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
Contained within the Atlas of Canada's Reference Map Series, 1961 to 2010, is a map which has a detailed coverage of all parts of the world north of approximately 50 degrees latitude except for the Russian Federation side of the map which shows areas north of 60 degrees latitude. The map uses the Azimuthal Equidistant projection. All national boundaries are shown along with Canadian provincial and territorial boundaries and Canada's 200 nautical mile offshore Exclusive Economic Zone. National capital cities are displayed along with other cities, towns, villages and hamlets; all have been updated to 2008. Some seasonally populated places are also shown. A number of significant northern features can be found such as the minimum permanent polar sea ice extent for 1972 to 2007, tree line, undersea relief and undersea feature names, land relief, historical surveyed locations of the Magnetic North Pole from 1831 to 2007 and updated glaciers, ice fields and coastal ice shelves. The undersea relief is the m
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 | 0.001 | 0.000 |
| 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