Bibliographic record
Abstract
This paper analyses the process of the media in British Columbia and in Canada in the stigmatizing of members of the radical Doukhobor Russian religious community known as the “svobodniki” or the Sons of Freedom. This process lasted from the late 1920s through to the end of the 1960s. A key issue of their protest was the disruption to their way of life in the Kootenay region in British Columbia by an unsympathetic cultural environment—secularized and pro-militarist—which they regarded as the antipathy of their values. Despite the clarity of their demands and the open statements of the reasons for their protests, their methods of protest were presented by the media as acts of insanity. When women led the protests, the media portrayed them as monstrous and unfeminine. My analysis of the media shows how female Sons of Freedom protestors presented a direct challenge to the conservative gender roles which middle-class women of the 1950s were being asked to adopt. The response of the state was to declare these protestors “bad mothers” and to imprison their children for up to six years.
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 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 | 0.001 | 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 | 0.001 | 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 itClassification
machine, unvalidatedMachine predicted; a candidate call from one teacher head, 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".