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Management Support Systems




                    Notes


                                     Case Study  Developing Healthcare Rule-based Expert Systems

                                           he use of expert systems to generate automated alerts and patient instructions
                                           based on telemonitoring data could enable increased self-care and improve clinical
                                     Tmanagement. However, of great importance is the development of the rule set to
                                     ensure safe and clinically relevant alerts and instructions are sent. The purpose of this
                                     work was to develop a rule-based expert system for a heart failure mobile phone-based
                                     telemonitoring system, to evaluate the expert system, and to generalize the lessons learned
                                     from the development process for use in other healthcare applications.
                                     Methods
                                     Semi-structured interviews were conducted with 10 heart failure clinicians to inform the
                                     development of a draft heart failure rule set for alerts and patient instructions. The draft
                                     rule set was validated and refined with 9 additional interviews with heart failure clinicians.
                                     Finally, the clinical champion of the project vetted the rule set. The concerns voiced by the
                                     clinicians during the interviews were noted, and methods to mitigate these concerns were
                                     employed. The rule set was then evaluated as part of a 6-month randomized controlled
                                     trial of a mobile phone-based heart failure telemonitoring system (n=50 for each of the
                                     telemonitoring and control groups).
                                     Results
                                     The developed expert system generated alerts and instructions based on the patient’s
                                     weight, blood pressure, heart rate, and symptoms. During the trial, 1620 alerts were
                                     generated, which led to various clinical actions including 105 medication changes/
                                     instructions. The findings from the trial indicated the rule set was associated with improved
                                     quality of life and self-care.
                                     Conclusions

                                     A rule set was developed with extensive input by heart failure clinicians. The results from
                                     the trial indicated the rule set was associated with significantly increased self-care and
                                     improved the clinical management of heart failure. The developed rule set can be used as
                                     a basis for other heart failure telemonitoring systems, but should be validated and modified
                                     as necessary. In addition, the process used to develop the rule set can be generalized and
                                     applied to create robust and complete rule sets for other healthcare expert systems.
                                     Question

                                     Discuss the development of a rule set.
                                   Source:  http://www.ncbi.nlm.nih.gov/pubmed/22465288

                                   14.3 Summary


                                       AI is a field of study that encompasses computational techniques for performing tasks that
                                       apparently require intelligence when performed by humans.

                                       The Turing Test, proposed by Alan Turing, was designed to provide a satisfactory
                                       operational definition of intelligence.
                                       Expert system is programs that attempt to perform the duty of an expert in the problem
                                       domain in which it is defined.




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