A Declaration of Interdependence: Peace, Social Justice, and the “Spirit Wrestlers ”
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
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.
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 | 0.000 | 0.000 |
| Scholarly communication | 0.000 | 0.000 |
| Open science | 0.000 | 0.000 |
| Research integrity | 0.000 | 0.001 |
| 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