Related Experiment Video
Updated: Sep 26, 2026

A Neonatal Imaging Model of Gram-Negative Bacterial Sepsis
Published on: August 12, 2020
Antibiotic Duration and Critical Illness After Culture-Negative Late-Onset Sepsis Evaluation in Infants Born Preterm
Star Liu1, Faris N Al Gharaibeh2, Woo Yeon Park1
1Biomedical Informatics and Data Science, Johns Hopkins University, Baltimore, MD, USA.
Objective:
To characterize antibiotic administration patterns among very low birth weight (VLBW, < 1500 grams at birth) infants born <33 weeks' gestation with negative late-onset sepsis (LOS) evaluations relative to life-threatening organ dysfunction.
Study Design:
This retrospective cohort study used electronic health record data from 3 neonatal intensive care units (NICUs) in the Johns Hopkins Health System from June 2016 to April 2026. Eligible infants were born preterm, VLBW, evaluated for LOS at ≥72 hours of age, had no systemic antibiotics in the preceding 48 hours, and had no growth from blood or other concurrent clinically relevant cultures. Primary outcomes were antibiotic courses ≤ 48 hours and > 48 hours of consecutive systemic antibiotic administration associated with culture-negative LOS evaluation.
Results:
Across 202 initial culture-negative LOS evaluations, median antibiotic duration was 47.0 hours (IQR, 37.0-97.5); 122 courses were ≤ 48 hours, and 80 were > 48 hours. Antibiotic duration was poorly predicted from observed clinical features using supervised machine-learning models (AUC, 0.48-0.60). Unsupervised K-means clustering identified 2 physiologic phenotypes defined by the neonatal Sequential Organ Failure Assessment (nSOFA)-derived organ dysfunction, but these clusters did not distinguish observed antibiotic duration groups.
Conclusions:
Antibiotic duration decisions were not associated with life-threatening organ dysfunction and were not learnable from structured electronic health record signals. When cultures remain negative and organ dysfunction is absent or improving, continued antibiotics should be supported by explicit, objective criteria. Such criteria are necessary for stewardship now and for trustworthy artificial-intelligence decision support in the future.
Related Concept Videos
Urine Studies II: Urine Culture and Sensitivity Test
Acute Pyelonephritis II: Diagnostic Studies and Management
Microbiota Modulation by Antibiotics
Sputum Studies II: Culture and Sensitivity
Sputum culture and sensitivity is a medical procedure used to diagnose bacterial infections in the respiratory tract and select the most appropriate antibiotics for treatment. This process involves analyzing sputum samples of thick and opaque secretions produced in the lungs and airways. These samples are collected from patients and then sent to the laboratory for analysis.
The test can identify various pathogens responsible for respiratory infections, including Streptococcus,...
Development of Human Microbiota
Development of the Oral Microbiota
