Bibliographic record
Abstract
Bank Street is the major north-south artery in Ottawa, Ontario, Canada’s capital city. Named for its initial geographic proximity to the Ottawa River bank in the 19th century, the street now runs north from the city limits at Belmeade Road through various villages (Vernon, Spring Hill, Metcalfe, Greely, South Gloucester, Leitrum, and Blossum Park), north through multiple large neighbourhoods (Hunt Club, Alta Vista, Old Ottawa South, The Glebe, Centretown) to Wellington Street, home of Canada’s Parliament Buildings. Almost every afternoon, I photograph a particular stretch of Bank Street from Third Avenue in The Glebe to Wellington Street near Parliament. This series of 25 street photographs is a product of these walks through the lens of a 1972 Canon Canonet rangefinder on inexpensive, often expired, color film. The photographs are presented in order of their location from the Bank Street intersection with Third Avenue, proceeding north toward the intersection with Laurier Avenue.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.011 | 0.003 |
| Scholarly communication | 0.006 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.002 |
| Insufficient payload (model declined to judge) | 0.036 | 0.009 |
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".