C4.5: programs for machine learning
C4.5: programs for machine learning
Information Sciences—Informatics and Computer Science: An International Journal
Handbook of data mining and knowledge discovery
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To err is human. How can we avoid near misses and achieve medical safety? From this perspective, we analyzed the nurses’ incident data by data mining with the ”concept of quality control” that near misses are produced by the system rather than individuals. Nurses’ incident data were collected during the 18 months at the emergency room. Significant rules (If-then rules) indicated that the medication errors are likely to occur when mental concentration is disrupted by interruption of work, etc. Based on the results of the analysis, the nurses’ medication check system was improved. During the last 6 months, the check system was put into effect. The frequency of the medication errors decreased to about one-twenties or less. It was considered that the data mining analysis contributes the decision support on the improvement of incidents.