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
Abstract Henry David Thoreau was an American essayist, journal‐keeper, naturalist, and abolitionist who wrote on subjects ranging from the self, society, slavery, and the state to wilderness, walking, and wild apples. Thoreau was born, lived, and died – at an early age from tuberculosis – in Concord, Massachusetts and rarely left his hometown except for brief trips in New England, and to New York, Minnesota, and Canada. He is typically classified with Ralph Waldo Emerson as a significant thinker in the American transcendentalist school of thought and as an American Renaissance writer alongside Nathaniel Hawthorne, Edgar Allen Poe, Emily Dickinson, Herman Melville, and Walt Whitman. During his own life, Thoreau was often overshadowed by Emerson and his writings proved difficult to publish and only achieved very minimal market success. But his importance as a key American thinker has grown continually since his death and today he is well known for both his “reform writings” and his “nature writings.”
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.003 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| 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