Bibliographic record
Abstract
Already famous at 40, Josef Haydn was searching for new means of expression. The result was his six Opus 20 string quartets, a dazzling set whose new directions put their stamp on every composer who has since attempted the form. For those accustomed to previous quartets, including Haydn’s own, every minor turn was a major surprise, each new direction conveying a sense of the composer’s joy as he reveled in his mastery of his medium. At 40, already a well-respected cognitive scientist at the Massachusetts Institute of Technology, Steven Pinker came suddenly to the world’s attention with his first book of popular science, the bestselling Language Instinct, an embodiment of the linguistic sublime. Emboldened by instant fame, he followed this achievement by following Francis Bacon, making all knowledge his province, telling us how the mind works, why it isn’t a blank slate, and why violence has declined. Not many professors are interviewed by Stephen Colbert; not many can be described as a brilliant lecturer who looks like a rock star: “His curly shoulder-length mane and Cuban heels give him the air of a prog rocker on his third comeback tour. He has a superbly defined jaw, glittering blue eyes and a kilowatt smile which he beams at his class as he switches on the microphone.” Not many professors find themselves on a poster that updates Raphael’s famous painting The School of Athens, a gathering of ancient worthies. Figure 10.1 is a depiction easily identified by the caricature’s flowing locks. Raised by middle-class Jewish parents in Montreal, Pinker first distinguished himself as the graduate student of the prominent Harvard psychologist Steven Kosslyn, who said of him: “He was officially my student, but almost from the start we were colleagues.” After studying with Kosslyn, Pinker went on to carve out a successful academic career as an experimental psychologist, first at MIT, then at Harvard, specializing in language acquisition in children. But he was not satisfied as a mere academic star, much sought-after, much honored, destined to shine brightly but not to dazzle.
Fetched live from OpenAlex and de-inverted. Abstracts are not stored in this database: the inverted indexes are 8.6 GB of the frame’s 9.3 GB of text, and the host has 13 GB free.
How this classification was reachedexpand
Full frame distilled prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. Learned from the 10,348 direct Codex labels and 10,348 direct Gemma labels. Candidate is the union of thresholded teacher heads; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels or direct frontier model labels.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.001 | 0.000 |
Machine scores (provisional)
The two teacher heads of the student model, read on this work. A score orders the frame for review; it never asserts a category, and the validation status ships verbatim with every row.
Baseline scores from an immature model (maturity gate not passed, 7 training rounds). Scores rank; they never assert a category.
score_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, not a consensus.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".