Bibliographic record
Abstract
<b>Image of Verica, Regini-Atrebates Coin (Quarter Stater)</b>:<br>This image shows a digitized replica of an ancient coin, specifically a quarter stater attributed to Verica, ruler of the Regini-Atrebates in Britain around 10-40 AD. The coin features intricate designs, and the labeling indicates it is "Not Genuine," suggesting it might be a replica or a reproduction. The original artifact of such a coin would have been a small, valuable gold coin used during the Iron Age in Britain, bearing historical significance in early British tribal societies. The original would have been handcrafted and circulated as currency in the early first century AD.<br><b>The Perfectly Good Cynic’s Calendar (1908)</b>:<br>This image includes two versions of <i>The Perfectly Good Cynic's Calendar,</i> a satirical book originally published in 1908, authored by Ethel Watts Mumford Grant, Addison Mizner, and Oliver Herford. The left image shows a modern reprint cover, part of the Kessinger Legacy Reprints, highlighting its historical preservation. The right image displays the original cover design with a more elaborate and artistic illustration typical of early 20th-century book art. The original would have featured delicate printing techniques on high-quality paper, crafted to convey a sense of humor and cynicism through witty text and possibly playful illustrations inside.
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.
How this classification was reachedexpand
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 | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.011 | 0.007 |
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 itClassification
machine, unvalidatedMachine predicted; both teacher heads agree on what is shown here.
How this classification was reached, model by model and score by score, is at the end of the page under "How this classification was reached".