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Net Loss per Share - Summary of Potential Dilutive Securities (Details) - shares
12 Months Ended
Dec. 31, 2019
Dec. 31, 2018
Dec. 31, 2017
Antidilutive Securities Excluded from Computation of Earnings Per Share [Line Items]      
Potential dilutive securities excluded from computation of diluted net loss per common share (in shares) 6,907,839 5,812,151 4,598,352
Unvested time-based restricted common stock units      
Antidilutive Securities Excluded from Computation of Earnings Per Share [Line Items]      
Potential dilutive securities excluded from computation of diluted net loss per common share (in shares) 99,500 25,000 0
Unvested performance-based restricted common stock units      
Antidilutive Securities Excluded from Computation of Earnings Per Share [Line Items]      
Potential dilutive securities excluded from computation of diluted net loss per common share (in shares) 57,400 0 0
Options to purchase common stock      
Antidilutive Securities Excluded from Computation of Earnings Per Share [Line Items]      
Potential dilutive securities excluded from computation of diluted net loss per common share (in shares) 6,750,939 5,787,151 4,598,352