Promises, Promises? Or Restoration and Renaissance? Fifteen Brutal Years for School Libraries in British Columbia
Bibliographic record
Abstract
British Columbia teachers, through the offices of the BC Teachers’ Federation (BCTF) and often through their own time on the picket lines, have fought for fifteen years to get back the negotiated language that contractually defined the working conditions of teachers, including specialist or non- enrolling teachers such as teacher-librarians. This paper documents the struggles that took the case all the way to the Supreme Court of Canada where, in November of 2016, in just minutes, the teachers’ rights were affirmed and the BC Liberal government’s actions in stripping the negotiated contract language were determined to be illegal. Staffing lost was to be restored. For teacher-librarians, easily the hardest hit teacher group, the decision seemed to offer a breath-taking relief after years of progressively deeper cuts. At the time of writing, believing in the imminent full restoration of staffing to re-define the work of teacher-librarians and in a glorious re-birth of the place of the school library in public education in BC appears to be unrealistic.
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.
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 | 0.008 | 0.012 |
| Meta-epidemiology (narrow) | 0.000 | 0.001 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.002 |
| Science and technology studies | 0.072 | 0.020 |
| Scholarly communication | 0.022 | 0.006 |
| Open science | 0.003 | 0.009 |
| Research integrity | 0.004 | 0.012 |
| Insufficient payload (model declined to judge) | 0.011 | 0.001 |
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".