Bibliographic record
Abstract
The complex relationship between subsistence practices and formal markets should be a growing matter of concern for those uneasy with the stark contrast between commercial and local food systems, especially since self-provisioning has never been limited to the margins. In fact, subsistence occupies a central space in local and global economies and networks. Bringing together essays from diverse disciplines to reflect on the meaning of subsistence in theory and in practice, in historical and contemporary contexts, in Canada and beyond, Subsistence under Capitalism is a collective study of the ways in which local food systems have been relegated to the shadows by the drive to establish and expand capitalist markets. Considering fishing, farming, and other forms of subsistence provisioning, the essays in this volume document the persistence of these practices despite capitalist government policies that actively seek to subsume them. Presenting viable alternatives to capitalist production and exchange, the contributors explain the critical interplay between politics, local provisioning, and the ultimate survival of society. Illuminating new kinds of engagements with nature and community, Subsistence under Capitalism looks behind the scenes of subsistence food provisioning to challenge the dominant economic paradigm of the modern world.
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 | 0.000 | 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 | 0.001 | 0.000 |
| Research integrity | 0.001 | 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".