Prospective News: press pre-framing of the 1996 Ontario public service strike
Bibliographic record
Abstract
Analysis of press coverage leading up to the 1996 Ontario Public Service strike indicates how framing of the negotiations between the Ontario government and the Ontario Public Service Employees' Union in terms of the dispute over "job security" shifted the critical focus onto the union. The dominant news frame of a prospective strike was articulated through a relatively conventional strike script focusing on the ways a strike would be problematic for the union with regard to public opinion, internal solidarity, and disruptive effects. While the government was portrayed as acting strategically and the union reactively, the dominant narrative explaining the position of both was an economistic one. An alternative, more marginal narrative explaining the government's motivation in political and ideological terms also appeared, but there was no equivalent narrative for the union. By relying on an economistic account, the news coverage acquiesced in the government's attempt to define the situation in its own terms, and thereby became implicated in reproducing the grounds of struggle for hegemonic resonance.
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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 | 0.002 | 0.009 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.006 | 0.009 |
| Science and technology studies | 0.008 | 0.004 |
| Scholarly communication | 0.009 | 0.002 |
| Open science | 0.001 | 0.002 |
| Research integrity | 0.002 | 0.002 |
| Insufficient payload (model declined to judge) | 0.008 | 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".