“…Data were abstracted from the Pennsylvania Integrated Clinical and Administrative Research Database (PICARD), which includes demographic, laboratory, pharmacy, and billing information and has been used successfully in prior studies of antibiotic utilization and resistance (2,12,21). The following data were collected for all subjects: baseline demographics, inpatient or outpatient status in relation to the culture date, origin at the time of hospital admission for inpatients (i.e., physician referral, transfer from another facility, or admission through the Emergency Department), hospital location at the time of infection (i.e., intensive care unit or medical floor), prior admission to UPHS in the 30 days prior to the culture date, time of onset of nosocomial infection (date of the first positive culture Ն48 h from the date of admission), health care-associated infection (date of the first positive culture Ն48 h from the date of admission or admission as a transfer from another institution), and culture site (i.e., blood, urine, respiratory tract, or wound).…”