Several leading topics outstanding after John Earman's Bayes or Bust?
are investigated further, with emphasis on the relevance of Bayesian e
xplication in epistemology of science, despite certain limitations. (1
) Dutch Book arguments are reformulated so that their independence fro
m utility and preference in epistemic contexts is evident. (2) The Bay
esian analysis of the Quine-Duhem problem is pursued; the phenomenon o
f a ''protective belt'' of auxiliary statements around reasonably succ
essful theories is explicated. (3) The Bayesian approach to understand
ing the superiority of variety of evidence is pursued; a recent challe
nge (by Wayne) is converted into a positive result on behalf of the Ba
yesian analysis, potentially with far-reaching consequences. (4) The c
ondition for applying the merger-of-opinion results and the thesis of
underdetermination of theories are compared, revealing significant lim
itations in applicability of the former. (5) Implications concerning '
'diachronic Dutch Book'' arguments and ''non-Bayesian shifts'' are dra
wn, highlighting the incompleteness, but not incorrectness, of Bayesia
n analysis.