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Patients may be included in this study if they have COVID-19 and/or influenza pneumonia confirmed by a laboratory test, and are in hospital. Patients will not be included if the attending doctor thinks none of the study treatments are suitable for them. Patients may be included if they have previously been recruited into RECOVERY more than 6 months ago (although not into the same comparison more than once).