Canada, Niagara Verification Plan
Bibliographic record
Abstract
Historic map showing of the Township of Niagara (present day Niagara-on-the-Lake). North is oriented at the bottom right toward Lake Ontario. Text below the title describes the map as follows: “Shewing the Boundaries as marked on the ground, of the Military Reserves belonging to the Ordnance, in the Township of Niagara, County of Lincoln, Canada West, as Surveyed by Mr. F.F. Passmore-Prov’l Land Surveyor, between the months of February & June 1852, & verified by Lieu’t Berdoe A. Wilkinson, Rl. Eng’rs, & Mr. Nelson Walker, Surv’r & Dfts. Rl. Engin’r Dept.” Signatures of Surveyors date the map in 1853. Below the title text is a table of contents, reference legend and scale. Further notations are made at various points on the map. The map shows boundaries, streets, lots and concessions labelled by numbers or with the owner’s name. Some are granted lots, labelled with the grantees name. The Mississagua (sic) reserve and Fort Mississagua are shown adjacent to Lake Ontario at the mouth of the Niagara River. Further east is the Ruins of Fort George and a portion of land with buildings and a pond labelled: “Dock Company Land.” The southern section of the map shows Garrison Reserve land and Butlers Barracks. An inset plan shows details of Fort Mississagua at a scale of one chain to one inch. The top left corner of the map includes notations about the map and historical information about Fort George and the battle during the War of 1812 where Sir Isaac Brock fell. Further notations detail barrack accommodations at Niagara.
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 | 0.002 |
| Meta-epidemiology (narrow) | 0.001 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.003 |
| Science and technology studies | 0.010 | 0.001 |
| Scholarly communication | 0.005 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.290 | 0.094 |
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".