Map of Niagara Peninsula, Province of Ontario
Bibliographic record
Abstract
Historic map of the Niagara Peninsula with north oriented to the top toward Lake Ontario. Text below the title reads: “Including Lincoln and Welland Counties Complete & Part of Wentworth and Haldimand Counties.” The Niagara Peninsula is shown with the following county divisions: Wentworth, Lincoln, Haldimand and Welland. Towns and cities are divided into concessions and lots, labelled numerically or with roman numerals. The cities and towns shown are as follows: Saltfleet, Grimsby north and south, Clinton, Louth, Grantham, Niagara, Binbrook, Caistor, Gainsborough, Pelham, Thorold, Stamford (Niagara Falls), Seneca, Cansborough, Wainfleet, Crowland, Willoughby, Cayuga north and south, Dunn, Moulton, Humberstone, and Bertie. Roads, railway lines (steam and electric), and the Welland Canal are indicated. Schools and some prominent buildings are marked. A legend is present in the top right corner of the map. \nNOTE: The date of this map is 1929 and was corrected from the previous 1910 date.
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 | 0.000 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.001 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.016 | 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".