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Record W7016271272

Welland Ship Canal Photo Album, 1922-1933, n.d.

2023· book· en· W7016271272 on OpenAlexaboutno aff

Bibliographic record

VenueBrock University Digital Repository (Brock University) · 2023
Typebook
Languageen
FieldEngineering
TopicConstruction Engineering and Safety
Canadian institutionsnot available
Fundersnot available
KeywordsDredgingBridge (graph theory)Guard (computer science)CulvertExcavationYard
DOInot available

Abstract

fetched live from OpenAlex

An album containing photos of the construction of the Welland Ship Canal. There are 137 black and white photographs dated from 1922 to 1933. Many of the photos have captions. Photos include excavation of the guard gate site; view of guard gate structure; excavation of Ontario Paper Co. dock; mudslide at the Ontario Paper Co. dock site; west end safety weir in present canal; unwatering dams and sluice on site safety weir; cut connecting entrce. Lock 7 to present canal prism; excavating rock in prism and turning basin; channel excavation; guard and east end safety weir; canal prism looking south from guard gate; canal prism looking north from guard gate; Thorold turning basin; remains of cofferdam, safety weir; supply channel from west end safety weir; upstream side safety weir; dredging safety weir; downbound vessels awaiting opening canal at guard gate; guard gate with bridge no. 8 open; guard gate with bridge no. 10 closed; wire rope fender and machinery above guard gate; Thorold at Ontario Paper Co. dock; Beaver Dams culvert; Beaver Dams creek; G.T.R. culvert and embankment; bridge no. 10; trench for Davis culvert; Thorold-Allanburg bridge over Beaver Dams Creek; canal prism; bridge no. 11; bridge no. 12; syphon culvert site; aqueduct; rock blasting at Ramey’s bend; Wabash crossing; bridge no. 14; bridge no. 16; bridge no. 18; casting concrete piles for Welland dock; Derrick Scow “Handy Andy”; and the Administration Building. In one photograph a horse is used to help haul heavy materials.

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 imitation

Not 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.

metaresearch head score (Codex)0.000
metaresearch head score (Gemma)0.000
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesInsufficient payload (model declined to judge)
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Other · Consensus signal: Other
Teacher disagreement score0.546
Threshold uncertainty score0.902

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0000.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0010.002
Science and technology studies0.0030.000
Scholarly communication0.0010.001
Open science0.0000.001
Research integrity0.0000.001
Insufficient payload (model declined to judge)0.4350.086

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.

Opus teacher head0.007
GPT teacher head0.149
Teacher spread0.143 · how far apart the two teachers sit on this one work
Validation statusscore_only:v0-immature-baseline · verbatim from the scoring run: score_only means the number may rank works, and no category label ships from it

Classification

machine, unvalidated

Machine predicted; a candidate call from one source (direct Gemma or distilled Codex), not a consensus.

Study designNot applicable
Domainnot available
GenreOther

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".

Quick stats

Citations0
Published2023
Admission routes1
Has abstractyes

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