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SUMMARY OF SIGNIFICANT ACCOUNTING POLICIES - Narrative (Details) - USD ($)
3 Months Ended 9 Months Ended 12 Months Ended 34 Months Ended
Mar. 08, 2017
Mar. 31, 2017
Sep. 30, 2018
Dec. 31, 2017
Sep. 30, 2018
Dec. 31, 2016
Sep. 30, 2016
Dec. 15, 2015
Debt and Equity Securities, FV-NI [Line Items]                
Maximum exposure to loss from consolidated trusts     $ 5,331,931 $ 27,108,818        
Residential loans held in securitization trusts, at fair value [1]     0 119,756,455 $ 0      
Fair value of investments     0 1,290,825,648 0      
Available for sale securities     0 1,290,825,648 0      
Non-accrual status     0   0      
Recognized impairment     0   0      
Allowance for loan losses     0   0      
Outstanding repurchase agreements     $ 0 $ 1,234,522,000 $ 0      
Backstop deferred income, amortization period     5 years          
Backstop guarantee, assumed prepayment rate (percentage)     15.00%          
Common stock, shares authorized (in shares)     450,000,000 450,000,000 450,000,000      
Common stock, par value (in dollars per share)     $ 0.01 $ 0.01 $ 0.01      
Common stock, shares issued (in shares)     23,687,664 22,143,758 23,687,664      
Common stock, shares outstanding (in shares)     23,687,664 22,143,758 23,687,664      
Stock repurchase program, authorized amount               $ 10,000,000
Preferred stock, shares authorized (in shares)     50,000,000 50,000,000 50,000,000      
Preferred stock, par value (in dollars per share)     $ 0.01 $ 0.01 $ 0.01      
Preferred stock, shares issued (in shares)     1,610,000 1,610,000 1,610,000      
Preferred stock, shares outstanding (in shares)     1,610,000 1,610,000 1,610,000      
Equity     $ 152,062,266 $ 145,791,277 $ 152,062,266      
Stock Repurchase Program                
Debt and Equity Securities, FV-NI [Line Items]                
Common stock shares repurchased (in shares)     0 126,856 126,856      
Weighted average share price of common stock repurchased (in dollars per share)     $ 5.09 $ 5.09        
Stock repurchase program, remaining authorized amount     $ 9,400,000   $ 9,400,000      
Internal Revenue Service (IRS)                
Debt and Equity Securities, FV-NI [Line Items]                
Income taxes, interest paid $ 2,010,000 $ 2,010,000            
Income taxes, interest provision           $ 1,860,000 $ 1,860,000  
Income taxes, interest expense $ 150,000 $ 150,000            
Multi-Family MBS                
Debt and Equity Securities, FV-NI [Line Items]                
Fair value of investments       $ 5,742,000        
Collateralized Loan Obligations                
Debt and Equity Securities, FV-NI [Line Items]                
Maximum exposure to loss from consolidated trusts     124,046,671          
Residential mortgage loans                
Debt and Equity Securities, FV-NI [Line Items]                
Investment in Multi-Family MBS, carrying value     $ 0 5,413,720 $ 0      
Equity       $ 5,413,720        
[1] Our consolidated balance sheets include assets and liabilities of consolidated variable interest entities ("VIEs") as the Company is the primary beneficiary of these VIEs. As of September 30, 2018 and December 31, 2017, assets of consolidated VIEs totaled $24,898,204 and $1,255,404,335 respectively, and the liabilities of consolidated VIEs totaled $19,566,273 and $1,228,295,517 respectively