Abstract This paper corrects and remarks on statistical interpretations of the semilogarithmic loss function introduced for solving positive inverse problems. In this paper, we modify the original statistical model such that the minimization of the semilogarithmic loss function matches the maximum likelihood method. To the best of the authors' knowledge, the induced error distributions from the semilogarithmic loss function are novel. Another correction to the original paper regarding variable transformation is also included
