Bibliographic record
Abstract
The flag of the City of Fredericton has a blue field with the city shield in the centre, outlined in black, and the city motto on a ribbon below it.These elements are nearly the full height of the flag.The simple white shield has a horizontal top and simply-curved sides forming a pointed "U" shape.It contains four elements: three smaller shields of the same shape arranged two over one, and a smaller Latin cross in brown centred at the top, with many small brown lines emanating from it in all directions.The upper-left shield contains a Union Jack, the upper-right shield contains the royal arms of the United Kingdom (in four quarters)-both have a royal crown above.The lower shield, slightly larger than the others, is blue with an evergreen tree in green with a brown trunk atop a green mound.Wrapping around both sides from below the shield is a wavy ribbon of white with a red back inscribed FREDERICOPOLIS SILVÆ FILIA NOBILIS in red serifed letters.SYMBOLISM: The city's documentation interprets the arms: Fredericton's coat of arms consists of three shields: the Union Jack in the upper left shield surmounted by the crown; the Royal Arms crowned the personal flag of the reigning sovereign of Britain in the upper right shield, and the irradiated cross above
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 machine prediction
Teacher imitationNot calibrated prevalence, not ground truth. Human validation pending. The Gemma side is a direct model label for every work in the frame, read from the title-only record. The Codex side is a classifier learned from the 10,348 direct Codex labels and calibrated to design-weighted sample rates; fields without enough sample support carry no Codex call. Candidate is the union of the two sides; consensus is their intersection. These outputs are machine_predicted_unvalidated and are not human labels.
Distilled classifier scores by category (both heads)
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.003 |
| Meta-epidemiology (narrow) | 0.002 | 0.001 |
| Meta-epidemiology (broad) | 0.001 | 0.001 |
| Bibliometrics | 0.003 | 0.006 |
| Science and technology studies | 0.005 | 0.002 |
| Scholarly communication | 0.005 | 0.003 |
| Open science | 0.002 | 0.002 |
| Research integrity | 0.002 | 0.003 |
| Insufficient payload (model declined to judge) | 0.440 | 0.125 |
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; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.
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".