The Niagara St. Catharines Line.
Bibliographic record
Abstract
yon like a journey through the warm, perfumed reaches of a great summerland, where you can see and almost touch the blossoming trees, take the first opportunity that arises and travel over the "Niagara - St. Catharines Line" through the Garden of Canada.The route lies from Niagara Falls to Port Dalhousie on Lake Ontario, where connection is made at the wharf with the Company's fast steel steamer, "Dalhousie City," for Toronto.The Niagara Peninsula stretches westward thirty miles from the Niagara River and lies between Lake Erie and Lake Ontario.Many historic events have been enacted there, but apart from such associations, the district attracts the widest attention because of its scenic beauties.On its eastern side the Niagara River surges tempestuously to Lake Ontario.The Rapids above the Falls, the mighty Cataract itself, and the Gorge, with its Rapids and Whirlpool below, go to make up what may be considered the most spectacular of all natural phe- nomena.Westward there stretches one great smiling land belt, where peaches, grapes and other choice fruits are produced in profusion.
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) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.006 | 0.001 |
| Scholarly communication | 0.003 | 0.001 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.537 | 0.138 |
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".