Moment of inertia terms are confusing because I and J are sometimes used interchangeably. Generally J is a mass moment of inertia about an axis but I is sometimes used for the same thing. J is also an area moment for torsional stress calculations and I is also an area moment for bending stress.
As far as polar moments of inertia such as wr^2 and Iz, wr^2 does not include the g term so its units are pounds and inches. Iz should have the g term (it is based on mass instead of weight) so it will have sec^2 in the units. The only way to tell for sure is to look at the units. For acceleration calculations you need a moment of inertia that includes the g term.
Hope all this mumbo-jumbo makes sense.