For all patients data collection will be performed by review of medical files, which will cover the entire admission during which they were included in the study, and all cause 30 day mortality. Data collection for the hospital stay covers confounders and effect modifiers of the associations studied, and feeds into the outcomes costs, DALYs and length of stay. For the cohort with gram-negative infections, data on infection parameters and antibiotic treatment parameters are also collected.