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
Henry David Thoreau (b. 1817–d. 1862) was given the name David Henry at birth, outside Concord, Massachusetts, on the farm of his maternal grandmother. In 1833, he entered Harvard College, and he graduated in 1837, the year Ralph Waldo Emerson delivered his Phi Beta Kappa address on “The American Scholar” (though Thoreau’s attendance at the event is unconfirmed). One of several youths deeply influenced by the transcendentalist movement that gathered around Emerson, Thoreau enjoyed the older man’s professional encouragement and friendship throughout the 1840s. During the twenty-five years of his writing life, before he died of a tubercular condition at age forty-four, Thoreau published numerous magazine articles in well-established national venues, as well as two books: A Week on the Concord and Merrimack Rivers (1849), a reflective account of a journey taken with his older brother, John, ten years earlier, and Walden (1854), published by Ticknor and Fields, for which he is best known. Shortly after his death, four more essays were published in the Atlantic Monthly, and in the next few years Ticknor and Fields brought out four collections of his writings, including Excursions (1863), The Maine Woods (1864), Cape Cod (1865), and A Yankee in Canada, with Anti-slavery and Reform Papers (1866). Although never a bestselling author, nor able to make a living solely by his pen, Thoreau was modestly successful in his own day and well recognized nationally as a writer of ambition, sharp humor, and great skill. The commercial failure of A Week, which sank his plan of publishing Walden immediately afterward, did nothing to diminish Thoreau’s ambivalence toward the literary marketplace. But A Week suffered less critically than commercially, and that failure was probably more the result of unfavorable negotiating and inadequate marketing than the author’s haughty disdain for his readers or the book’s anti-Christian critique. Walden, an immediate critical success, fared considerably better in sales (though hardly a blockbuster), owing both to energetic promotion by Ticknor and Fields and to the author’s growing stature. From the late nineteenth century to the present, critical interest in Thoreau as writer, social and environmental philosopher, and cultural icon has ranged through many dimensions of his work—the descriptive fidelity and moralism of the natural history essays, the social and political critiques leveled in early chapters of Walden and the reform essays, the literary artistry of Walden, and the ecological sensibility that characterizes the later Journal and two natural history projects, edited and published in 1993 and 2000, that Thoreau left unfinished at his death.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.001 |
| Bibliometrics | 0.001 | 0.003 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.004 | 0.001 |
| Research integrity | 0.001 | 0.003 |
| 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