Bibliographic record
Abstract
The collection consists of periodical articles related to the Niagara Region. Articles are sorted by subject into nine broad categories: History; Industry, Business and Public Services; People; Places; Science, Geography and Environment; Transportation; Religion and Churches; Legends and Folklore; and Crime. Within these categories, topics covered include early settlers and settlements; the War of 1812; Fenians; the Caroline Affair; Forts; local businesses; hydro-electric power; the wine industry; postal service; police service; Isaac Brock; Indigenous People; Black People; stunters and daredevils; Dain City; Fort Erie; Crystal Beach; Grimsby; Jordan; Merritton; Niagara Falls (Ontario); Niagara Falls (N.Y.); Niagara-on-the-Lake; Queenston; St. Catharines; Welland; Welland Canal; waterways; railways; highways and the Niagara River parkway. Within each category, articles are sorted alphabetically by author’s surname. Articles with no author have been filed by title.
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) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.001 |
| Science and technology studies | 0.002 | 0.001 |
| Scholarly communication | 0.000 | 0.002 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.000 | 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".