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The expert system may choose the most inappropriate method for solving a particular problem. Problems of ethics in the use of any form of AI are very relevant at present. It is a closed world with specific knowledge, in which there is no deep perception of concepts and their interrelationships until an expert provides them.
Much of the research regarding expertise involves the studies of how experts and novices differ in solving problems. [16] Mathematics [ 17 ] and physics [ 18 ] are common domains for these studies. One of the most cited works in this area examines how experts (PhD students in physics) and novices (undergraduate students that completed one ...
A distinguishing feature of adaptive expertise is the ability to apply knowledge effectively to novel problems or atypical cases in a domain. Holyoak characterized adaptive experts as being capable of drawing on their knowledge to invent new procedures for solving unique or fresh problems, rather than simply applying already mastered procedures ...
Problem solving is the process of achieving a goal by overcoming obstacles, a frequent part of most activities. Problems in need of solutions range from simple personal tasks (e.g. how to turn on an appliance) to complex issues in business and technical fields.
Knowledge work can be differentiated from other forms of work by its emphasis on "non-routine" problem solving that requires a combination of convergent and divergent thinking. [2] But despite the amount of research and literature on knowledge work, there is no succinct definition of the term.
This knowledge is referred to as shallow, compiled, evidential, history-based as well as case-based knowledge. This is the strategy most associated with diagnosis by experts. Diagnosis of a problem transpires as a rapid recognition process in which symptoms evoke appropriate situation categories. [5]