Vaniver comments on Brainstorming for post topics - Less Wrong
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Not for intelligence, as far as I know. Though dog breeds are widely considered to vary in intelligence -- have there been any attempts to quantify it?
As to "failing", traditional genetic engineering certainly ran into some limits. To continue with dogs, large breeds have shorter lifespans. Many breeds have well-known pervasive genetic problems (hip dysplasia in German shepherds, etc.).
I doubt it's Romantic myths since people that come to my mind mostly lived in the XX century, but yes, I've said that it's a prior and I'm open to evidence other than handwaving.
That's the point of experimenting :-)
Yes; take a look at this, and the generic wikipedia page. One of the more visible tests is the number of times a new command must be repeated to be learned. Overall, there's not too much agreement because there are a number of different interpretations of what it means for a dog to be intelligent, and no one has (to my knowledge) done the factor analysis to look for g in dogs.
We do have such a test battery for primates, though, the Primate Cognitive Test Battery (came up 2014 in showing chimp intelligence is, of course, heritable). Cross-species comparisons have been done and don't show much difference aside from humans: http://www.ncbi.nlm.nih.gov/pmc/articles/PMC3317657/ (and from a different avenue, http://www.ncbi.nlm.nih.gov/pmc/articles/PMC3049098/ ). This is a bit surprising to me but I suppose it's not like we've deliberately bred any of those species for intelligence or anything.