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Net Loss Per Share - Antidilutive Securities Excluded from Computation of Net Loss per Share (Details) - shares
3 Months Ended
Mar. 31, 2020
Mar. 31, 2019
Securities excluded from computation of diluted net loss per share    
Anti-dilutive securities excluded from calculation of diluted net loss per share 9,727,197 8,145,085
Options to purchase common shares    
Securities excluded from computation of diluted net loss per share    
Anti-dilutive securities excluded from calculation of diluted net loss per share 9,136,829 7,923,334
Warrants to purchase common shares    
Securities excluded from computation of diluted net loss per share    
Anti-dilutive securities excluded from calculation of diluted net loss per share 106,751 221,751
Restricted stock units    
Securities excluded from computation of diluted net loss per share    
Anti-dilutive securities excluded from calculation of diluted net loss per share 483,617 0