Public Sociology in Canada: Debates, Research and Historical Context
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
In “For Public Sociology” and other essays, Michael Burawoy acknowledges that the national sociologies of countries other than the US (e.g. Brazil, Norway, South Africa) differ substantially from the US case. The balance and dynamics among the four types of sociology, the timing and phases of the historical development of the discipline and the challenges that face the discipline, are some of the many ways sociology differs from country to country (2005a: 20-22; 2005c: 382-4, 2005d: 423-4). Canada is a particularly interesting case because of its geographic proximity and close economic and cultural ties to the United States. Canadian sociology has been deeply influenced by American sociology, but has always stood in an uneasy intellectual and political relationship to the US version of the discipline (Hiller 1982; Brym with Fox 1989; Cormier 2004; McLaughlin 2005). A serious discussion of the possibilities and challenges for a public sociology in Canada requires an analysis of the historical and sociological specificity of the Canadian version of the discipline, something we hope to offer here in this introduction as well as in the papers to follow.
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 | 0.009 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.000 | 0.000 |
| Science and technology studies | 0.001 | 0.003 |
| Scholarly communication | 0.000 | 0.000 |
| 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