Heavy things propped up generally have a very low volumetric energy density. Chemical fuels often have four orders of magnitude better energy density. Although I haven't read the original paper, it seems likely that this "fuel" is probably closer to the chemical-fuel ballpark than the propped-up-heavy-things ballpark.