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Developing a Rule-based Expert System according to ADA’s Nutritional Care Process for Nutritional Diagnosis 台北醫學大學醫學資訊研究所 研究生:陳昱全 G158097008 指導教授:徐建業 老師 共同指導教授:劉 立 老師
Topics Introduction • Literature Review Proposed Research Methods and Design Live Demo of the progress so far Expected Difficulties Expected Results References
Introduction Research Background • Gov’t Research project (DOH) • Assoc. Prof. Sherry Yang Research Motivation • The importance of developing a national standard for dietetics in Taiwan. • To assist dietetics in making decisions for nutritional diagnosis. • To provide a tool for dietetics professionals for decision making while making a diagnosis.
Nutrition Diagnosis Nutrition Diagnosis is the second step in the Nutritional Care Process (NCP) defined by the American Dietetics Association in Aug 2003. Nutrition Diagnosis • Definition: A food and nutrition professional’s identification and labeling of an existing nutrition problem that the food and nutrition professional is responsible for treating independently. NCP includes 4 separate but interconnected steps • Nutrition Assessment • Nutrition Diagnosis • Nutrition Intervention • Nutrition Monitoring and Evaluation (2008). "Nutrition Care Process and Model Part I: The 2008 Update.“ Journal of the American Dietetic Association 108(7): 1113-1117.
(2008). "Nutrition Care Process and Model Part I: The 2008 Update.“ Journal of the American Dietetic Association 108(7): 1113-1117.
Nutrition Diagnosis Outcomes Nutrition Diagnosis PESS Statement • Problem ( Diagnostic Label ) • Etiology ( Cause/contributing factors ) • Signs/Symptoms ( Defining characteristics ) A well written PESS statement should be • Clear and concise • Specific to one patient • Limited to one problem • Based on signs and symptoms from assessment data
(2008). "Nutrition Care Process and Model Part I: The 2008 Update.“ Journal of the American Dietetic Association 108(7): 1113-1117.
Nutrition Diagnosis Outcomes
(2008). "Nutrition Care Process and Model Part I: The 2008 Update.“ Journal of the American Dietetic Association 108(7): 1113-1117.
Expert System A computer program that provides expert-level solutions to important problems. • Heuristic • Transparent • flexible Attempt to imitate expert reasoning processes and knowledge in solving specific problem. Most popular applied AI technology • Enhance productivity • Augment work forces Expert System do not replace Experts, but they • Make their knowledge and experience more widely available • Permit non-experts to work better
(2008). "Nutrition Care Process and Model Part I: The 2008 Update.“ Journal of the American Dietetic Association 108(7): 1113-1117.
Expert System - Expertise The extensive, task specific knowledge acquired from training, reading, and experience • Theories • Procedures (Rules) • Facts Enable experts to be better and faster than nonexperts Expertise is usually associated with vast quantity of knowledge. Expert knowledge is well stored, organized and provides a way for easy retrieval from an expert. Experts have excellent memory.
(2008). "Nutrition Care Process and Model Part I: The 2008 Update.“ Journal of the American Dietetic Association 108(7): 1113-1117.
Human Experts
Recognize and formulate the problem Solve problems quickly and properly Explain the solution Learn from experience Restructure knowledge Break rules Determine relevance Degrade
(2008). "Nutrition Care Process and Model Part I: The 2008 Update.“ Journal of the American Dietetic Association 108(7): 1113-1117.
Transferring Expertise Objective of an expert system • To transfer expertise from experts to a computer system Activities • Knowledge acquisition • Knowledge representation • Knowledge inferencing (Reasoning/Thinking ) • Knowledge transfer to the user Knowledge is stored in a knowledge base • Facts • Rules( Procedures )
(2008). "Nutrition Care Process and Model Part I: The 2008 Update.“ Journal of the American Dietetic Association 108(7): 1113-1117.