-Confidence in Psychology and Islamic Ethics: Towards an Interpretive Framework and Its Relation to Trust in God

This paper focuses on self-confidence in psychology in both conceptual and empirical ways and investigates the status of self-confidence in Islamic ethics. Five relevant approaches to self-confidence are identified and then comparatively studied in psychology and Islamic ethics. In addition, an attempt is made to present an appropriate framework to build, boost, and improve self-confidence thro...

متن کامل

Describing and Integrating Competence Theories for Problem-Solving Components and Machine Learning algorithms

A topic in the eld of knowledge acquisition is the reuse of components that are described at the knowledge level. Problems concern the description, indexing and retrieval of components. In our case there is the additional feature of integrating so-called automated building blocks in a knowledge level description. This paper describes what knowledge level descriptions of components for reuse sho...

متن کامل

Automated Knowledge Acquisition from Clinical Narrative Reports

Knowledge of associations between biomedical entities, such as disease-symptoms, is critical for many automated biomedical applications. In this work, we develop automated methods for acquisition and discovery of medical knowledge embedded in clinical narrative reports. MedLEE, a Natural Language Processing (NLP) system, is applied to extract and encode clinical entities from narrative clinical...

متن کامل

ذخیره در منابع من


  با ذخیره ی این منبع در منابع من، دسترسی به آن را برای استفاده های بعدی آسان تر کنید

برای دانلود متن کامل این مقاله و بیش از 32 میلیون مقاله دیگر ابتدا ثبت نام کنید

ثبت نام

اگر عضو سایت هستید لطفا وارد حساب کاربری خود شوید

عنوان ژورنال:

دوره   شماره 

صفحات  -

تاریخ انتشار 2008