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Two techniques for automated decision making are combined: a knowledge-based system and a neural network model. This combination allows information to be derived both from experts and from accumulated data. The application can be changed by replacement of the rule-base in the knowledge-based component, and replacement of the training database for the neural network model. The system is illustrated here in two cardiology applications.