Yep, this. The term "social democratic" hardly seems to have a definition. Sweden, Norway, Denmark etc are all capitalist democracies with relatively higher levels of welfare spending than the USA, but that's the main difference. They are certainly not socialist or even close to it.
I think this confusion may arise so frequently because socially speaking the current governments are very liberal-leaning (super pro immigration, super pro diversity/gender quotas etc). However that's causing kickback. Sweden's next election is predicted to be dominated by the Sweden Democrats who don't approve of such things.
Liberalization of the market economies in Scandinavia has been taking place in a pace rarely seen anywhere else. Go to Sweden and find voucher schools for all ages, free taxi markets etc, - things you can barely find the US!