Township of Wainfleet photo albums, c. 1890-1940
Bibliographic record
Abstract
Two photo albums with photographs from the Township of Wainfleet, c. 1890-1920. Some of the photos also include surrounding areas such as Niagara Falls and Queenston. The first photo album contains 96 small black and white photographs featuring local residents, businesses, farms, churches, and houses, including the Fenwick Railway Station; the Alexander [Alexandra] Bridge in Welland; O’Reilly’s Bridge; the brink of Niagara Falls; P.J. Gracey’s Store; Steward Carriage Works in Wellandport; a shingle factory; Sutherland’s Gingerette; Wainfleet S.S. #8/Beckett’s Bridge School; military camp labeled “Tent Med 1908”; boaters in Chippewa Creek; Hamilton; the Port Colborne Elevator; Hewitt’s Post Office and Store; and the Town of Wellandport. A picture of two men in blackface wearing suits and hats, with one man holding a banjo, is also included. Enclosed in the pages of the album is a postcard of men and women picking berries in a berry patch. The second photo album contains 47 large photographs. Most of the photos are black and white but some have had colour added. Most of the photos are affixed to the album but there are also 12 loose photos included. Photos feature farm life; large family gatherings; houses; J.E. Chambers Store at Chambers Corners (1909); the Erie Apple Evaporator (Forks Rd.?); the Horseshoe Falls from the American side, showing the newly constructed Canadian Niagara Power Plant on the Canadian shore (c. 1905); the Whirlpool Rapids with the steel arch bridge and cantilever bridge over the gorge; Brock’s Monument; Sutherland’s Deering Machinery Shop; Central Roller Mills in Wainfleet Centre; O’Reilly’s Bridge; the collapsed Falls View bridge (January 27, 1938); and a lumber yard in Fenwick (Chambers?).
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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 | 0.000 |
| Meta-epidemiology (narrow) | 0.001 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.003 | 0.000 |
| Scholarly communication | 0.001 | 0.001 |
| Open science | 0.000 | 0.001 |
| Research integrity | 0.000 | 0.001 |
| Insufficient payload (model declined to judge) | 0.646 | 0.241 |
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".