Labour Welfare in Canada: An Examination of Occupational Assistance
Why this work is in the frame
A frame that forgets how it found something cannot be audited. These are the routes that admitted this work.
Bibliographic record
Abstract
This article explores labour welfare in Canada across three distinct periods of occupational assistance: welfare capitalism that began with the Industrial Revolution and persisted through the depression of the 1930s; occupational alcoholism programming that emerged during World War II and the typically unreported domestic labour strife of the 1940s, lasting through the postwar economic boom into the 1960s; and the employee assistance programming era with the introduction of the broad-brush approach to workplace-based assistance that also witnessed organised labour in Canada provide fundamental supports to workers that were originally introduced by workplace owners during the welfare capitalism period, though now to benefit workers rather than to control them. Since the beginning of the Industrial Revolution and into the new information and technological era of work, organised labour has had a distinct role in shaping and providing services to enhance worker and community wellness in Canada.
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.
Full frame distilled prediction
Teacher imitationNot 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.
Codex and Gemma teacher scores by category
| Category | Codex | Gemma |
|---|---|---|
| Metaresearch | 0.001 | 0.000 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.000 |
| Insufficient payload (model declined to judge) | 0.000 | 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 it