Publications and analytics
Reviews of research, methodologies, and data relevant to infection diagnostics, antimicrobial stewardship, and AMR control.
PublicationsHow microbiological diagnosis, result interpretation, resistance surveillance, antimicrobial use and evaluation of clinical and economic outcomes fit together.
PublicationsFrom random forests and convolutional neural networks to genomic language models: how machine learning is used to predict bacterial antimicrobial resistance, and why data remain the central challenge.
PublicationsEUCAST has published an updated assessment of whole-genome sequencing for predicting bacterial antimicrobial susceptibility. We examine how far genotype can replace phenotype today and why linking both types of data is increasingly important.
Analytical reportsKey results of the 2025 analytical report by the Methodological Verification Center on antimicrobial resistance: pathogen structure among hospitalized patients, resistance levels, carbapenemases, and practical conclusions regarding antimicrobial agents.
PublicationsA review from CMAC (2025) compares WHO GLASS, CLSI M39, ESCMID, AMRcloud guidance and Russian MR 3.1.0346-24–highlighting key contradictions that matter for local antibiograms, data quality, and stewardship decisions.
PublicationsHow susceptibility testing accuracy, prescribing errors, and AMR diagnostics translate into measurable economic losses–and why even a 10% error rate can cost millions of rubles.