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
4. Uncertain PassagesJennifer RaabFrederic Church: The Art and Science of DetailIn 1859, the year both the Heart of the Andes and The Origin of Species appeared, Frederic Church traveled to the Newfoundland and Labrador coasts to sketch (fig. 38). The terrain was constantly shifting, as glaciers and icebergs remade the map. Explorers embarked to...AuthorJennifer RaabPublisherYale University PressCopyright© 2015 by Jennifer RaabRelated print edition pages: pp.87-121 https://doi.org/10.37862/aaeportal.00051.007 Stable URL: https://aaeportal.com/?id=-16232Copy Chapter subject tags:Polar regions--Discovery and explorationUnited States--History--Civil War, 1861-1865Cole, Thomas, 1801-1848AbyssMelville, Herman, 1819-1891Church, Frederic Edwin, 1826-1900. Icebergs
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 | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.003 | 0.001 |
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