No. V, Upper Canada Plan of Niagara
Bibliographic record
Abstract
Historic map showing the town of Niagara (present day Niagara-on-the-Lake), Fort George, and Fort Niagara, with Lake Ontario shown in the north and the Niagara River in the east. Handwritten text reads: “by A. Gray, Asst. Qr. Mr. Genl. Quebec 20eth Novr. 1810. This Plan is from a Trigonometrical Survey by Lieut: Gray [Sgd] Q.M. Genls Office Quebec 1st June 1811 James Kempt Q. M. Genl N. America.” The Latitude and Longitude of Fort George as well as a legend are written on the map. The map shows buildings in the town, some of which are named, including: Presbyterian Church, John Seacord’s (sic) Farm, Col. Butler’s property, an English Church and burying ground, a courthouse and prison, Indian Council House and various Inn’s. Buildings, work yards and military buildings are shown along the Niagara river. Trees, forested areas, roads, creeks and rivers are shown, most of which are not labelled. Relief is shown in 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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.004 |
| Science and technology studies | 0.006 | 0.001 |
| Scholarly communication | 0.005 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.355 | 0.128 |
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".