Allison Parshall in Quanta:
Machine learning models are incredibly powerful tools. They extract deeply hidden patterns in large data sets that our limited human brains can’t parse. These complex algorithms, then, need to be incomprehensible “black boxes,” because a model that we could crack open and understand would be useless. Right?
That’s all wrong, at least according to Cynthia Rudin, who studies interpretable machine learning at Duke University. She’s spent much of her career pushing for transparent but still accurate models to replace the black boxes favored by her field.
The stakes are high. These opaque models are becoming more common in situations where their decisions have real consequences, like the decision to biopsy a potential tumor, grant bail or approve a loan application. Today, at least 581 AI models involved in medical decisions have received authorization from the Food and Drug Administration. Nearly 400 of them are aimed at helping radiologists detect abnormalities in medical imaging, like malignant tumors or signs of a stroke.
More here.

Has anyone exerted as much influence over the spy genre as Ian Fleming? Examples of espionage fiction may have predated his transition from naval officer to novelist by well over a century, but it wasn’t until the appearance of the British Secret Service’s finest asset, James Bond, that it became a cultural phenomenon (a feeling strengthened by the character’s legendary reinvention as one of cinema’s greatest icons from 1962’s
A common complaint in America today is that politics and even society as a whole
Dazzling intricacies of brain structure are revealed every day, but one of the most obvious aspects of brain wiring eludes neuroscientists. The nervous system is cross-wired, so that the left side of the brain controls the right half of the body and vice versa. Every doctor relies upon this fact in performing neurological exams, but when I asked my doctor last week why this should be, all I got was a shrug. So I asked
Ramped up, amped up, ratchet up, gin up, up the ante, double down, jump-start, be behind the curve, swim against the tide, go south, go belly up, level the playing field, open the floodgates, think outside the box, push the edge of the envelope, pull out all the stops, take the foot off the pedal, pump the brakes, grease the wheel, circle the wagons, charge full steam ahead, pass with flying colors, move the goal posts, pour gasoline on, add fuel to the fire, fly under the radar, add insult to injury, grow by leaps and bounds, only time will tell, go to hell in a handbasket, put the genie back in the bottle, throw the baby out with the bathwater, rearrange the deck chairs on the Titanic, have your cake and eat it too, a taste of one’s own medicine, stick to one’s guns, above one’s pay grade, punch above one’s weight, lick one’s wounds, pack a punch, roll with the punches, come apart at the seams, throw a wrench into, caught in the cross hairs, cross the Rubicon, tempt fate, go ballistic, on tenterhooks, hit the nail on the head…
Greg Afinogenov in the LRB:
Kieran Setiya in the LA Review of Books:
Jay Newman and Meyrick Chapman in Politico:
Marco D’Eramo in Sidecar:
Yoga depicts Carrère’s third major depressive crisis. His first followed the success of his fifth novel, The Moustache (1986) from which he recovered by writing a biography of Phillip K Dick. His breakthrough work came in 1993 when he was drawn to the case of Jean-Claude Romand, who had pretended he was a doctor at the World Health Organisation for eighteen years, and on the cusp of having his fraud exposed, murdered his entire family. Carrère had no idea when he followed the journalistic throng to Romand’s little French village just how many years he’d spend trying to narrativize the murders in the style of Capote’s In Cold Blood. But how to do it? He didn’t want his intrusive ‘I’ to appear on the page, drawing attention to itself. Not yet, anyway. The author should be everywhere present but nowhere visible, Flaubert, one of his role models, had proclaimed. After seven years of bashing his head against Capote, he gave up and sought closure by writing a conversational letter to himself about all he’d been through.
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Though many gaps in the story remain, the emerging evidence suggests clothing really had two origins: first for biological needs, then cultural. Archaeologists who study the Paleolithic or Stone Age
On December 1, 2021, I tweeted: «Earlier this year I argued that we are living in a golden age of popular criticism. To prove my point … here’s the tip of the iceberg: my list of 21 of the best essays, reviews, and criticism published in 2021.»