Upon failure of any prisoner released on parole under the provisions of this chapter to do or refrain from doing any of the things set forth and required to be done by and under the terms of his parole, the parole agent must issue a warrant or citation charging the violation of parole, and a final determination must be made by the board as to whether the prisoner’s parole should be revoked and whether he should be required to serve any part of the remaining unserved sentence. But such prisoner must be eligible to parole thereafter when and if the board thinks such parole would be proper. The board shall be the sole judge as to whether or not a parole has been violated and no appeal therefrom shall be allowed; provided, that any person arrested for violation of terms of parole may be released on bond, for good cause shown, pending final determination of the violation by the Probation, Parole and Pardon Board. No bond shall be granted except by the presiding or resident judge of the circuit wherein the prisoner is arrested, or, if there be no judge within such circuit, by the judge, presiding or resident, in an adjacent circuit, and the judge granting the bond shall determine the amount thereof.