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
Extract Charles Dawson Shanly (1811–1875) was born in Ireland and earned a bachelor’s degree at Trinity College, Dublin. He emigrated with his family to Canada in 1836 and then moved to New York in 1857 to pursue a full-time career as a writer and journalist. He wrote for various publications and was one of the founders and editors of Vanity Fair. His article “Coney Island,” published in the Atlantic Monthly in September 1874, describes Coney at an early stage of its development as a resort. Shanly emphasizes that because Coney had, in recent years, become more accessible by steamboat and horsecar, it was less exclusive than it had been, “since its advantages are attainable by all.” Fashionable families of New York would be shocked, Shanly contends, if they were asked whether they intended to go to Coney Island for the season, although occasionally a “heavy swell” visits with his friends “by way of a lark.”
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 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.004 | 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