1004Technical and Logistical Issues in Incorporating Statistical Process Control into Healthcare-Associated Infection Surveillance Programs
نویسندگان
چکیده
Background. Statistical process control (SPC) can be an effective complement to healthcare-associated infection (HAI) surveillance. Since this use of SPC somewhat differs from its manufacturing origins, some issues warrant exploration to maximize SPC’s value in detecting outbreaks and reducing HAIs. Little empirical investigation has been conducted to develop a framework for managing signals from such a system. Methods. A team of HAI (DU) and SPC (NU) experts retrospectively applied conventional SPC methods to 10 years of de-identified surgical site infection (SSI) data from 40 community hospitals in the Duke Infection Control Outreach Network (DICON), focusing on 8 known SSI outbreaks. We met bi-weekly to review results and issues potentially important to implementing such an approach. Discussions were organized around 3 categories: detection performance and optimization, alternate methods, and logistics of managing resultant outbreak signals. Pilot investigations were conducted using empirical data and Monte Carlo analysis. Results. Shewhart and EWMA control charts detected all 8 outbreaks 0-12 months earlier than originally identified via standard surveillance. The table illustrates the detection of one outbreak 0-3 months early. Issues affecting detection included what baseline data, aggregation level (hospital, surgeon, procedure), and EWMA smoothing factor to use. The value of dual, start-up, and sequential probability ratio SPC methods was identified as worthwhile to investigate.
منابع مشابه
Epidemiology and Public Health (EPI)
EPI 5126 Introduction to Healthcare Epidemiology (3 units) Applications of epidemiologic and statistical methods within the healthcare setting; issues specific to infection control; roles and administration of infection control, risk management and quality assurance within healthcare facilities; surveillance mechanisms for nosocomial infections; outbreak investigation methods; infection risks i...
متن کاملEpidemiology and Community Medicine (EPI)
EPI 5126 Introduction to Healthcare Epidemiology (3 units) Applications of epidemiologic and statistical methods within the healthcare setting; issues specific to infection control; roles and administration of infection control, risk management and quality assurance within healthcare facilities; surveillance mechanisms for nosocomial infections; outbreak investigation methods; infection risks i...
متن کاملEpidemiology and Community Medicine (EPI)
EPI 5126 Introduction to Healthcare Epidemiology (3 units) Applications of epidemiologic and statistical methods within the healthcare setting; issues specific to infection control; roles and administration of infection control, risk management and quality assurance within healthcare facilities; surveillance mechanisms for nosocomial infections; outbreak investigation methods; infection risks i...
متن کاملEpidemiology and Community Medicine (EPI)
EPI 5126 Introduction to Healthcare Epidemiology (3 units) Applications of epidemiologic and statistical methods within the healthcare setting; issues specific to infection control; roles and administration of infection control, risk management and quality assurance within healthcare facilities; surveillance mechanisms for nosocomial infections; outbreak investigation methods; infection risks i...
متن کامل1005Empirical Performance of Statistical Process Control Methods for Regional Hospital-Acquired Infection Surveillance: A 10-Year Multi-State Study
Background. Use of statistical process control (SPC) in healthcare is increasing but remains less common than in other industries. Healthcare-associated infections (HAIs) are important applications that can benefit from SPC methods, including use within existing surveillance programs to trigger investigation and intervention. The empirical value of SPC, however, typically is anecdotal and remai...
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عنوان ژورنال:
دوره 1 شماره
صفحات -
تاریخ انتشار 2014