Given the explorative nature of this study the required number of patients was not calculated. The investigators aim to include 2000 patients in whom empirical antibiotics are started. With an estimated de-escalation rate of 35%, an estimation to include 700 patients in whom de-escalation is performed is made which would allow for a suitable multivariable analysis.