Bibliographic record
Abstract
Modeled using Apple's Object Capture Description from [Atlas Obscura](https://www.atlasobscura.com/places/mile-zero): > LOCATED IN PICTURESQUE BEACON HILL Park in British Columbia's capital, Mile 0 is one of the symbolic starting points of the Trans-Canada Highway on the Pacific Coast. The highway, conceived in the late 1940s and constructed between 1950 and 1971, was the longest uninterrupted highway in the world at the time of its completion. Spanning a whopping 4,860 miles (7,821 kilometers), it runs across all 10 of Canada's provinces, crossing the likes of the Rocky Mountains and the wide-open prairies of central Canada. There is no officially recognized starting point or "mile zero," St. John's, Newfoundland, also has a "mile zero" of their own, being the Atlantic end of the route. Located nearby is a statue of runner Terry Fox, who attempted to run the length of Trans-Canada Highway to raise money for cancer research, before succumbing to the disease himself at around the midpoint of his trek. Source: Objaverse 1.0 / Sketchfab
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) | 0.005 | 0.001 |
| Meta-epidemiology (broad) | 0.002 | 0.002 |
| Bibliometrics | 0.004 | 0.005 |
| Science and technology studies | 0.001 | 0.001 |
| Scholarly communication | 0.003 | 0.003 |
| Open science | 0.005 | 0.003 |
| Research integrity | 0.003 | 0.003 |
| Insufficient payload (model declined to judge) | 0.054 | 0.107 |
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".