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L. Villani

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Open access Aug 2026

Antimicrobial Resistance in Six Priority Bacteria in Italy: Trends and Regional Variation, 2015–2024

Background: Antimicrobial resistance (AMR) remains a major public health threat in Italy, where high incidence and mortality persist. In this study we aimed to describe national and regional trends in AMR rates from 2015 to 2024. Methods: We conducted an ecological time-series analysis using publicly available data fro...

Luigi Russo, S. Mao, Tindara Scirocco et al. · 0 citations
Open access Jul 2026

LLM-as-a-judge for infection prevention and control and antimicrobial resistance impact: comparing three main LLMs vs. human experts' assessment

LLMs exhibit a consistent leniency bias, systematically overestimating the quality of AMR-related health communication compared to human evaluators, and are best suited as a scalable screening tool within supervised human-in-the-loop workflows.

M. Di Pumpo, L. Villani, M. R. Gualano et al. · 2 citations

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