Professional Legitimation for Education in Canadian Universities: The Canadian Journal of Education, 1976-1997
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
The history of the Canadian Society for the Study of Education (CSSE) has been profoundly influenced by changes in the role of the Canadian State. The introduction of social welfare legislation based on Keynesian economics was paralleled in the social sciences as the state adopted first a supportive role, then an active, interventionist role with regard to funding social science research. The inclusion of education in the social science field is set within the broader structural trends in society toward professionalization and utilitarianism. The dominance of human capital theory and the strategic component of the developing national science policy during the 1960s typify the latter trend. As in other industrialized societies, the aristocratic ideal of civility has been overtaken by the professional ideal, which according to Perkin (1989) is “based on trained expertise and selection by merit...[emphasizing] human capital rather than passive or active property, highly skilled and differentiated labour rather than the simple labour theory of value, and selection by merit defined as trained and certified expertise” (p. 4). The predominance of this ideal in modern society is clearly linked to the emergence of the interventionist state and its emphasis on the public good.
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 | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.002 | 0.000 |
| Science and technology studies | 0.003 | 0.001 |
| Scholarly communication | 0.000 | 0.001 |
| Open science | 0.001 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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