Map of the Villages of Niagara Falls, & Niagara City, New York : The Village of Elgin and the City of the Falls, Canada West
Bibliographic record
Abstract
Historical map showing Niagara Falls, New York located to the east of the Niagara River and Canada West (now Ontario), to the west of the Niagara River. A dotted line runs through the centre of the Niagara River indicating the “National Boundary”. On the Canadian side of the river, the “City of the Falls”, current City of Niagara Falls, and Elgin are shown with main streets labelled as well as ownership of lots noted be last name. Streets and subdivisions are shown as well as. The Canadian and American Falls are labelled along with Goat Island and Bath Islands, which sit at the top of the falls in the river. The Erie and Ontario Rail Road is also indicated, running from the United States, over a bridge crossing the Niagara river and continuing north through Niagara Falls. Relief of the Niagara Gorge and Niagara Escarpment are shown with hachures and shading.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.004 |
| Science and technology studies | 0.004 | 0.000 |
| Scholarly communication | 0.002 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.219 | 0.032 |
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".