No.17. Niagara. Plan of the Military Reserve, total of content called 479 acres
Bibliographic record
Abstract
Historic map showing the Village of Niagara (present day Niagara-on-the-Lake). North is oriented to the bottom right. Explanatory text below the title reads: “The Yellow and Green shade shews the extent of ground given to the Niagara Harbour and Dock Company by Act of Parliament passed 16th March 1831. The Green having always remained in possession of the Ordnance.” The Niagara River is shown at east. Fort Mississauga, the Ruins of Fort George and the layout of (the new) Fort George are shown. An “Old Guard House” is indicated adjacent to land and buildings which are labelled: “Royal Engr. Premises”. Main streets are shown and labelled. Land granted to religious organizations are noted as is the location of the town market. Other granted portions of land are indicated. Further south is Butlers Barracks, Commandants Quarters and a hospital. The map is signed by R. I. Pilkington, Draftsman. Relief is shown by 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 | 0.001 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.627 | 0.460 |
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".