Related Experiment Video
Updated: Jan 15, 2026

Assessment and Evaluation of the High Risk Neonate: The NICU Network Neurobehavioral Scale
Published on: August 25, 2014
Four-factor nomogram for early-onset sepsis in preterm neonates: Development and internal validation of a stewardship
Li Guo1, Zhiyang Zhang2, Chunhui Zhao1
1Department of Neonatal, The Fourth Hospital of Shijiazhuang, Shijiazhuang, China.
Background:
Early-onset sepsis (EOS) remains a leading cause of mortality and neurodevelopmental injury in preterm infants, yet widely used tools (e.g., Kaiser EOS Calculator) are not designed for <35-37 weeks' gestation.
Objective:
To develop and internally validate a concise, clinically interpretable nomogram for EOS risk stratification in preterm neonates and to evaluate its potential for antibiotic stewardship.
Methods:
We performed a single-center retrospective cohort study (July 2023-June 2024) including 1,059 preterm infants admitted within 72 h of birth, randomly split 7:3 into training (n = 742) and validation (n = 317). Forty-five maternal and neonatal candidates were screened (univariable tests, LASSO), followed by multivariable logistic regression to build the final model and nomogram. Discrimination (AUC), calibration (Brier score, calibration curve, Hosmer-Lemeshow), and decision-curve analysis (DCA) were assessed; two biologically plausible interactions were prespecified.
Results:
Four routinely available variables-gestational age, birth weight, umbilical cord abnormality, and mechanical ventilation within 72 h-composed the final model. In the validation cohort, AUC was 0.818 (95% CI, 0.767-0.868), Brier score 0.158, and Hosmer-Lemeshow P = 0.71; DCA showed net benefit across 5-65% risk thresholds. Using a ≥ 0.70 treatment threshold, the model identified 88% of EOS cases while recommending antibiotics for ~10% of infants. A culture-proven-only sensitivity analysis yielded comparable discrimination (AUC 0.819) with a Brier score 0.041.
Conclusions:
A four-factor nomogram using EMR-available variables accurately stratifies EOS risk in preterm infants and may support risk-based antibiotic decisions while limiting overtreatment. Prospective multicenter external validation is warranted to confirm generalizability and guide implementation.
Related Concept Videos
Dosage Regimen Designs: Nomograms and Tabulations
Guidelines For Measuring Vital Signs
Before taking a patient's vital signs, a nurse would consider and assess the patient's comfort level and ensure appropriate equipment is available.
Factors Affecting the Risk of Infection
The integrity and count of the white blood cells help the body resist pathogens and fight infection. When impaired, it reduces the body's resistance to pathogens. The acidic pH levels of the gastrointestinal, genitourinary tracts, and skin...

