Preprint Article Version 1 Preserved in Portico This version is not peer-reviewed

Deficiencies of Rule-based Technology-generated Antibiograms and Cautionary Application in Patients with Prolonged Lengths of Stay

Version 1 : Received: 4 May 2023 / Approved: 8 May 2023 / Online: 8 May 2023 (09:32:06 CEST)

A peer-reviewed article of this Preprint also exists.

Hill, D.M.; Todor, L.A. Deficiencies of Rule-Based Technology-Generated Antibiograms for Specialized Care Units. Antibiotics 2023, 12, 1002. Hill, D.M.; Todor, L.A. Deficiencies of Rule-Based Technology-Generated Antibiograms for Specialized Care Units. Antibiotics 2023, 12, 1002.

Abstract

The objective of this study was to compare the pathogens and susceptibilities of the current automated rule-based technology (RBT) antibiogram with one manually collected through chart review with additional rules applied. This study was a 2-year, retrospective cohort study and included all bacterial cultures within the first 30 days from patients admitted to a single Burn Center. The current RBT antibiogram served as the control and new antibiogram versions were created using additional rules and compared to the control. Six-hundred fifty-seven patients were admitted (61% excluded for lack of cultures). Fifty-nine percent had at least one hospital acquired risk factor with over one-third having recent illicit drug use and one-third having a recent hospitalization. Of the 410 cultures included, 57% were Gram-negative and half were from wound infections. Sensitivities were significantly different when comparing manual and the RBT version after including factors, such as days since admission, presence of hospital acquired risk factors, or previous antibiotic courses. Recommended empiric Gram-negative antibiotics changed from double coverage to a single β-lactam with > 90% susceptibility. The susceptibilities between first and subsequent courses were dramatically different. Before developing an antibiogram or interpreting the output, it is important to consider which automated criteria are utilized, especially for units with extended lengths of stay.

Keywords

Antibiogram; Burns; Critical Care; Trauma; Antimicrobial Stewardship; Rule-based Technology; Artificial Intelligence; antimicrobial resistance

Subject

Medicine and Pharmacology, Medicine and Pharmacology

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