Abstract:
A routinely used system for report generation, based on direct physician data entry,
has been combined with a knowledge-based module. The knowledge-based system is operating
in the background, and guides the user by dynamically suggesting diagnoses and generating
hints regarding the actual and possible further diagnostic procedures. Hybrid technology
with neural networks and rules is used. A laboratory evaluation has shown good agreement
between diagnoses suggested by the system and confirmed diagnoses, with a kappa coefficient
of 0.85 and an area under the ROC curve of 0.92. In a survey following a 14-day test
period, physicians stated that the system was both sensible and helpful. The current
application domain is ultrasound reporting.
Keywords
Knowledge-Based System - Evaluation - Neural Network