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Record W3157725401 · doi:10.29173/mruhr543

"A Question of Principle or Degree"

2021· article· en· W3157725401 on OpenAlexaffvenue
Alexander Throndson

Bibliographic record

VenueMount Royal Undergraduate Humanities Review (MRUHR) · 2021
Typearticle
Languageen
FieldSocial Sciences
TopicLabor Movements and Unions
Canadian institutionsMount Royal University
Fundersnot available
KeywordsCompromiseParliamentLegislationEnforcementPoliticsFactory (object-oriented programming)Political scienceLawWork (physics)Public administrationEngineeringComputer science

Abstract

fetched live from OpenAlex

The debate over a ten-hour work day was the key issue of British labour legislation in the 1830s and 1840s, culminating in the so-called “Ten Hours’ Bill” of 1847, which was later amended by a stricter act in 1850. Proposals emerged as early as 1831, but disagreement proceeded over the issues of how many hours to permit and whether regulation was needed at all. Furthermore, the factory acts of this period were plagued by loopholes, and enforcement struggled due to a lack of resources. Legislation for a ten-hour work day was beset by compromise, and although it was popular among Parliamentary paternalists, even they would compromise when faced with the intense pressure of opposing MPs, many of whom had direct connections to manufacturing industries. Despite frequent petitions and the agitation of political societies outside of Parliament, a true ten hours’ bill was never fully implemented. Parliament successfully passed multiple factory regulations in this period, but the questions surrounding reform remained unresolved.

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)0.034
metaresearch head score (Gemma)0.048
Version: metacan-v3-hybrid-931329e0061cValidation status: machine_predicted_unvalidated
Candidate categoriesnone
Consensus categoriesnone
DomainCandidate signal: none · Consensus signal: none
Study designCandidate signal: Not applicable · Consensus signal: none
GenreCandidate signal: Empirical · Consensus signal: none
Teacher disagreement score0.034
Threshold uncertainty score0.179

Distilled classifier scores by category (both heads)

CategoryCodexGemma
Metaresearch0.0340.048
Meta-epidemiology (narrow)0.0010.000
Meta-epidemiology (broad)0.0010.001
Bibliometrics0.0010.001
Science and technology studies0.0070.072
Scholarly communication0.0110.020
Open science0.0040.007
Research integrity0.0130.022
Insufficient payload (model declined to judge)0.0090.004

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 head0.073
GPT teacher head0.347
Teacher spread0.274 · 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.

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
Published2021
Admission routes2
Has abstractyes

Explore more

Same venueMount Royal Undergraduate Humanities Review (MRUHR)Same topicLabor Movements and UnionsFrench-language works237,207