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Record W4393020046 · doi:10.7202/1106048ar

Steelmakers: The Marriage of Entrepreneurship and Finance in New Glasgow and Halifax, 1883–1904

2022· article· en· W4393020046 on OpenAlexaboutno aff
James D. Frost

Bibliographic record

VenueJournal of the Royal Nova Scotia Historical Society · 2022
Typearticle
Languageen
FieldArts and Humanities
TopicScottish History and National Identity
Canadian institutionsnot available
Fundersnot available
KeywordsEntrepreneurshipMedicinePolitical scienceBusinessFinance

Abstract

fetched live from OpenAlex

One of the most technically advanced, fully integrated steel companies in Canada, the Nova Scotia Steel Company, began as Hope Iron Works, established in 1872 by Graham Fraser and Forrest McKay, two New Glasgow metal workers, with a small investment. In 1882, in response to the 1879 National Policy, Hope was incorporated into a new company with a board consisting mostly of New Glasgow merchants and entrepreneurs and John F. Stairs of Halifax. The Stairs' role in the development of “Scotia,” as it was called, has either been downplayed or largely ignored. From careful beginnings, the new company made rapid progress, installing new machinery and adding many new products. By the summer of 1901 the Nova Scotia Steel and Coal Co. was brimming with optimism and set about the task of becoming a fully integrated steel company. What had begun as a $4,000 investment in 1872 by two New Glasgow visionaries with their eight employees had become, by Nova Scotia standards, an industrial colossus with $4.5 million in assets and well over 1,500 employees at three locations, a triumph of inter-regional cooperation. The process of growth of this industrial giant from such humble beginnings is a tale of Maritime high finance in the era of the National Policy.

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 imitation

Not 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.

metaresearch head score (Codex)0.001
metaresearch head score (Gemma)0.000
Version: codex-gemma-dda1882f352aValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: Not applicable
GenreCandidate signal: Empirical · Consensus signal: Empirical
Teacher disagreement score0.102
Threshold uncertainty score0.584

Codex and Gemma teacher scores by category

CategoryCodexGemma
Metaresearch0.0010.000
Meta-epidemiology (narrow)0.0000.000
Meta-epidemiology (broad)0.0000.000
Bibliometrics0.0000.000
Science and technology studies0.0000.000
Scholarly communication0.0000.000
Open science0.0000.000
Research integrity0.0000.000
Insufficient payload (model declined to judge)0.0010.000

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.

Opus teacher head0.026
GPT teacher head0.211
Teacher spread0.185 · 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 teacher head, not a consensus.

The models applied no category: nothing in the taxonomy fit this work.
Study designNot applicable
Domainnot available
GenreEmpirical

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
Published2022
Admission routes1
Has abstractyes

Explore more

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