That's just patently false. And without being too insulting, stupidly so, in a really obvious way.
A 300 watt panel without obstructed view in an average climate is going to get something on the order of magnitude of:
10 hours of sunlight / day 250 sunny days / year 20 years of service
so, 15 million watt-hours, or 15 megawatts hours.
Per wikipedia it takes 400 kilowatt-hours to produce 1 ton of steel in an arc furnace (http://en.wikipedia.org/wiki/Electric_arc_furnace).
That single panel can produce enough energy to produce something like 35 tons of steel over its service life.
Just looking at a state of the art PV panel (http://us.sunpower.com/sites/sunpower/files/media-library/da...) - note, its capacity is 345 watts - it weighs 41 pounds. I am fairly confident that, outside of it being made of pure energy, that the EROEI is pretty decent.
edit: Also, I can't imagine this is a favorable comparison to nuclear, which requires immense amounts of energy-intensive steel and concrete, as well as a fuel that is difficult to mine, process, purify, and separate.