The generation of aerosols from patients with COVID-19 has long been a concern in healthcare.
COVID-19 aerosols
Irrespective of how you feel about wearing a mask and maintaining a "social" distance, the preponderance of the evidence is that COVID-19's transmission is through the air and our breathe rather than through touch or direct contact.