After the Holocene ::planetary Politics for Commoners
Bibliographic record
Abstract
After the Holocene: Planetary Politics for Commoners reconsiders recent theorization and reflection on the concept of the commons and the political principle of the common in the light of climate change, biodiversity loss and related forms of planetary disturbance and change, as well as the social and political effects and implications of the planetary. Extending and elaborating Ray's previous research on cultural traces and political debates in the Anthropocene and engaging with the work of Max Ajl, Dipesh Chakrabarty, Pierre Dardot and Christian Laval, Massimo De Angelis, Donna Haraway, Andreas Malm, Kate Soper, Anna Lowenhaupt Tsing, and Stefano Harney and Fred Moton, among others, the monograph rethinks commoning in the midst of planetary change and its social impacts and advances new concepts of metabolic realism, commoner subjectivity, transnational commoner solidarity and more-than human mutuality and commonization.
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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 | 0.003 | 0.004 |
| Meta-epidemiology (narrow) | 0.000 | 0.000 |
| Meta-epidemiology (broad) | 0.000 | 0.000 |
| Bibliometrics | 0.001 | 0.001 |
| Science and technology studies | 0.010 | 0.021 |
| Scholarly communication | 0.010 | 0.014 |
| Open science | 0.001 | 0.005 |
| Research integrity | 0.003 | 0.004 |
| Insufficient payload (model declined to judge) | 0.012 | 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".