Members of the examining and licensing boards and commissions acting under title 20 shall be compensated for their services at rates established by the Commissioner of Administrative Services, subject to the provisions of § 4-40, and such compensation and the expenses of each such board or commission shall be charged against appropriations of the General Fund.