To discuss the diagnostic challenges of neonatal sepsis and the potential impact of rapid diagnostic tools and AI-powered screening on clinical outcomes.
Key Findings:
Blood cultures remain the primary diagnostic tool but take 24–72 hours, leading to unnecessary antibiotic use.
No single biomarker can reliably distinguish bacterial from viral infections in neonates, highlighting the need for age-specific algorithms.
AI and rapid diagnostic tools are promising but require further validation and integration into clinical practice, including collaboration with industry.
Interpretation:
Current diagnostic approaches for neonatal sepsis are inadequate, necessitating the development of more sensitive and specific tools, including biomarkers and AI-assisted methods, with a focus on age-specific considerations.
Limitations:
Existing biomarkers may not perform consistently across different age groups.
Current diagnostic methods are heavily reliant on clinical parameters and risk factors, which can lead to misdiagnosis.
Conclusion:
Improving neonatal sepsis diagnosis requires a combination of advanced biomarkers, AI integration, and a better understanding of clinical contexts, alongside collaboration with industry for practical implementation.