Figure 1 demonstrates that for MA , NY , and CA , COVID - 19 - related clinicians ' and general population ' s Internet activity , smart thermometers , and GLEAM model predictions exhibit early increases that lead increases of confirmed cases and deaths due to COVID - 19 .