A Declaration of Interdependence: Peace, Social Justice, and the “Spirit Wrestlers ”
Bibliographic record
Abstract
The struggle between the Doukhobors, a nonviolent society committed to communal values, and the Canadian Government epitomizes the tension between values of personal rights and independence on the one hand, and social obligation on the other. The immigration of the Doukhobors from Russia to the Canadian prairies in 1899 precipitated a centurylong struggle that brings issues of social justice, moral obligation, political authority, and the rule of law into question. The fundamental core of Western democracies, founded on the sanctity of individual rights and equal opportunity, loses its potency in a community that holds to the primacy of interdependence and an ethic of caring. The transformation of individual identity from an isolated ego to a transpersonal state of interdependence presents profound implications for personal morality, social justice, and ecological awareness. The struggle of the Doukhobors invites us to imagine self-interest and community interest as no longer distinct and work toward a transformed vision of relational interdependence that embraces all of life.
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 | 0.007 | 0.005 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.019 | 0.088 |
| Scholarly communication | 0.011 | 0.006 |
| Open science | 0.001 | 0.011 |
| Research integrity | 0.003 | 0.007 |
| Insufficient payload (model declined to judge) | 0.002 | 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 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".