Andrew Jackson Downing and the paradox of artistic imitation in landscape gardening
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 As a member of the early contingent of American landscape architects, Andrew Jackson Downing's career started with the cornpletion of his own garden in 1839 and ended with his untimely death in a ferry accident in 1852. He is nwst famous for recording and promoting in writing his own formulation of the English tradition of landscape gardening. Between 1841 and 1849, he published three editions1 of his Treatise on the Theory and Practice of Landscape Gardening Adapted to North America. He also penned a total of 74 editorials as editor of The Horticulturists, a journal he launched to educate the gardening public in matters of taste and practical knowledge. His literary achievements had no equivalent in his time and they secured Downing's influence well beyond his death. His double status as practitioner and writer gave his role in the development of landscape architecture in the United States the same strong foundation that led Humphry Repton (1752–1818) and John Claudius Loudon (1738–1843) to prominence in England. Both Repton and Loudon had successful careers as landscape architects and both were influential writers, but while Downing echoed his predecessors' will to codify their art, he resolutely set his sights, as the title of his Treatise shows, on addressing landscape gardening frorn an American perspective.
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 | 0.000 |
| Science and technology studies | 0.000 | 0.001 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 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