There are various definitions of risk, including the definition used in risk management (the combination of the probability of occurence of harm and the severity of that harm).

Infectious Disease physicians might have been the 'control group'. Why did you exclude them?

What exactly do you mean by 'clinician'? If it was medical personnel only, I wonder about the number of more than 3000 in hospitals with 1403 beds altogether.