Professional Decline and Resistance: The Case of Library and Archives Canada
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 2004, Canada was the first country in the world to amalgamate its two main documentary heritage institutions, the National Archives of Canada (established in 1872) and the National Library of Canada (established in 1953) into one "modernized" institution: Library and Archives Canada (LAC). The "modernization" policy has commercialized and reduced services, collections, and collaboration while simultaneously deprofessionalizing and casualizing the work of professionals. Resistance to modernization has come from many stakeholders across Canada but the responses by the Canadian Association of University Teachers (CAUT) and the Canadian Library Association (CLA) are particularly salient. Both are national organizations concerned with access to information and Canada’s documentary heritage. The case of LAC demonstrates how a neoliberal remaking of one prominent, national institution can weaken entire professions.
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 | 0.000 | 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 | 0.001 |
| 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