Community Newspapers on Microfilm
Bibliographic record
Abstract
Reel 1. E.J. Palmer's Grimsby illustrated; Merritton advance; The Evening review; Niagara Falls evening review; The academy; St. Catharines constitutional; St. Catharines daily news; St. Catharines daily standard; St. Catharines daily times; St. Catharines evening journal; St. Catharines evening star. -- Reel 2. St. Catharines evening star. -- Reel 3. St. Catharines evening star. -- Reel 4. St. Catharines evening star; St. Catharines gazette; St. Catharines journal; St. Catharines semi-weekly post; St. Catharines star journal; St. Catharines weekly news; St. Catharines weekly star; St. Catharines women's patriotic journal; St. Catharines women's standard; Welland Canadian farmer supplement; Welland Canadian farmer and grange record; Welland Canal works; Welland telegraph extra; Welland telegraph; Welland tribune and telegraph. -- Reel 5. Beamsville express; Vineland Jordan post; Grimsby independent; Haldimand advocate; Haldimand tribune; Niagara onghiara; Smithville pioneer; The Irish Canadian. -- Reel 7. St. Catharines daily times. -- Reel 8. St. Catharines daily times. -- Reel 9. St. Catharines daily times. -- Reel 10. The Monck reform press; Herald (Fonthill); Independent (Grimsby); Beamsville express; Post express (Lincoln); Jordan post (Vineland); The gleaner and Niagara newspaper; Niagara advance; Pelham herald; Port Colborne news; Farmers' journal and Welland Canal intelligencer; Welland tribune; Welland Tribune; Welland tribune and telegraph; Evening tribune (Welland Ship Canal, centenary issue).
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 | 0.000 |
| Meta-epidemiology (broad) | 0.001 | 0.000 |
| Bibliometrics | 0.003 | 0.006 |
| Science and technology studies | 0.002 | 0.000 |
| Scholarly communication | 0.004 | 0.002 |
| Open science | 0.001 | 0.001 |
| Research integrity | 0.001 | 0.001 |
| Insufficient payload (model declined to judge) | 0.812 | 0.686 |
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".