COVER PHOTOGRAPH: WATERFRONT REDEVELOPMENT, VANCOUVER, BRITISH COLUMBIA, CANADA
Bibliographic record
Abstract
This coastal seaport city is the hub of Greater Vancouver. With over 2.3 million residents, it is the third most populous metropolitan area in Canada (after Toronto and Montreal), and the most populous in Western Canada. The city proper has more than 640,000 people, making it the eighth largest in Canada, and the most densely populated Canadian city of over 25,000 residents, with 5,039 people per km 2 in 2006. Port Metro Vancouver is the busiest and largest in Canada, as well as the fourth largest port (by tonnage) in North America. The steps in the foreground lead up to Canada Place and the Pan Pacific Hotel. The cruise terminal here is the main point of departure for Alaska with more than one million passengers passing through each year. Reclaimed in the 1970s and 1980s, the city and foreshore exploded upwards after Expo 86 with high-rise apartment buildings and other development. The redeveloped shore is a delightful coastal urban park that features walkways, bike paths, scenic overlooks to Coal Harbor, and many rest stops. The boardwalk along the seawall follows the shore to Stanley Park, one of the world's great coastal urban parks. The seaplane harbor on the right hand side of the image is a busy place. Seaplane companies operate frequent scheduled service from the downtown Vancouver harbor direct to Victoria, the capital of British Columbia, on Vancouver Island and other coastal destinations. As seen in this image, the coastal urban landscape is a pleasing sight and with all of the waterside amenities it is easy to understand why Vancouver has ranked highly in worldwide ''livable city'' rankings for more than a decade. In fact, Vancouver is the first city to rank among the top-ten of the world's most livable cities for five straight years.
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 | 0.002 | 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 | 0.000 | 0.001 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.009 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".