"Intellectual Debt": It's bad enough when AI gets its predictions wrong, but it's potentially WORSE when AI gets it right

Jonathan Zittrain (previously) is consistently a source of interesting insights that often arrive years ahead of their wider acceptance in tech, law, ethics and culture (2008's The Future of the Internet (and how to stop it) is surprisingly relevant 11 years later); in a new long essay on Medium (shorter version in the New Yorker), Zittrain examines the perils of the "intellectual debt" that we incur when we allow machine learning systems that make predictions whose rationale we don't understand, because without an underlying theory of those predictions, we can't know their limitations. Read the rest

Prominent AI researchers call the entire field "alchemy"

Machine learning's reproducibility crisis is getting worse, and the massive shortage of qualified researchers has driven top salaries over $1,000,000, bringing in all kinds of cowboys and pretenders. Read the rest

Koch-backed climate deniers are exploiting the reproducibility crisis to discredit climate science

The National Association of Scholars is a tiny, hydrocarbon-industry backed organization that is not to be confused with the National Academy of Sciences. Read the rest

The work of the world's leading nutrition researchers appears to be riddled with statistical errors

Brian Wansink is one of the most-cited nutrition researchers in the world; 30,000 US schools use his advice to design their lunch programs, drawing on studies he's done that show that kids eat more carrots when they're called "X-ray vision carrots" and that putting out fruit bowls improves eating habits, and that smaller plates reduce portion sizes. Read the rest

Data shows that male animals are not naturally promiscuous, nor are females naturally reticent

It's a commonplace that in the natural world, males attempt to mate with multiple females, while females attempt to entice males into being monogamous; this is attributed to the high cost of producing an egg and bearing children (or laying eggs) for females, and the low cost of sperm production for males. Read the rest