Comment by 0x01101

Not really - if you can collect enough data to use as input to an ML algorithm, you can most likely diagnose the virus directly (https://en.wikipedia.org/wiki/Laboratory_diagnosis_of_viral_...). ML seems redundant in that case.

And if ML wasn't redundant, you have no training set containing the relevant bio-markers and a binary variable indicating COVID-19 presence.