Satoshi Nishimura, Yoshinobu Kitamura, Munehiko Sasajima, Riichiro Mizoguchi
PROCEEDINGS OF THE 15TH EUROPEAN CONFERENCE ON KNOWLEDGE MANAGEMENT (ECKM 2014), VOLS 1-3 730-739 2014年 査読有り
Procedural knowledge about human actions is usually documented in manuals in the form of natural language. In the nursing domain, the standard procedures of nursing actions are also described in nursing manuals, which are used for training of novice nurses. The issue that we focus on in this research is that the rationale for the actions, i.e., "why the actions should be done as specified in the procedure", tends to be implicit in these manuals. Some novice nurses may not be able to perform suitable actions adaptively in response to an irregular situation because they do not understand such rationale. To cope with this problem, we have previously proposed a goal realization model called "CHARM" (an abbreviation for "Convincing Human Action Rationalized Model"). We have described nursing actions and their goals as CHARM trees constructed from real nursing manuals used in a hospital through consultation with experienced nurses. We have also developed a tablet-style tool for browsing CHARM trees, which has been successfully deployed in a training course for novice nurses. The aim of the work described here was to develop a method for systematically describing pieces of action knowledge organized in a knowledge base (KB) for future reuse in describing CHARM trees. By reusing the pieces of knowledge in the KB, the knowledge authors can easily build different CHARM trees. The key element for systematically describing pieces of action knowledge is a "way of action achievement", which represents goal realization knowledge, i.e., "how to achieve an action as a state change". Its description consists of a goal-action as a goal state to be achieved, a sequence of sub-actions that can achieve the goal-state, and background knowledge such as physical principles. In this paper, we demonstrate how to build such a reusable and systematic KB for nursing actions. We extracted the ways of action achievement from the real CHARM trees mentioned above. The ways of action achievement for a specific action were systematically organized in a hierarchy of categories. The contributions of this work to the knowledge management community include (1) a knowledge modeling framework of human actions for knowledge sharing and training, (2) a well-founded method for systematically describing ways of action achievement, and (3) practical demonstrations of this framework and method using real knowledge in the nursing domain.