The Transnational Turn: Rediscovering American Studies in a Wider World
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
Few American writers have been so rooted in a single place as Henry David Thoreau. Born in Concord, Massachusetts, sixteen miles west of Boston, Thoreau spent nearly all his short life, some forty-four years, in the vicinity of his native town – “the most estimable place in all the world” he deemed it – with only brief sojourns beyond New England. Like many of his contemporaries, he did try out the big city, living close to Manhattan in 1843, an aspiring writer, age twenty-six, with hopes of a literary career. But he quickly recoiled from the urban scene. “I don't like the city better, the more I see it, but worse,” he wrote Ralph Waldo Emerson. “I am ashamed of my eyes that behold it. It is a thousand times meaner than I could have imagined. … The pigs in the street are the most respectable part of the population.” Homesick, he was back in Concord within six months. Only once did he stray outside the United States, for a week-long excursion to Montreal and Quebec. To this “Yankee in Canada,” it was a disappointing jaunt. “What I got by going to Canada was a cold.” Thoreau was simply happiest in his hometown, where he “traveled a good deal,” exploring the ponds, woods, and fields, observing and provoking the neighbors, and transforming his chosen ground, in Walden and in his journals, into a sacred site on the American literary landscape. Concord, he declared, is “my Rome, and its people … my Romans.”
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.
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 | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.002 |
| Science and technology studies | 0.000 | 0.002 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it