Pluralism or Fragmentation? The Twentieth-Century Employment Law Regime in Canada
Bibliographic record
Abstract
Any attempt at a historical overview inevitably involves contentious choices, including those of focus, the analytic lens to deploy, and the themes that structure the narrative. The first and most controversial choice that we have made is that of focus. Our topic is the legal regulation of in 20th-century Canada. Despite the fact that during the 20th century has come to be treated as a synonym for work, these terms are not equivalent. Employment is a mere subset of the broader domain of work; it emerged as a specific legal category in England in the 19th century to specify the rights and obligations that comprised a bilateral labour market contract. Work, by contrast, captures a much broader range of productive activity, including the labour of small independent producers and women in the household. The false equivalence of the terms employment and work in the 20th century is evidence of the hegemony of the neo-classical vision of the labour market in which dominates
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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 | 0.002 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.004 |
| Science and technology studies | 0.039 | 0.034 |
| Scholarly communication | 0.012 | 0.003 |
| Open science | 0.002 | 0.005 |
| Research integrity | 0.004 | 0.005 |
| Insufficient payload (model declined to judge) | 0.004 | 0.000 |
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.
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".