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 is a great American writer of transcendentalism and the pioneer of modern environmentalism. Being an ardent lover of nature, he devoted his entire life to studying the relationship between man and nature, and bequeathed a legacy of works in this field. He believed that nature was the symbol of spirit, and had a far-reaching influence on man and his character, and human beings should live harmoniously with nature for the long sustainable development. In Walden which is his masterpiece He endows the animals with human characteristics. Thereupon, Thoreau often describes the similarities between animals and people he comes across. People can be just as greedy and shallow as the marmot of the prairie, or as naughty and clumsy as red squirrels, or as lazy and cunning as chickadees, or as loyal as gundogs in Thoreau’s writings. Thoreau spent two years living a simple life at Walden on his own. He recounted in details the living habits of these animals, from woodchucks, loons to mice and hawks.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.001 | 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