Byline: DaniA< Keywords: Data quality Medical registries Evaluative research Intensive care APACHE II SAPS II Abstract: To analyse the quality of data used to measure severity of illness in the Dutch National Intensive Care Evaluation (NICE) registry, after implementation of quality improving procedures. Design. Data were re-abstracted from the paper records of patients or the Patient Data Management System and compared to the data contained in the registry. The re-abstracted data were considered to be the gold standard. Setting. ICUs of nine Dutch hospitals that had been collecting data for the NICE registry for at least 1 year. Measurement and results. The mean percentages of inaccurate and incomplete data, per hospital, over all variables, were 6.1%+-4.4 (SD) and 2.7%+-4.4 (SD), respectively. The mean difference in severity of illness scores between registry data and re-abstracted data was 0.2 points for APACHE II and 0.4 points for SAPS II. The mean difference in predicted mortality according to APACHE II and SAPS II between registry data and re-abstracted data was 0.4% and 0.02%, respectively. Conclusions. The current data quality of the NICE registry is good and justifies evaluative research. These positive results might be explained by the implementation of several quality assurance procedures in the NICE registry, such as training and automatic data checks. Electronic supplementary material to this paper can be obtained by using the Springer LINK server located at http://dx.doi.org/10.1007/s00134-002-1272-z Author Affiliation: (1) Department of Medical Informatics and Department of Intensive Care, Academic Medical Center, P.O.Box 22700, 1100 DE Amsterdam, The Netherlands (2) Department of Medical Informatics, Academic Medical Center, Amsterdam, The Netherlands (3) Department of Anesthesia and Intensive Care, Anphia Hospital, Breda, The Netherlands (4) Department of Intensive Care, Academic Medical Center, Amsterdam, The Netherlands Article History: Received Date: 18/07/2001 Accepted Date: 21/02/2002 Article note: Electronic Publication